// WORKFORCE DATABASE

ALL PROFESSIONS UNDER ANALYSIS

Every job is assessed as an interpretive forecast, grounded in external research on task exposure, adoption speed, augmentation, and labour-market friction. Open any page to inspect the evidence layer.

700 visible
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DYING
NEEDS MANUAL REVIEW
Data Entry Clerk
Administration // 2025-2027
TIER 2 VERIFY 65/100
DEATH SCORE 97/100
Data entry is the most mechanically repetitive cognitive task in existence. It is the first domino. Large organisations have already automated major portions of this workflow.
22 million worldwide Administration
READ ANALYSIS + DEBATE →
DYING
NEEDS MANUAL REVIEW
Telemarketer
Sales // 2024-2026
TIER 3 VERIFY 53/100
DEATH SCORE 99/100
Telemarketing is already a significant share automated in the United States. The remaining a significant share will follow. This is better read as a directional assessment than a fixed count.
14 million worldwide Sales
READ ANALYSIS + DEBATE →
DYING
NEEDS MANUAL REVIEW
Loan Officer
Finance // 2026-2029
TIER 2 VERIFY 73/100
DEATH SCORE 88/100
The loan officer was the human face of credit risk. AI now reads that risk in dimensions humans cannot perceive. The face is becoming unnecessary.
4.2 million worldwide Finance
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS MANUAL REVIEW
Radiologist
Healthcare // 2026-2038
TIER 1 VERIFY 55/100
DEATH SCORE 61/100
AI reads scans as well as the best radiologists. The diagnostic reporting function is contested. Clinical decision-making, intervention, and complex cases remain human.
580,000 worldwide Healthcare
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS MANUAL REVIEW
Truck Driver
Logistics // 2029-2038
TIER 2 VERIFY 49/100
DEATH SCORE 71/100
Highway driving is moving quickly but still depends on deployment, regulation, and economics. The last mile is not. The political consequences are enormous. large numbers American jobs hang in the balance.
8.5 million (long-haul) worldwide Logistics
READ ANALYSIS + DEBATE →
DYING
NEEDS MANUAL REVIEW
Paralegal
Legal // 2026-2030
TIER 1 VERIFY 46/100
DEATH SCORE 84/100
Legal research, document review, and contract analysis have already been handed to AI. The paralegal was always the attorney's cognitive worker. That work is now cheaper than electricity.
3.8 million worldwide Legal
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS TARGETED SOURCES
Plumber
Trades // Safe beyond 2045
TIER 3 VERIFY 83/100
DEATH SCORE 9/100
Plumbing is physical work in unstructured confined environments with safety-critical pressure systems. It is one of the most protected trades in existence. Demand is growing.
5.8 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Mental Health Therapist
Healthcare // Safe beyond 2050
TIER 1 VERIFY 69/100
DEATH SCORE 9/100
Therapy works because of the relationship between two humans, not the content of the conversation. AI can simulate the conversation. It cannot create the relationship.
1.2 million worldwide Healthcare
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Early Years Teacher
Education // Safe indefinitely
TIER 1 VERIFY 58/100
DEATH SCORE 6/100
Children aged 0-7 need human attachment figures during the most critical developmental window in human existence. No machine has ever successfully replaced this.
11 million worldwide Education
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Criminal Defence Lawyer
Legal // Safe beyond 2040
TIER 1 VERIFY 59/100
DEATH SCORE 18/100
Advocacy is performance, strategy, and human trust compressed into a courtroom. The law has not yet found a way to separate justice from the human who argues for it.
1.8 million worldwide Legal
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS TARGETED SOURCES
Chef (Creative/Head)
Hospitality // Safe beyond 2040
TIER 3 VERIFY 81/100
DEATH SCORE 14/100
Cooking at the highest level is philosophy expressed through taste. You cannot automate a point of view.
14 million (all kitchen roles) worldwide Hospitality
READ ANALYSIS + DEBATE →
DYING
NEEDS MANUAL REVIEW
Accountant
Finance // 2026-2031
TIER 2 VERIFY 71/100
DEATH SCORE 82/100
Accountancy is arithmetic plus rules. AI does arithmetic perfectly and learns rules faster than humans. Compliance work is dying; advisory work is morphing.
65 million worldwide Finance
READ ANALYSIS + DEBATE →
DYING
NEEDS TARGETED SOURCES
Financial Analyst
Finance // 2026-2031
TIER 2 VERIFY 63/100
DEATH SCORE 79/100
Financial analysis is information synthesis and pattern recognition. AI does both faster, across more data, with no cognitive bias.
1.2 million worldwide Finance
READ ANALYSIS + DEBATE →
DYING
NEEDS TARGETED SOURCES
Insurance Underwriter
Finance // 2025-2029
TIER 2 VERIFY 63/100
DEATH SCORE 88/100
Underwriting is risk classification. AI classifies risk better than humans across more variables in milliseconds.
3.8 million worldwide Finance
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Actuary
Finance // 2029-2038
TIER 2 VERIFY 65/100
DEATH SCORE 62/100
Actuaries build the models. AI is becoming the model. The profession is in transition rather than freefall.
65,000 worldwide Finance
READ ANALYSIS + DEBATE →
DYING
NEEDS TARGETED SOURCES
Stockbroker
Finance // 2024-2028
TIER 2 VERIFY 78/100
DEATH SCORE 91/100
The traditional stockbroker is effectively already extinct in retail markets. What remains is a wealth management relationship role.
850,000 worldwide Finance
READ ANALYSIS + DEBATE →
DYING
NEEDS MANUAL REVIEW
Tax Preparer
Finance // 2024-2027
TIER 2 VERIFY 75/100
DEATH SCORE 96/100
Tax preparation for individuals and small businesses is already a significant share automated. The H&R Block model is dying. The software ate it.
4.2 million worldwide Finance
READ ANALYSIS + DEBATE →
DYING
NEEDS MANUAL REVIEW
Bank Teller
Finance // 2024-2028
TIER 2 VERIFY 75/100
DEATH SCORE 94/100
Bank teller displacement began with ATMs in 1969. Mobile banking completed it.
12 million worldwide Finance
READ ANALYSIS + DEBATE →
DYING
NEEDS MANUAL REVIEW
Legal Secretary
Legal // 2025-2029
TIER 1 VERIFY 58/100
DEATH SCORE 89/100
Legal secretaries perform administrative functions that AI handles natively.
3.1 million worldwide Legal
READ ANALYSIS + DEBATE →
DYING
NEEDS MANUAL REVIEW
Court Reporter
Legal // 2025-2030
TIER 1 VERIFY 57/100
DEATH SCORE 87/100
Court reporting is real-time transcription. AI transcription has crossed the accuracy threshold for most court applications.
55,000 worldwide Legal
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS MANUAL REVIEW
Intellectual Property Lawyer
Legal // 2028-2038
TIER 1 VERIFY 78/100
DEATH SCORE 55/100
IP law is split: patent prosecution is being automated; litigation and strategy are holding.
450,000 worldwide Legal
READ ANALYSIS + DEBATE →
DYING
NEEDS MANUAL REVIEW
Medical Transcriptionist
Healthcare // 2024-2027
TIER 1 VERIFY 45/100
DEATH SCORE 95/100
Medical transcription is voice-to-text conversion with medical vocabulary. AI has solved this. The profession is in its final years.
380,000 worldwide Healthcare
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS MANUAL REVIEW
Pharmacist
Healthcare // 2028-2038
TIER 1 VERIFY 55/100
DEATH SCORE 58/100
Dispensing is automated. Drug counselling and clinical pharmacy are not. The profession is splitting.
3.5 million worldwide Healthcare
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Physiotherapist
Healthcare // Safe beyond 2040
TIER 1 VERIFY 73/100
DEATH SCORE 14/100
Physiotherapy is hands-on therapeutic intervention. All components require physical human presence.
1.8 million worldwide Healthcare
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Nurse
Healthcare // Safe beyond 2045
TIER 1 VERIFY 71/100
DEATH SCORE 11/100
Nursing is physical care, clinical assessment, medication management, and human compassion. Every component requires human presence.
28 million worldwide Healthcare
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Surgeon
Healthcare // Safe beyond 2040
TIER 1 VERIFY 74/100
DEATH SCORE 16/100
Surgery is one of the most complex physical-cognitive tasks humans perform. Robotic surgery is human surgery with better tools. The surgeon remains.
1.9 million worldwide Healthcare
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Dentist
Healthcare // Safe beyond 2038
TIER 1 VERIFY 76/100
DEATH SCORE 19/100
AI diagnoses dental problems better than most dentists. But dentistry is precision physical intervention in a confined space. The hands stay.
2.1 million worldwide Healthcare
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS MANUAL REVIEW
Optometrist
Healthcare // 2028-2038
TIER 1 VERIFY 56/100
DEATH SCORE 61/100
AI reads retinal images better than most optometrists. The diagnostic core is being automated. Physical eye health and refraction functions survive.
420,000 worldwide Healthcare
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Veterinarian
Healthcare // Safe beyond 2040
TIER 1 VERIFY 75/100
DEATH SCORE 13/100
Veterinary medicine is physical clinical assessment and surgical intervention on non-verbal patients. AI diagnoses better than junior vets. It cannot treat.
580,000 worldwide Healthcare
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS MANUAL REVIEW
Software Engineer
Technology // 2027-2038
TIER 1 VERIFY 56/100
DEATH SCORE 53/100
The engineers who built AI are watching it write their code. Junior engineering is dying. Senior engineering is evolving. The middle is uncertain.
26 million worldwide Technology
READ ANALYSIS + DEBATE →
DYING
NEEDS MANUAL REVIEW
IT Support Technician
Technology // 2025-2030
TIER 3 VERIFY 59/100
DEATH SCORE 84/100
Tier-1 IT support is script-following and knowledge base lookup. AI does this better, faster, and cheaper.
12 million worldwide Technology
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS TARGETED SOURCES
Data Scientist
Technology // 2027-2035
TIER 3 VERIFY 66/100
DEATH SCORE 57/100
AutoML is doing what junior data scientists do. Senior data scientists who define problems and interpret results survive. The middle is compressing.
4.2 million worldwide Technology
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Cybersecurity Analyst
Technology // Safe beyond 2038
TIER 3 VERIFY 63/100
DEATH SCORE 21/100
Cybersecurity is an adversarial arms race between human attackers and AI defenders. Demand is exploding. The role is evolving, not dying.
5.5 million worldwide Technology
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS MANUAL REVIEW
University Lecturer
Education // 2029-2040
TIER 1 VERIFY 78/100
DEATH SCORE 48/100
AI can deliver content better than most lecturers. What it cannot do is create knowledge or mentor the development of scholars.
9 million worldwide Education
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Secondary School Teacher
Education // Safe beyond 2040
TIER 1 VERIFY 56/100
DEATH SCORE 15/100
Secondary school teachers manage 30 adolescents simultaneously across social, emotional, developmental, and academic dimensions. AI handles content. Humans handle everything else.
40 million worldwide Education
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS MANUAL REVIEW
Librarian
Education // 2028-2040
TIER 1 VERIFY 77/100
DEATH SCORE 51/100
The card catalogue librarian is gone. The information literacy educator and community hub manager is not. The profession is splitting by function.
750,000 worldwide Education
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS TARGETED SOURCES
Graphic Designer
Creative // 2025-2035
TIER 3 VERIFY 83/100
DEATH SCORE 64/100
AI generates images that most graphic designers would be proud of. The commodity end of design is gone. The strategic and conceptual end is changing.
4.2 million worldwide Creative
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS TARGETED SOURCES
Photographer
Creative // 2025-2035
TIER 3 VERIFY 65/100
DEATH SCORE 59/100
AI generates photorealistic images. Stock photography is dead. Event, portrait, and fine art photography are morphing.
2.8 million worldwide Creative
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS MANUAL REVIEW
Journalist
Media // 2025-2035
TIER 2 VERIFY 77/100
DEATH SCORE 61/100
Structured news writing is already automated. Investigative journalism, political analysis, and human-source reporting cannot be.
2.1 million worldwide Media
READ ANALYSIS + DEBATE →
DYING
NEEDS TARGETED SOURCES
Copywriter
Creative // 2024-2029
TIER 3 VERIFY 65/100
DEATH SCORE 80/100
The commodity end of copywriting is already automated. Most copywriters worked in that space.
1.2 million worldwide Creative
READ ANALYSIS + DEBATE →
DYING
NEEDS TARGETED SOURCES
Translator
Creative // 2025-2031
TIER 3 VERIFY 63/100
DEATH SCORE 78/100
Machine translation has crossed the quality threshold for most content. The literary translator and specialist survives. The commodity market has collapsed.
640,000 worldwide Creative
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS TARGETED SOURCES
Electrician
Trades // Safe beyond 2045
TIER 3 VERIFY 82/100
DEATH SCORE 10/100
Electrical work in real buildings is physically complex, legally regulated, and safety-critical. The shortage is severe and growing.
7.2 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Carpenter
Trades // Safe beyond 2042
TIER 3 VERIFY 85/100
DEATH SCORE 11/100
Factory carpentry is automatable. On-site carpentry in real buildings is not. The physical complexity of existing built environments protects this trade.
11 million worldwide Trades
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS TARGETED SOURCES
Welder
Trades // 2028-2040
TIER 3 VERIFY 66/100
DEATH SCORE 55/100
Factory welding is automated. Structural and field welding in uncontrolled environments is not. The profession is splitting by work environment.
4.5 million worldwide Trades
READ ANALYSIS + DEBATE →
DYING
NEEDS TARGETED SOURCES
Retail Cashier
Retail // 2024-2028
TIER 2 VERIFY 78/100
DEATH SCORE 92/100
The cashier has been in its final decade since self-checkout arrived in 1995. Amazon Go removed the checkout entirely.
18 million worldwide Retail
READ ANALYSIS + DEBATE →
DYING
NEEDS MANUAL REVIEW
Customer Service Representative
Retail // 2024-2029
TIER 2 VERIFY 57/100
DEATH SCORE 86/100
Customer service is script-following with empathy. AI handles the script. The empathy cases are rare.
48 million worldwide Retail
READ ANALYSIS + DEBATE →
DYING
NEEDS MANUAL REVIEW
Travel Agent
Retail // 2024-2028
TIER 2 VERIFY 56/100
DEATH SCORE 90/100
Travel agent displacement began with Expedia in 1996. AI is completing it.
2.8 million worldwide Retail
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Warehouse Worker
Logistics // 2025-2032
TIER 2 VERIFY 64/100
DEATH SCORE 81/100
Amazon warehouses are the template for the future. The warehouse worker is being systematically replaced.
20 million worldwide Logistics
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Civil Servant (Administrative)
Government // 2026-2033
TIER 3 VERIFY 68/100
DEATH SCORE 77/100
Administrative government functions are among the most formulaic processes in existence. AI handles formula.
55 million worldwide Government
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS TARGETED SOURCES
Police Officer
Government // Safe beyond 2040
TIER 3 VERIFY 65/100
DEATH SCORE 15/100
Policing is physical presence, authority, discretion, and legal accountability. AI assists with analysis. Constabulary powers are vested exclusively in humans.
9 million worldwide Government
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Firefighter
Government // Safe indefinitely
TIER 3 VERIFY 68/100
DEATH SCORE 8/100
Firefighting is extreme physical work in the most dangerous environments on Earth. Nothing close to a firefighting robot exists.
2.5 million worldwide Government
READ ANALYSIS + DEBATE →
DYING
NEEDS TARGETED SOURCES
Estate Agent / Realtor
Real Estate // 2026-2033
TIER 3 VERIFY 65/100
DEATH SCORE 72/100
Property search and valuation are fully automatable. The negotiation and legal completion process involves humans, but fewer of them.
2.5 million worldwide Real Estate
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS TARGETED SOURCES
HR Manager
Human Resources // 2027-2037
TIER 3 VERIFY 66/100
DEATH SCORE 54/100
HR administration is fully automatable. Employee relations and organisational development are not. The profession is bifurcating sharply.
8.5 million worldwide Human Resources
READ ANALYSIS + DEBATE →
DYING
NEEDS TARGETED SOURCES
Recruiter
Human Resources // 2025-2031
TIER 3 VERIFY 65/100
DEATH SCORE 79/100
Recruitment is candidate sourcing, screening, and matching. AI does all three faster across larger talent pools.
1.5 million worldwide Human Resources
READ ANALYSIS + DEBATE →
DYING
NEEDS TARGETED SOURCES
Factory Assembly Worker
Manufacturing // 2025-2035
TIER 2 VERIFY 61/100
DEATH SCORE 85/100
Factory automation has been underway since the 1960s. AI-guided collaborative robots are completing it for the assembly tasks that previously required human dexterity.
185 million worldwide Manufacturing
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Social Worker
Social Care // Safe beyond 2045
TIER 1 VERIFY 59/100
DEATH SCORE 10/100
Social work is the most human-relational public service that exists. AI assists case management. It cannot be a social worker.
1.4 million worldwide Social Care
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS TARGETED SOURCES
Research Scientist
Science // Safe beyond 2040
TIER 3 VERIFY 63/100
DEATH SCORE 20/100
AI is transforming research productivity dramatically. Research scientists who use AI tools are vastly more productive. They are not being replaced.
7.8 million worldwide Science
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Architect
Architecture // Safe beyond 2038
TIER 3 VERIFY 68/100
DEATH SCORE 23/100
AI generates building options. Architects make buildings work for human beings, obtain planning consent, bear professional responsibility, and create meaningful space.
2.8 million worldwide Architecture
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Civil Engineer
Engineering // Safe beyond 2040
TIER 1 VERIFY 60/100
DEATH SCORE 24/100
AI structural analysis makes civil engineers dramatically more productive. It does not remove the engineer who designs, judges, bears liability, and manages infrastructure projects.
5.8 million worldwide Engineering
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS TARGETED SOURCES
Priest / Religious Leader
Religion // Safe indefinitely
TIER 3 VERIFY 63/100
DEATH SCORE 4/100
Religious leadership is spiritual authority, community embodiment, and sacramental function. These are definitionally human.
4.5 million worldwide Religion
READ ANALYSIS + DEBATE →
DYING
NEEDS TARGETED SOURCES
Mortgage Broker
Finance // 2026-2031
TIER 2 VERIFY 77/100
DEATH SCORE 80/100
Mortgage broking is product knowledge plus arithmetic plus paperwork. AI has all three.
380,000 worldwide Finance
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS MANUAL REVIEW
Financial Planner
Finance // 2027-2036
TIER 2 VERIFY 56/100
DEATH SCORE 59/100
Robo-advisors have taken the algorithmic foundation of financial planning. The human relationship and complex planning elements survive.
1.2 million worldwide Finance
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS MANUAL REVIEW
Radiographer / Imaging Technician
Healthcare // 2027-2035
TIER 1 VERIFY 58/100
DEATH SCORE 63/100
AI is automating MRI/CT protocol selection and positioning assistance. But operating complex imaging equipment and managing patient care still requires trained staff.
720,000 worldwide Healthcare
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
GP / Family Doctor
Healthcare // Safe beyond 2040
TIER 1 VERIFY 70/100
DEATH SCORE 22/100
AI handles triage and administrative burden. GPs do the complex, relational, and undifferentiated clinical work that defines primary care. The shortage is catastrophic.
3.8 million worldwide Healthcare
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Paramedic / EMT
Healthcare // Safe indefinitely
TIER 1 VERIFY 77/100
DEATH SCORE 7/100
Emergency prehospital care is extreme physical clinical work in uncontrolled environments. It is essentially is moving quickly but still depends on deployment, regulation, and economics by AI or robotics.
1.8 million worldwide Healthcare
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Product Manager
Technology // Safe beyond 2038
TIER 3 VERIFY 67/100
DEATH SCORE 28/100
Product management is strategy, stakeholder alignment, and prioritisation under uncertainty. AI generates inputs. Humans make decisions.
1.8 million worldwide Technology
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS TARGETED SOURCES
UX Designer
Technology // 2027-2036
TIER 3 VERIFY 84/100
DEATH SCORE 52/100
AI generates UI designs rapidly. The user research, systems thinking, and strategic design layer survives. The execution layer is automating.
1.2 million worldwide Technology
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS TARGETED SOURCES
Cloud Architect
Technology // Safe beyond 2040
TIER 3 VERIFY 65/100
DEATH SCORE 18/100
Cloud architecture is one of the fastest-growing, highest-demand roles in technology. AI optimises existing infrastructure; humans design the systems.
650,000 worldwide Technology
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS TARGETED SOURCES
Film Director
Creative // Safe beyond 2042
TIER 3 VERIFY 66/100
DEATH SCORE 12/100
Directing is the expression of a human artistic vision through the work of many collaborators. AI tools assist. The director's voice is is moving quickly but still depends on deployment, regulation, and economics.
85,000 worldwide Creative
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS TARGETED SOURCES
Actor
Creative // Safe beyond 2038 for live performance; contested for screen
TIER 3 VERIFY 65/100
DEATH SCORE 20/100
Live performance is definitionally human. Screen acting is contested by digital doubles. The profession is splitting by medium.
250,000 (professional) worldwide Creative
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Writer / Novelist
Creative // Safe beyond 2040
TIER 3 VERIFY 67/100
DEATH SCORE 18/100
AI writes. Great writers create meaning. The craft end of writing is contested; the artistic end is protected by the authenticity of human experience.
3 million (published) worldwide Creative
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS TARGETED SOURCES
Landscape Gardener
Trades // Safe beyond 2045
TIER 3 VERIFY 80/100
DEATH SCORE 9/100
Landscape gardening is creative, physical outdoor work in an infinitely variable environment. AI cannot garden. Demand is growing.
3.8 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Tattoo Artist
Creative // Safe indefinitely
TIER 3 VERIFY 61/100
DEATH SCORE 5/100
Tattooing is art applied to a living human body. It requires physical skill, creative collaboration, and working on the most variable surface imaginable. AI is not coming for this job.
380,000 worldwide Creative
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS TARGETED SOURCES
Hairdresser / Barber
Personal Services // Safe indefinitely
TIER 3 VERIFY 64/100
DEATH SCORE 6/100
Hairdressing is skilled physical work on a living human with strong personal preferences. No robot can cut hair. The social dimension makes it is moving quickly but still depends on deployment, regulation, and economics.
4.2 million worldwide Personal Services
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS TARGETED SOURCES
Supply Chain Manager
Logistics // 2027-2038
TIER 2 VERIFY 63/100
DEATH SCORE 55/100
AI handles the optimisation logic of supply chain management. Crisis response, supplier relationships, and strategic network design remain human.
2.8 million worldwide Logistics
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS MANUAL REVIEW
Delivery Driver (Van/Last Mile)
Logistics // 2028-2038
TIER 2 VERIFY 55/100
DEATH SCORE 63/100
Last-mile van delivery is the target of multiple autonomous vehicle programmes. The final-door problem is the barrier. Displacement is coming but not yet.
12 million worldwide Logistics
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Judge
Legal // Safe beyond 2045
TIER 1 VERIFY 53/100
DEATH SCORE 14/100
Judicial decision-making is the exercise of legal discretion, public accountability, and constitutional authority vested by society in a human being. AI cannot be a judge.
650,000 worldwide Legal
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Diplomat
Government // Safe indefinitely
TIER 3 VERIFY 67/100
DEATH SCORE 8/100
Diplomacy is the management of international relations by human representatives of sovereign states. It is definitionally human. AI provides intelligence; humans conduct diplomacy.
420,000 worldwide Government
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS TARGETED SOURCES
Farmer (Mixed/Family Farm)
Agriculture // Safe beyond 2040
TIER 3 VERIFY 82/100
DEATH SCORE 21/100
AI is transforming farm productivity dramatically. The farmer who manages a living system, responds to unpredictable conditions, and makes daily judgment calls is not being replaced — they are being empowered.
570 million (agricultural workers) worldwide Agriculture
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Butcher
Agriculture // 2028-2040
TIER 3 VERIFY 68/100
DEATH SCORE 48/100
Industrial meat processing is automating. The skilled butcher in a retail or specialist context is more protected. The profession is splitting by environment.
1.8 million worldwide Agriculture
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS TARGETED SOURCES
Personal Trainer
Personal Services // Safe beyond 2038
TIER 3 VERIFY 64/100
DEATH SCORE 17/100
Personal training is physical coaching, accountability, and motivation. AI apps help. They don't replace the human trainer for clients who want results.
900,000 worldwide Personal Services
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS TARGETED SOURCES
Funeral Director
Personal Services // Safe indefinitely
TIER 3 VERIFY 64/100
DEATH SCORE 6/100
Funeral directing is the administration of human mortality and the support of grief. It is irreducibly human. No society has yet found this service appropriate to automate.
280,000 worldwide Personal Services
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Radio Presenter
Media // 2026-2036
TIER 2 VERIFY 83/100
DEATH SCORE 56/100
AI radio is technically deployed in some markets. The question is whether audiences accept it. Live, local, and personality-driven radio is safe. Automated format radio is dying.
180,000 worldwide Media
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS TARGETED SOURCES
Podcaster
Media // Safe beyond 2038
TIER 2 VERIFY 62/100
DEATH SCORE 13/100
Podcasting is personality, authentic human voice, and real human conversations. AI can generate audio content. It cannot be the human whose perspective and voice audiences choose to spend time with.
4 million (active podcasters) worldwide Media
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SURVIVING
NEEDS TARGETED SOURCES
Pastry Chef
Hospitality // Safe beyond 2040
TIER 3 VERIFY 84/100
DEATH SCORE 16/100
Pastry is precision craft plus creative artistry. The precision is automatable in factory settings. The artistry is not. The skilled pastry chef is safe.
380,000 worldwide Hospitality
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SURVIVING
VERIFIED FRAMEWORK
Sommelier
Hospitality // Safe beyond 2040
TIER 3 VERIFY 85/100
DEATH SCORE 14/100
Wine expertise is human sensory experience plus hospitality craft. The recommendation can be AI-assisted. The service experience cannot.
120,000 worldwide Hospitality
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
School Counsellor
Education // Safe indefinitely
TIER 1 VERIFY 60/100
DEATH SCORE 8/100
School counsellors hold the mental health and emotional safety of young people in a developmental institution. This is irreducibly human relational work.
680,000 worldwide Education
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS TARGETED SOURCES
Life Coach
Personal Services // 2026-2036
TIER 3 VERIFY 66/100
DEATH SCORE 49/100
AI coaching tools are good enough for the commodity life coaching market. The skilled human coach working with complex clients at depth survives.
71,000 (ICF certified) worldwide Personal Services
READ ANALYSIS + DEBATE →
DYING
NEEDS TARGETED SOURCES
Credit Analyst
Finance // 2026-2030
TIER 2 VERIFY 62/100
DEATH SCORE 85/100
Credit analysis is risk quantification. AI quantifies risk better than humans. The analyst role is consolidating around relationship management for complex cases.
2.8 million worldwide Finance
READ ANALYSIS + DEBATE →
DYING
NEEDS TARGETED SOURCES
Database Administrator
Technology // 2026-2032
TIER 3 VERIFY 63/100
DEATH SCORE 78/100
Database administration is configuration management and performance tuning. Cloud databases now self-manage. The DBA role is contracting to specialist oversight.
1.8 million worldwide Technology
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS MANUAL REVIEW
Network Engineer
Technology // 2028-2037
TIER 1 VERIFY 58/100
DEATH SCORE 56/100
Network operations automation is eliminating routine network management. Complex architecture and security remain human. The profession is bifurcating.
3.2 million worldwide Technology
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Special Education Teacher
Education // Safe indefinitely
TIER 1 VERIFY 59/100
DEATH SCORE 5/100
Special education is individualised human relationship work with children who have the most complex needs. It is the most protected teaching role in existence.
4.5 million worldwide Education
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Video Editor
Creative // 2026-2034
TIER 3 VERIFY 68/100
DEATH SCORE 60/100
AI video editing handles the technical and assembly work. The director's cut, emotional storytelling, and craft remain human. The entry-level edit job is dying.
780,000 worldwide Creative
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS TARGETED SOURCES
Musician / Performer
Creative // Safe beyond 2040
TIER 3 VERIFY 65/100
DEATH SCORE 17/100
AI generates music. But live performance and musical authenticity rest on human presence and human experience. The concert is safe. The session musician is not.
3.5 million worldwide Creative
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Construction Worker
Trades // Safe beyond 2040
TIER 3 VERIFY 80/100
DEATH SCORE 16/100
Construction is the ultimate unstructured physical environment. Robots exist in construction; they solve narrow problems. General construction work remains irreducibly human.
150 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS TARGETED SOURCES
HVAC Technician
Trades // Safe beyond 2042
TIER 3 VERIFY 84/100
DEATH SCORE 13/100
HVAC is physical mechanical work in unstructured environments with refrigerant handling regulations. AI diagnoses faults; humans repair systems. Demand is exploding.
4.8 million worldwide Trades
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS TARGETED SOURCES
Retail Store Manager
Retail // 2028-2040
TIER 2 VERIFY 63/100
DEATH SCORE 52/100
AI handles the operational mechanics of store management. The human dimensions — team leadership, community presence, and crisis management — remain.
8.5 million worldwide Retail
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS TARGETED SOURCES
Agricultural Worker
Agriculture // 2028-2042
TIER 3 VERIFY 65/100
DEATH SCORE 54/100
Large-scale arable farming is automating rapidly. Fruit and vegetable harvesting in variable conditions remains human-intensive. The division is by crop type and farming scale.
880 million worldwide Agriculture
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DYING
NEEDS TARGETED SOURCES
Line Cook
Hospitality // 2026-2033
TIER 3 VERIFY 65/100
DEATH SCORE 71/100
Fast food and high-volume line cooking is being automated by dedicated kitchen robots. The distinction between the line cook and the creative chef matters enormously here.
22 million worldwide Hospitality
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CONTESTED
NEEDS MANUAL REVIEW
Food Delivery Driver
Logistics // 2027-2035
TIER 2 VERIFY 61/100
DEATH SCORE 66/100
Autonomous food delivery is in trial globally. Urban density, safety regulation, and the final-door problem are slowing deployment. The role is contested rather than dying.
5.8 million worldwide Logistics
READ ANALYSIS + DEBATE →
DYING
NEEDS TARGETED SOURCES
Freight Forwarder
Logistics // 2026-2032
TIER 2 VERIFY 61/100
DEATH SCORE 76/100
Freight forwarding is logistics coordination and documentation. AI coordinates better and generates documentation faster. The human relationship element is narrowing.
1.8 million worldwide Logistics
READ ANALYSIS + DEBATE →
DYING
NEEDS MANUAL REVIEW
Postal Worker
Logistics // 2026-2033
TIER 2 VERIFY 55/100
DEATH SCORE 73/100
Letter mail volumes are collapsing. Automated sorting has reduced sorting staff a significant share. Autonomous delivery vehicles are coming for the final mile.
12 million worldwide Logistics
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Soldier
Government // 2030-2045
TIER 3 VERIFY 68/100
DEATH SCORE 44/100
Autonomous weapons are technically feasible and being developed by major powers. International humanitarian law may prohibit them. The ethical and legal implications are unresolved.
27 million worldwide Government
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS TARGETED SOURCES
Property Valuer / Surveyor
Real Estate // 2028-2038
TIER 3 VERIFY 65/100
DEATH SCORE 57/100
Automated valuation models now match surveyor accuracy on standard properties. Physical surveying of building condition remains human. The profession is splitting.
380,000 worldwide Real Estate
READ ANALYSIS + DEBATE →
DYING
NEEDS TARGETED SOURCES
Market Research Analyst
Marketing // 2025-2031
TIER 2 VERIFY 61/100
DEATH SCORE 76/100
Market research is data collection and pattern identification. AI does both better. The strategic insight layer survives; the data processing layer is gone.
850,000 worldwide Marketing
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS TARGETED SOURCES
PR Specialist
Marketing // 2026-2036
TIER 2 VERIFY 81/100
DEATH SCORE 57/100
AI handles PR content and media monitoring. The strategic relationship and crisis management elements survive. The profession is restructuring around its genuinely human-requiring functions.
420,000 worldwide Marketing
READ ANALYSIS + DEBATE →
DYING
NEEDS TARGETED SOURCES
Social Media Manager
Marketing // 2025-2030
TIER 2 VERIFY 62/100
DEATH SCORE 74/100
Social media management is content production and scheduling. AI generates content faster and tests more variations than any human. The strategic and community-building elements survive at the top.
780,000 worldwide Marketing
READ ANALYSIS + DEBATE →
DYING
NEEDS TARGETED SOURCES
Quality Control Inspector
Manufacturing // 2025-2029
TIER 2 VERIFY 60/100
DEATH SCORE 88/100
Quality inspection is visual pattern recognition. Machine vision AI outperforms human inspectors on speed, consistency, and resolution. The role is effectively already automated at scale.
3.8 million worldwide Manufacturing
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
CNC Machine Operator
Manufacturing // 2028-2038
TIER 2 VERIFY 65/100
DEATH SCORE 59/100
CNC operation of standard programs is being automated. Programming, complex setups, and non-standard work require human expertise. The profession is splitting by skill level.
4.2 million worldwide Manufacturing
READ ANALYSIS + DEBATE →
DYING
NEEDS TARGETED SOURCES
Laboratory Technician
Science // 2026-2033
TIER 3 VERIFY 66/100
DEATH SCORE 72/100
Laboratory automation is eliminating routine sample preparation, assay execution, and data logging. The scientific judgment layer survives; the technical execution layer is automated.
2.8 million worldwide Science
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Care Worker (Elderly/Disability)
Social Care // Safe beyond 2040
TIER 3 VERIFY 62/100
DEATH SCORE 12/100
Elderly and disability care is physical assistance and human companionship. The global care crisis is a shortage problem, not a surplus problem. AI supplements but cannot replace carers.
22 million worldwide Social Care
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Legal Aid Solicitor
Legal // Safe beyond 2040
TIER 1 VERIFY 58/100
DEATH SCORE 22/100
Legal aid solicitors serve the most vulnerable people in the most complex situations. AI makes them more efficient but cannot replace the human professional relationship at the heart of access to justice.
180,000 worldwide Legal
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS TARGETED SOURCES
Hotel Manager
Hospitality // 2028-2038
TIER 3 VERIFY 66/100
DEATH SCORE 48/100
Hotel operations management is automating rapidly. Guest experience, crisis management, and team leadership remain human. The profession is contracting at the operational level.
1.8 million worldwide Hospitality
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Event Planner
Hospitality // 2028-2037
TIER 3 VERIFY 67/100
DEATH SCORE 47/100
Event logistics are automating. The creative vision, client relationship, and on-the-day crisis management remain irreducibly human.
590,000 worldwide Hospitality
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS TARGETED SOURCES
Tour Guide
Hospitality // Safe beyond 2038
TIER 3 VERIFY 83/100
DEATH SCORE 18/100
AI audio guides exist and are excellent. Human tour guides remain for those who want depth, spontaneity, and the experience of being in the presence of expertise. Premium market safe.
450,000 worldwide Hospitality
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Midwife
Healthcare // Safe indefinitely
TIER 1 VERIFY 74/100
DEATH SCORE 7/100
Midwifery is the management of the most physiologically complex and emotionally significant event in human life. It is irreducibly physical and relational. The shortage is critical.
1.1 million worldwide Healthcare
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Occupational Therapist
Healthcare // Safe beyond 2040
TIER 1 VERIFY 74/100
DEATH SCORE 9/100
Occupational therapy is the science and art of enabling people to do the things that matter to them despite disability. It is intensely individual, physical, and contextual. AI cannot do it.
580,000 worldwide Healthcare
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Speech and Language Therapist
Healthcare // Safe beyond 2040
TIER 1 VERIFY 78/100
DEATH SCORE 11/100
Speech therapy is a clinical therapeutic relationship delivered through skilled interaction. AI analyses speech; therapists treat the person behind it.
420,000 worldwide Healthcare
READ ANALYSIS + DEBATE →
DYING
NEEDS TARGETED SOURCES
Pension Administrator
Finance // 2025-2030
TIER 2 VERIFY 81/100
DEATH SCORE 83/100
Pension administration is rule-application to member data. AI does this faster, more accurately, and at lower cost. The profession is in terminal structural decline.
280,000 worldwide Finance
READ ANALYSIS + DEBATE →
DYING
NEEDS TARGETED SOURCES
Insurance Claims Handler
Finance // 2024-2029
TIER 2 VERIFY 79/100
DEATH SCORE 84/100
Standard insurance claims processing is rule-application to loss data. AI handles a significant share+ without human review. The profession is rapidly consolidating around complex and fraud cases.
2.1 million worldwide Finance
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS TARGETED SOURCES
Sports Coach
Sports // Safe beyond 2040
TIER 3 VERIFY 65/100
DEATH SCORE 14/100
Sports coaching is human performance psychology, relationship building, and tactical intelligence. AI provides unprecedented data. The coach decides what to do with it.
1.2 million worldwide Sports
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS TARGETED SOURCES
Environmental Consultant
Environment // Safe beyond 2038
TIER 3 VERIFY 66/100
DEATH SCORE 22/100
Environmental consulting is growing rapidly with climate regulation. AI assists analysis; humans conduct the field work, take professional responsibility, and navigate the regulatory process.
380,000 worldwide Environment
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Fashion Designer
Creative // 2027-2038
TIER 3 VERIFY 85/100
DEATH SCORE 51/100
AI is generating fashion at the commodity end. At the top, fashion is cultural expression and personal vision. The industry is stratifying sharply.
2.4 million worldwide Creative
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS TARGETED SOURCES
Art Director
Creative // 2026-2035
TIER 3 VERIFY 65/100
DEATH SCORE 55/100
AI generates visual concepts. Art direction is the judgment that determines which concepts are right. That judgment remains human — for now.
850,000 worldwide Creative
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Psychotherapist / Clinical Psychologist
Healthcare // Safe beyond 2040
TIER 1 VERIFY 74/100
DEATH SCORE 8/100
Psychotherapy is a clinical relationship. The relationship is not the method of delivering therapy — it is the therapy itself. AI chatbots are a supplement, not a replacement.
1.1 million worldwide Healthcare
READ ANALYSIS + DEBATE →
DYING
NEEDS MANUAL REVIEW
Dental Technician
Healthcare // 2025-2031
TIER 1 VERIFY 60/100
DEATH SCORE 79/100
Dental laboratory work is precise manufacturing from digital inputs. CAD/CAM milling and 3D printing are automating it rapidly. The profession is in steep decline.
320,000 worldwide Healthcare
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Financial Controller
Finance // 2027-2036
TIER 2 VERIFY 64/100
DEATH SCORE 58/100
Financial controllers manage the accounting close and financial reporting process. AI is automating the mechanics. The judgment, oversight, and business partnering remain human.
1.4 million worldwide Finance
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS TARGETED SOURCES
Compliance Officer
Finance // 2027-2037
TIER 2 VERIFY 61/100
DEATH SCORE 53/100
Compliance monitoring is being automated. Regulatory interpretation, risk judgment, and regulator relationship management remain human.
780,000 worldwide Finance
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS TARGETED SOURCES
Management Consultant
Business // 2027-2038
TIER 3 VERIFY 65/100
DEATH SCORE 49/100
Management consulting is being disrupted at the analytical foundation. The senior advisory and implementation leadership functions survive. The junior analyst pyramid is collapsing.
1.1 million worldwide Business
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS TARGETED SOURCES
Risk Manager
Finance // 2027-2037
TIER 2 VERIFY 63/100
DEATH SCORE 54/100
Quantitative risk analytics are being automated. Risk judgment, model governance, and board-level risk communication remain irreducibly human.
650,000 worldwide Finance
READ ANALYSIS + DEBATE →
DYING
NEEDS MANUAL REVIEW
Conveyancer (Property Solicitor)
Legal // 2026-2032
TIER 1 VERIFY 59/100
DEATH SCORE 75/100
Residential property conveyancing is document processing and form-filling. AI handles standard cases. Complex and contested conveyancing survives as a human profession.
180,000 worldwide Legal
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS TARGETED SOURCES
Book Editor (Publishing)
Media // Safe beyond 2038
TIER 2 VERIFY 63/100
DEATH SCORE 19/100
AI identifies manuscript problems. Human editors know what makes a book work. The editorial vision, author relationship, and publishing judgment are is moving quickly but still depends on deployment, regulation, and economics.
85,000 worldwide Media
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Film Production Designer
Creative // Safe beyond 2040
TIER 3 VERIFY 67/100
DEATH SCORE 15/100
Production design is the visual intelligence that creates the world of a film. AI generates environments; humans define what those environments mean.
55,000 worldwide Creative
READ ANALYSIS + DEBATE →
DYING
NEEDS MANUAL REVIEW
University Admissions Officer
Education // 2025-2031
TIER 1 VERIFY 59/100
DEATH SCORE 76/100
Application screening is rule-based assessment of structured data. AI does it better. Complex contextual and research admissions judgments are more protected.
280,000 worldwide Education
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS MANUAL REVIEW
Corporate Trainer
Education // 2026-2036
TIER 1 VERIFY 77/100
DEATH SCORE 55/100
eLearning AI is replacing standardised corporate training. Live facilitation, complex skills development, and behavioural change work remain human.
680,000 worldwide Education
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS TARGETED SOURCES
Lorry / Truck Driver (Long-Haul)
Logistics // 2028-2038
TIER 2 VERIFY 60/100
DEATH SCORE 64/100
Autonomous long-haul trucking is advancing on defined motorway routes. Urban delivery and complex logistics remain human. The profession is being disrupted, not eliminated.
3.5 million worldwide Logistics
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS MANUAL REVIEW
Taxi / Rideshare Driver
Transport // 2027-2035
TIER 3 VERIFY 57/100
DEATH SCORE 68/100
Robotaxis are operational in specific US cities. The technology works in limited conditions. Scaling to all weather, all cities, and all edge cases takes another decade.
5.6 million worldwide Transport
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Airline Pilot
Transport // Safe beyond 2040
TIER 1 VERIFY 74/100
DEATH SCORE 18/100
Modern aircraft fly themselves a significant share of the time. The pilot manages the situations that AI cannot — and those situations can kill everyone on board. The shortage is severe.
350,000 worldwide Transport
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Train Driver
Transport // 2028-2040
TIER 3 VERIFY 67/100
DEATH SCORE 60/100
Automatic train operation is proven technology on metro systems. Mainline railways are harder. The profession is declining in new metros, more stable in mainline and freight.
1.8 million worldwide Transport
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Food Safety Inspector
Government // 2027-2037
TIER 3 VERIFY 67/100
DEATH SCORE 51/100
AI monitoring of food processing plants is reducing routine inspection workload. Physical premises inspection and complex compliance judgment remain human.
380,000 worldwide Government
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS TARGETED SOURCES
Technical Support Specialist (L2/L3)
Technology // 2027-2036
TIER 3 VERIFY 66/100
DEATH SCORE 56/100
AI is advancing up the technical support stack. L1 is gone. L2 is contested. L3 specialist work remains human. The profession is restructuring around genuine expertise.
3.8 million worldwide Technology
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
AI Ethics Specialist
Technology // Safe beyond 2040
TIER 3 VERIFY 60/100
DEATH SCORE 5/100
AI ethics is the profession created by AI displacement. It is expanding faster than almost any other field. AI cannot audit its own bias, exercise ethical judgment, or be accountable.
45,000 (rapidly growing) worldwide Technology
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Prison Officer
Government // Safe beyond 2042
TIER 3 VERIFY 67/100
DEATH SCORE 10/100
Prison management is physical security and human rehabilitation. AI provides better surveillance; it cannot provide the custody, safety, and rehabilitation functions that require human officers.
1.2 million worldwide Government
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS TARGETED SOURCES
Customs Officer
Government // 2027-2038
TIER 3 VERIFY 66/100
DEATH SCORE 55/100
Customs risk assessment and baggage scanning are being automated. Physical inspection, interview-based detection, and complex enforcement remain human.
650,000 worldwide Government
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS TARGETED SOURCES
Game Designer
Creative // Safe beyond 2038
TIER 3 VERIFY 65/100
DEATH SCORE 22/100
AI generates game content at scale. Game designers create the systems, mechanics, and player experience that make that content meaningful. The industry is flourishing.
280,000 worldwide Creative
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Animator (Film/Games/TV)
Creative // 2025-2035
TIER 3 VERIFY 67/100
DEATH SCORE 58/100
AI is automating the technical execution of animation. The creative direction of performance and storytelling remains human. The profession is splitting at the skill level.
180,000 worldwide Creative
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Immigration Officer
Government // 2027-2038
TIER 3 VERIFY 67/100
DEATH SCORE 52/100
Visa and immigration processing is automating rapidly. Complex cases, appeals, interviews, and enforcement remain human.
420,000 worldwide Government
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Climate Scientist
Science // Safe beyond 2040
TIER 3 VERIFY 67/100
DEATH SCORE 11/100
AI is transforming climate science productivity. Climate scientists design the models, interpret the outputs, and communicate findings to policymakers. The demand for their expertise is growing urgently.
38,000 worldwide Science
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Roofer
Trades // Safe beyond 2045
TIER 3 VERIFY 85/100
DEATH SCORE 8/100
Roofing is dangerous, variable physical work at height. It cannot be automated. The skills shortage is severe and growing.
3.2 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS TARGETED SOURCES
Stonemason / Bricklayer
Trades // Safe beyond 2040
TIER 3 VERIFY 84/100
DEATH SCORE 14/100
Robotic bricklaying works on ideal flat surfaces with standardised bricks. Real construction sites and heritage work are far beyond current robotic capability. Strong demand growth.
6.5 million worldwide Trades
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SURVIVING
NEEDS TARGETED SOURCES
Wine Merchant / Specialist Retailer
Retail // Safe beyond 2040
TIER 2 VERIFY 62/100
DEATH SCORE 12/100
Specialist retail is experience, expertise, and human connection. AI knows more about wine than any merchant. The merchant provides something AI cannot: personal curation and trusted relationship.
185,000 worldwide Retail
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS TARGETED SOURCES
Charity Fundraiser
Non-Profit // 2026-2036
TIER 3 VERIFY 66/100
DEATH SCORE 51/100
AI is transforming the data analytics and campaign optimisation side of fundraising. Major donor relationships, events, and community fundraising remain human.
580,000 worldwide Non-Profit
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Care Home Manager
Social Care // Safe beyond 2040
TIER 3 VERIFY 68/100
DEATH SCORE 13/100
Care home management is leadership of a complex human institution caring for the most vulnerable people. AI manages the operations. The human manages the care culture.
380,000 worldwide Social Care
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Forensic Scientist
Science // Safe beyond 2038
TIER 3 VERIFY 68/100
DEATH SCORE 21/100
AI forensic analysis tools improve evidence processing. Expert interpretation, validation, and court testimony remain irreducibly human professional functions.
120,000 worldwide Science
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Statistician
Science // 2027-2036
TIER 3 VERIFY 67/100
DEATH SCORE 56/100
Statistical analysis is being automated. Statistical design of studies, interpretation in novel contexts, and the judgment about what analysis means remain human.
450,000 worldwide Science
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Town Planner / Urban Planner
Government // Safe beyond 2040
TIER 3 VERIFY 68/100
DEATH SCORE 24/100
Urban planning is a political, social, and technical profession. AI provides better analysis. Humans make the decisions about how communities develop.
380,000 worldwide Government
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Aircraft Maintenance Engineer
Transport // Safe beyond 2040
TIER 1 VERIFY 76/100
DEATH SCORE 16/100
Aircraft maintenance is safety-critical physical work requiring CAA/EASA certification. AI predicts problems; human engineers fix them and certify the aircraft airworthy.
480,000 worldwide Transport
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Jewellery Maker / Goldsmith
Creative // Safe beyond 2042
TIER 3 VERIFY 67/100
DEATH SCORE 11/100
Bespoke jewellery making is craft, artistry, and personal commission. AI generates designs; goldsmiths create the physical object. The handmade premium is growing.
380,000 worldwide Creative
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Blacksmith / Metalworker (Artisan)
Trades // Safe beyond 2045
TIER 3 VERIFY 85/100
DEATH SCORE 9/100
Artisan blacksmithing is one of the most ancient and most protected crafts. It is growing, not shrinking. AI and robots cannot hot-forge metal by eye.
280,000 worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Sign Language Interpreter
Healthcare // Safe beyond 2038
TIER 1 VERIFY 76/100
DEATH SCORE 16/100
Sign language interpretation is cultural mediation between two communities. AI can recognise some signs. It cannot interpret the nuance, idiom, and cultural meaning of fluent BSL.
85,000 worldwide Healthcare
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Music Teacher
Education // Safe beyond 2040
TIER 1 VERIFY 58/100
DEATH SCORE 12/100
Instrumental music teaching is human transmission of musical understanding. AI practice tools help students between lessons. The teacher remains at the centre of musical development.
1.8 million worldwide Education
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Nutritionist / Dietitian
Healthcare // Safe beyond 2038
TIER 1 VERIFY 75/100
DEATH SCORE 19/100
General nutrition advice is increasingly AI-assisted. Clinical dietetics for complex medical conditions remains a regulated healthcare profession beyond AI capability.
280,000 worldwide Healthcare
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Veterinary Nurse
Healthcare // Safe beyond 2040
TIER 1 VERIFY 74/100
DEATH SCORE 10/100
Veterinary nursing is physical clinical care of animal patients. It is is moving quickly but still depends on deployment, regulation, and economics and in severe shortage — a significant share of UK positions unfilled.
280,000 worldwide Healthcare
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Art Conservator / Restorer
Creative // Safe indefinitely
TIER 3 VERIFY 67/100
DEATH SCORE 8/100
Art conservation is the physical stewardship of cultural heritage. AI provides better analysis. Human conservators make the interventions that preserve priceless works for future generations.
45,000 worldwide Creative
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Museum Curator
Cultural // Safe beyond 2040
TIER 3 VERIFY 68/100
DEATH SCORE 17/100
Museum curatorship is the intellectual and ethical stewardship of cultural heritage. AI manages the data. Curators decide what it means.
55,000 worldwide Cultural
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Marriage / Couples Counsellor
Healthcare // Safe indefinitely
TIER 1 VERIFY 77/100
DEATH SCORE 9/100
Couples therapy is a therapeutic human triangle. The counsellor is the third human in the room who creates the conditions for change. AI cannot be that person.
180,000 worldwide Healthcare
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SURVIVING
VERIFIED FRAMEWORK
Probation Officer
Government // Safe beyond 2040
TIER 3 VERIFY 68/100
DEATH SCORE 12/100
Probation is the supervised rehabilitation of offenders in the community. It requires human professional judgment, relationship, and authority. AI tools inform; humans decide and act.
220,000 worldwide Government
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SURVIVING
NEEDS MANUAL REVIEW
Harbour Pilot / Marine Pilot
Transport // Safe beyond 2038
TIER 1 VERIFY 77/100
DEATH SCORE 15/100
Marine pilots navigate large vessels through the most challenging port approaches in the world. This is is moving quickly but still depends on deployment, regulation, and economics professional expertise. AI can assist; it cannot pilot.
12,000 worldwide Transport
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS MANUAL REVIEW
Patent Attorney
Legal // 2028-2038
TIER 1 VERIFY 74/100
DEATH SCORE 52/100
Patent prosecution is being automated. Patent litigation, strategy, and the attorney's professional liability remain human. The profession is contracting at the junior level.
180,000 worldwide Legal
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS TARGETED SOURCES
Welfare Benefits Advisor
Social Care // Safe beyond 2038
TIER 3 VERIFY 66/100
DEATH SCORE 18/100
Benefits advice is an advocacy profession serving vulnerable people against a complex and adversarial system. AI tools find entitlements; human advisors fight for them.
85,000 worldwide Social Care
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS MANUAL REVIEW
Taxi / Rideshare Driver
Transport // 2027-2035
TIER 3 VERIFY 58/100
DEATH SCORE 68/100
Robotaxis are operational in specific US cities. The technology works in limited conditions. Scaling globally takes another decade. Displacement is coming but unevenly.
5.6 million worldwide Transport
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CONTESTED
VERIFIED FRAMEWORK
Animator (Film/Games/TV)
Creative // 2025-2035
TIER 3 VERIFY 67/100
DEATH SCORE 58/100
AI is automating the technical execution of animation. The creative direction of performance and storytelling remains human. The profession is splitting sharply at the skill level.
180,000 worldwide Creative
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DYING
NEEDS MANUAL REVIEW
Dental Technician
Healthcare // 2025-2031
TIER 1 VERIFY 60/100
DEATH SCORE 79/100
Dental laboratory work is precise manufacturing from digital inputs. CAD/CAM milling and 3D printing are automating it rapidly. The profession is in steep decline.
320,000 worldwide Healthcare
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CONTESTED
VERIFIED FRAMEWORK
Quantity Surveyor
Construction // 2027-2037
TIER 3 VERIFY 68/100
DEATH SCORE 55/100
Quantity surveying is measurement and cost estimation. AI does both faster from BIM models. The professional judgment, dispute resolution, and contract management remain human.
420,000 worldwide Construction
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CONTESTED
VERIFIED FRAMEWORK
Conference Interpreter
Business // 2027-2037
TIER 3 VERIFY 67/100
DEATH SCORE 58/100
AI conference interpretation is approaching human accuracy for prepared major-language content. High-stakes events, rare language pairs, and live diplomatic interpretation remain human.
75,000 worldwide Business
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SURVIVING
NEEDS MANUAL REVIEW
Building Inspector / Building Control Officer
Government // Safe beyond 2038
TIER 3 VERIFY 60/100
DEATH SCORE 21/100
AI plan checking is reducing the desk-based component of building inspection. Physical site inspection and completion certification remain is moving quickly but still depends on deployment, regulation, and economics human functions.
180,000 worldwide Government
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SURVIVING
NEEDS MANUAL REVIEW
Health Visitor
Healthcare // Safe indefinitely
TIER 1 VERIFY 71/100
DEATH SCORE 8/100
Health visiting is a safeguarding, public health, and early intervention profession delivered through trusted home visiting relationships. It is irreducibly human and in severe shortage.
55,000 worldwide Healthcare
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SURVIVING
NEEDS MANUAL REVIEW
Alternative Therapist (Acupuncture, Massage Therapy)
Personal Services // Safe beyond 2045
TIER 1 VERIFY 54/100
DEATH SCORE 6/100
Manual therapies (massage, acupuncture, reflexology) are physical interventions on a human body. They cannot be automated. Demand for complementary therapy is growing.
2.8 million worldwide Personal Services
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SURVIVING
NEEDS TARGETED SOURCES
Glazier / Window Fitter
Trades // Safe beyond 2042
TIER 3 VERIFY 83/100
DEATH SCORE 9/100
Glazing is precision physical work with fragile materials in uncontrolled building environments. It is not automatable. Energy efficiency programmes are driving demand growth.
750,000 worldwide Trades
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SURVIVING
NEEDS MANUAL REVIEW
Immigration Lawyer
Legal // Safe beyond 2040
TIER 1 VERIFY 60/100
DEATH SCORE 19/100
Immigration law is one of the most complex and consequential areas of legal practice. AI handles eligibility checking; lawyers handle complex cases, appeals, and the advocacy that determines whether people can stay in the country.
95,000 worldwide Legal
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SURVIVING
NEEDS MANUAL REVIEW
Nurse Practitioner / Advanced Nurse
Healthcare // Safe beyond 2040
TIER 1 VERIFY 75/100
DEATH SCORE 12/100
Advanced nursing practice is independent clinical judgment with full prescribing authority. AI provides decision support; the nurse practitioner makes the clinical decisions and bears full professional responsibility.
420,000 worldwide Healthcare
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Arborist / Tree Surgeon
Trades // Safe beyond 2045
TIER 1 VERIFY 75/100
DEATH SCORE 7/100
Arboriculture is dangerous physical work at height in trees. It requires expert assessment, chainsaw skill, and adaptive judgment in unpredictable natural environments. Growing demand. No robot exists.
180,000 worldwide Trades
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS MANUAL REVIEW
Biomedical Scientist (Clinical Lab)
Healthcare // 2026-2036
TIER 1 VERIFY 57/100
DEATH SCORE 57/100
Clinical laboratory analysis is heavily automated. Biomedical scientists operate, quality assure, and interpret — but AI is advancing into interpretation. The profession is contracting but not dying.
280,000 worldwide Healthcare
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SURVIVING
NEEDS MANUAL REVIEW
Orthotist / Prosthetist
Healthcare // Safe beyond 2040
TIER 1 VERIFY 77/100
DEATH SCORE 12/100
Orthotics and prosthetics is a clinical specialisation combining engineering, anatomy, and rehabilitation. AI assists design; the clinician fits, assesses, and adjusts in real time.
45,000 worldwide Healthcare
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Drama Teacher / Theatre Practitioner
Education // Safe indefinitely
TIER 1 VERIFY 59/100
DEATH SCORE 7/100
Drama education is embodied, relational, and developmental. The drama teacher is the human guide of a fundamentally human experience — creative expression, vulnerability, and ensemble work. AI is irrelevant to this profession.
280,000 worldwide Education
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS TARGETED SOURCES
Heritage Trades Craftsperson (Thatcher, Lime Plasterer, etc.)
Trades // Safe indefinitely
TIER 3 VERIFY 82/100
DEATH SCORE 5/100
Heritage trades are ancient crafts used to preserve historic buildings. They are experiencing a renaissance of demand. They are completely is moving quickly but still depends on deployment, regulation, and economics by AI or robotics.
180,000 worldwide Trades
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SURVIVING
NEEDS TARGETED SOURCES
Dog Trainer / Animal Behaviourist
Personal Services // Safe beyond 2045
TIER 3 VERIFY 66/100
DEATH SCORE 6/100
Dog training is real-time behaviour modification of a living animal. It requires physical presence, expert reading of animal body language, and adaptive response. AI apps supplement; they cannot replace.
180,000 worldwide Personal Services
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SURVIVING
VERIFIED FRAMEWORK
Coroner / Medical Examiner
Government // Safe beyond 2040
TIER 3 VERIFY 67/100
DEATH SCORE 13/100
The coronial system is a legal and medical function determining cause of death with public accountability. AI assists investigation; humans make the judicial determination.
8,500 worldwide Government
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SURVIVING
NEEDS MANUAL REVIEW
Youth Worker
Social Care // Safe indefinitely
TIER 3 VERIFY 64/100
DEATH SCORE 6/100
Youth work is the relational practice of supporting marginalised young people. The relationship is the intervention. AI cannot build the trusted adult relationship that youth work depends on.
320,000 worldwide Social Care
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Orthopaedic Surgeon
Healthcare // Safe beyond 2040
TIER 1 VERIFY 69/100
DEATH SCORE 14/100
Orthopaedic surgery uses robotic assistance for enhanced precision, but the surgeon controls every movement. Rising joint replacement demand makes this one of the most growth-intensive surgical specialties.
380,000 worldwide Healthcare
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CONTESTED
NEEDS MANUAL REVIEW
Electrical Design Engineer
Engineering // 2028-2038
TIER 1 VERIFY 59/100
DEATH SCORE 48/100
Electronic circuit design is being automated at the junior level. System architecture, power design, and novel applications require expert engineering judgment that AI assists but cannot replace.
1.4 million worldwide Engineering
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Primary School Teacher
Education // Safe beyond 2040
TIER 1 VERIFY 55/100
DEATH SCORE 14/100
Primary school teachers care for, educate, and develop young children across every dimension of their development. Safeguarding law and child development science make this one of the most protected professions from AI displacement.
55 million worldwide Education
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS MANUAL REVIEW
Hospital Porter
Healthcare // 2027-2036
TIER 1 VERIFY 59/100
DEATH SCORE 58/100
Hospital logistics robots are deployed and effective for specimen and item transport. Patient transport requires human porters. The profession is splitting by task type.
450,000 worldwide Healthcare
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Security Guard
Personal Services // 2027-2038
TIER 3 VERIFY 67/100
DEATH SCORE 55/100
AI security monitoring is transforming the surveillance component of security. Physical intervention, crowd management, and complex security judgment remain human.
3.5 million worldwide Personal Services
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS TARGETED SOURCES
Pharmacologist / Drug Discovery Researcher
Science // Safe beyond 2040
TIER 3 VERIFY 66/100
DEATH SCORE 19/100
AI is transforming drug discovery productivity dramatically. Pharmacologists who can work with AI tools are discovering drugs faster. They are not being replaced — they are being empowered.
280,000 worldwide Science
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SURVIVING
VERIFIED FRAMEWORK
Refugee Resettlement Officer
Government // Safe beyond 2040
TIER 3 VERIFY 68/100
DEATH SCORE 11/100
Refugee resettlement is complex human case management at the intersection of trauma, bureaucracy, and community integration. AI assists matching; human officers manage the process and the people.
45,000 worldwide Government
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Palliative Care Nurse
Healthcare // Safe indefinitely
TIER 1 VERIFY 75/100
DEATH SCORE 5/100
Palliative care nursing is the most profoundly human form of care. It is the presence of a compassionate human being at the end of life. It cannot be automated. Demand is growing urgently.
180,000 worldwide Healthcare
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Insurance Broker
Finance // 2027-2037
TIER 2 VERIFY 64/100
DEATH SCORE 52/100
AI is automating insurance comparison and standard placement. Complex commercial and specialist insurance brokering remains a relationship and expertise business.
850,000 worldwide Finance
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Neonatal Nurse
Healthcare // Safe indefinitely
TIER 1 VERIFY 73/100
DEATH SCORE 6/100
Neonatal nursing is the most specialised and demanding nursing care in existence. AI monitoring assists; human nurses provide the physical care and clinical interventions that keep the smallest and most vulnerable patients alive.
95,000 worldwide Healthcare
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Water / Wastewater Treatment Engineer
Engineering // Safe beyond 2040
TIER 1 VERIFY 59/100
DEATH SCORE 17/100
Water and wastewater treatment engineering is critical national infrastructure. AI optimises treatment processes; human engineers design, manage, and maintain the physical infrastructure.
280,000 worldwide Engineering
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS TARGETED SOURCES
Hedge Fund Manager
Finance // 2028-2040
TIER 2 VERIFY 63/100
DEATH SCORE 46/100
Quantitative hedge funds are replacing discretionary managers. But the best fund managers are now those who supervise AI systems and decide which strategies to deploy. The profession is bifurcating.
65,000 worldwide Finance
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS TARGETED SOURCES
Private Equity Analyst
Finance // 2026-2035
TIER 2 VERIFY 81/100
DEATH SCORE 61/100
PE analytical work is being automated. Deal sourcing, due diligence, and portfolio company value creation still require experienced human professionals.
180,000 worldwide Finance
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS MANUAL REVIEW
Wealth Manager (Private Banking)
Finance // 2028-2038
TIER 2 VERIFY 58/100
DEATH SCORE 45/100
Mass affluent wealth management is going to AI. Ultra-high-net-worth private banking is a relationship business that AI augments but cannot replace. The middle is contested.
350,000 worldwide Finance
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DYING
NEEDS TARGETED SOURCES
Debt Collector / Collections Officer
Finance // 2025-2030
TIER 2 VERIFY 79/100
DEATH SCORE 82/100
Debt collection is communication, negotiation, and record management. AI does all three better. The profession is in accelerated decline.
450,000 worldwide Finance
READ ANALYSIS + DEBATE →
DYING
NEEDS TARGETED SOURCES
Credit Rating Analyst
Finance // 2026-2032
TIER 2 VERIFY 61/100
DEATH SCORE 77/100
Credit rating is quantitative financial analysis applied to debt instruments. AI does quantitative analysis better than humans. The ratings agencies are automating their analyst functions.
85,000 worldwide Finance
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Barrister / Trial Advocate
Legal // Safe beyond 2040
TIER 1 VERIFY 59/100
DEATH SCORE 16/100
Advocacy is a human performance in an adversarial human institution. AI assists legal research and drafting. The court appearance, the cross-examination, and the oral argument remain irreducibly human.
180,000 worldwide Legal
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Mediator / Dispute Resolution Specialist
Legal // Safe beyond 2040
TIER 1 VERIFY 60/100
DEATH SCORE 12/100
Mediation is the skilled facilitation of human agreement between people in conflict. It is irreducibly human. Growing adoption of ADR is driving demand.
45,000 worldwide Legal
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS MANUAL REVIEW
Notary Public / Notary
Legal // 2027-2038
TIER 1 VERIFY 77/100
DEATH SCORE 48/100
Remote online notarization is making the traditional notary appointment obsolete for standard documents. Specialist international and complex notarial work survives.
220,000 worldwide Legal
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Psychiatrist
Healthcare // Safe beyond 2040
TIER 1 VERIFY 74/100
DEATH SCORE 14/100
Psychiatry is medical assessment, pharmacological management, and therapeutic relationship. AI assists diagnosis; the psychiatrist prescribes, manages risk, and treats the whole person.
280,000 worldwide Healthcare
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Cardiologist
Healthcare // Safe beyond 2038
TIER 1 VERIFY 75/100
DEATH SCORE 19/100
AI reads ECGs better than most doctors. Cardiologists integrate imaging, clinical context, and intervention — domains far beyond ECG interpretation. Demand is growing with an ageing population.
380,000 worldwide Healthcare
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Oncologist
Healthcare // Safe beyond 2040
TIER 1 VERIFY 75/100
DEATH SCORE 17/100
AI detects cancer better than radiologists for many cancers. Oncologists design complex treatment plans, manage toxicity, and support patients through the most frightening experience of their lives.
280,000 worldwide Healthcare
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS MANUAL REVIEW
Anaesthetist / Anesthesiologist
Healthcare // 2030-2045
TIER 1 VERIFY 56/100
DEATH SCORE 35/100
AI is advancing into routine sedation management. Complex anaesthesia for major surgery and critical care remains human. The profession faces displacement at the procedural end.
180,000 worldwide Healthcare
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Emergency Medicine Physician
Healthcare // Safe beyond 2045
TIER 1 VERIFY 75/100
DEATH SCORE 10/100
Emergency medicine is the most complex, unpredictable, and time-critical clinical environment in medicine. AI assists triage. Humans manage every emergency.
280,000 worldwide Healthcare
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS MANUAL REVIEW
Pathologist
Healthcare // 2026-2036
TIER 1 VERIFY 54/100
DEATH SCORE 58/100
AI histological analysis matches pathologist accuracy for common cancers. The diagnostic reporting component is being automated. Autopsy, complex cases, and clinical consultation remain human.
180,000 worldwide Healthcare
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS MANUAL REVIEW
DevOps / Platform Engineer
Technology // 2027-2037
TIER 1 VERIFY 58/100
DEATH SCORE 47/100
DevOps automation is removing the routine toil of infrastructure management. Platform engineering and complex reliability work remain human. The profession is evolving rapidly.
4.5 million worldwide Technology
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Machine Learning Engineer
Technology // Safe beyond 2038
TIER 1 VERIFY 56/100
DEATH SCORE 20/100
AutoML is handling standard model development. ML engineers designing novel architectures, deploying at production scale, and building safety-critical AI systems are in higher demand than ever.
1.8 million worldwide Technology
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Robotics Engineer
Technology // Safe beyond 2040
TIER 1 VERIFY 54/100
DEATH SCORE 11/100
Robotics is one of the fastest-growing engineering disciplines. Robotics engineers design the systems replacing other workers — they are not themselves being replaced. They are in severe shortage.
450,000 worldwide Technology
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS MANUAL REVIEW
Embedded Systems Engineer
Technology // 2028-2038
TIER 1 VERIFY 60/100
DEATH SCORE 44/100
AI code generation is reducing the boilerplate firmware work. Safety-critical embedded systems, novel hardware platforms, and real-time constraint satisfaction still require expert human engineers.
1.8 million worldwide Technology
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Educational Psychologist
Education // Safe beyond 2040
TIER 1 VERIFY 60/100
DEATH SCORE 11/100
Educational psychology is a statutory clinical profession. AI tools assist assessment; psychologists provide the expert clinical opinion that determines SEND provision and legal rights.
45,000 worldwide Education
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Head Teacher / School Principal
Education // Safe beyond 2040
TIER 1 VERIFY 58/100
DEATH SCORE 12/100
School leadership is the most complex form of public institution management. AI handles administrative functions. The head teacher leads the community, manages people, and is accountable for everything.
1.2 million worldwide Education
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS MANUAL REVIEW
Sound Engineer / Audio Engineer
Creative // 2026-2035
TIER 1 VERIFY 55/100
DEATH SCORE 54/100
AI mastering and basic mixing is automated. High-end studio sound engineering for complex recording sessions and live sound remains human. The profession is splitting by skill level.
180,000 worldwide Creative
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Interior Designer
Creative // 2026-2036
TIER 3 VERIFY 86/100
DEATH SCORE 52/100
AI interior design visualisation is eliminating the commodity end of the market. Bespoke high-end design, project management, and client relationship remain human.
480,000 worldwide Creative
READ ANALYSIS + DEBATE →
DYING
NEEDS TARGETED SOURCES
Illustrator
Creative // 2024-2030
TIER 3 VERIFY 62/100
DEATH SCORE 72/100
Commercial illustration is in freefall. Stock illustration is gone. Editorial and children's book illustration at the top end survives. The middle market has collapsed.
380,000 worldwide Creative
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS TARGETED SOURCES
Scaffolder
Trades // Safe beyond 2045
TIER 3 VERIFY 81/100
DEATH SCORE 8/100
Scaffolding is dangerous physical work at height in every conceivable weather and building condition. It cannot be automated. Demand from construction boom and building maintenance is strong.
1.2 million worldwide Trades
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SURVIVING
VERIFIED FRAMEWORK
Plasterer
Trades // Safe beyond 2045
TIER 3 VERIFY 85/100
DEATH SCORE 9/100
Plastering is a skilled trade requiring tactile precision on irregular surfaces in real buildings. There is no plastering robot. The skills shortage is severe.
1.8 million worldwide Trades
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SURVIVING
NEEDS TARGETED SOURCES
Boat Builder / Marine Craftsperson
Trades // Safe beyond 2045
TIER 3 VERIFY 83/100
DEATH SCORE 8/100
Traditional and bespoke boat building is one of the most complex craft disciplines in existence. It is growing in demand as a premium product and cannot be automated.
280,000 worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS TARGETED SOURCES
Commercial Fisherman
Agriculture // Safe beyond 2040
TIER 3 VERIFY 84/100
DEATH SCORE 15/100
Commercial fishing is physically dangerous work on the sea. AI fish-finding tools assist; everything else requires human skill and presence on a vessel in maritime conditions.
38 million worldwide Agriculture
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SURVIVING
VERIFIED FRAMEWORK
Forester / Silviculturist
Agriculture // Safe beyond 2040
TIER 3 VERIFY 86/100
DEATH SCORE 16/100
Forestry is field-based ecological management in complex natural environments. AI monitoring tools assist assessment; foresters make management decisions and implement them on the ground.
2.8 million worldwide Agriculture
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SURVIVING
VERIFIED FRAMEWORK
Civil Service Policy Adviser
Government // Safe beyond 2038
TIER 3 VERIFY 68/100
DEATH SCORE 22/100
AI is transforming the evidence and analysis base for policy. Policy advisers who synthesise evidence, navigate political reality, and advise ministers remain essential. Policy is too important to automate.
2.8 million worldwide Government
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SURVIVING
VERIFIED FRAMEWORK
Epidemiologist
Science // Safe beyond 2040
TIER 3 VERIFY 67/100
DEATH SCORE 14/100
AI is transforming disease surveillance and modelling. Epidemiologists remain essential to design the systems, interpret results, and advise public health responses.
95,000 worldwide Science
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Marine Biologist
Science // Safe beyond 2040
TIER 3 VERIFY 68/100
DEATH SCORE 13/100
Marine biology is field science in one of Earth's most complex and least understood environments. AI tools expand what marine biologists can observe; humans do the science.
28,000 worldwide Science
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SURVIVING
VERIFIED FRAMEWORK
Archaeologist
Science // Safe beyond 2040
TIER 3 VERIFY 68/100
DEATH SCORE 16/100
AI remote sensing is transforming archaeological discovery. The excavation, interpretation, and conservation of archaeological sites remains irreducibly human skilled work.
38,000 worldwide Science
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Air Traffic Controller
Transport // Safe beyond 2040
TIER 1 VERIFY 72/100
DEATH SCORE 18/100
Air traffic management AI optimises and assists; human controllers maintain authority for all clearances. Safety-critical aviation requires human accountability that AI cannot hold.
180,000 worldwide Transport
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SURVIVING
VERIFIED FRAMEWORK
Maritime Officer (Ship's Officer)
Transport // Safe beyond 2040
TIER 3 VERIFY 86/100
DEATH SCORE 17/100
Autonomous ships exist for defined routes in controlled conditions. Real maritime operations — emergencies, complex ports, cargo management, crew leadership — require qualified officers.
1.2 million worldwide Transport
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS TARGETED SOURCES
Addiction Counsellor / Substance Use Worker
Social Care // Safe indefinitely
TIER 3 VERIFY 65/100
DEATH SCORE 8/100
Addiction recovery is one of the most relationship-intensive therapeutic processes. The therapeutic alliance is not a delivery mechanism for recovery — it is recovery. AI supplements; humans do the work.
120,000 worldwide Social Care
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Family Mediator
Legal // Safe beyond 2040
TIER 1 VERIFY 60/100
DEATH SCORE 10/100
Family mediation involves human beings at their most vulnerable, making decisions about children and the rest of their lives. This is irreducibly human professional work.
35,000 worldwide Legal
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS MANUAL REVIEW
Mechanical Engineer
Engineering // 2028-2040
TIER 1 VERIFY 57/100
DEATH SCORE 42/100
AI simulation tools are transforming mechanical engineering analysis. Senior design engineers who define what to build and why remain essential. Junior simulation-only roles are contracting.
2.8 million worldwide Engineering
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Chemical Engineer
Engineering // Safe beyond 2038
TIER 1 VERIFY 60/100
DEATH SCORE 21/100
Chemical engineering combines chemistry, thermodynamics, and safety engineering. AI optimises plant operations; chemical engineers design processes, manage safety, and solve novel problems.
680,000 worldwide Engineering
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Aerospace Engineer
Engineering // Safe beyond 2040
TIER 1 VERIFY 58/100
DEATH SCORE 13/100
Aerospace engineering is one of the most demanding and regulated engineering disciplines. Safety certification requirements make it one of the most protected from AI displacement.
280,000 worldwide Engineering
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Nuclear Engineer
Engineering // Safe beyond 2045
TIER 1 VERIFY 59/100
DEATH SCORE 9/100
Nuclear engineering is the most regulated engineering discipline in existence. Safety case requirements, novel reactor design, and decommissioning create growing demand for nuclear engineers.
45,000 worldwide Engineering
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Documentary Filmmaker
Creative // Safe beyond 2038
TIER 3 VERIFY 67/100
DEATH SCORE 19/100
Documentaries are made from human trust relationships and stories that require human discovery. AI assists post-production; humans create the stories and earn the access.
45,000 worldwide Creative
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Theatre Director
Creative // Safe indefinitely
TIER 3 VERIFY 67/100
DEATH SCORE 7/100
Theatre direction is collaborative human creativity in real time and real space. It is among the most protected creative professions — AI is essentially irrelevant to live performance.
28,000 worldwide Creative
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Book Publisher / Commissioning Editor
Media // 2027-2038
TIER 2 VERIFY 82/100
DEATH SCORE 50/100
Publishing is being transformed. AI screens manuscripts and assists production. The commissioning editor's taste, author relationships, and market judgment remain the is moving quickly but still depends on deployment, regulation, and economics human core.
180,000 worldwide Media
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS TARGETED SOURCES
Casting Director
Creative // Safe beyond 2038
TIER 3 VERIFY 66/100
DEATH SCORE 22/100
Casting is the art of matching a specific actor's specific quality to a specific role. AI searches databases; casting directors understand what makes performances work.
8,500 worldwide Creative
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Sports Physiotherapist
Healthcare // Safe beyond 2040
TIER 1 VERIFY 77/100
DEATH SCORE 9/100
Sports physiotherapy is hands-on clinical practice combined with performance science. AI provides analysis tools; physiotherapists treat, rehabilitate, and keep athletes performing.
85,000 worldwide Healthcare
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Sports Psychologist
Healthcare // Safe beyond 2040
TIER 1 VERIFY 76/100
DEATH SCORE 10/100
Sports psychology is performance psychology in high-pressure environments. The therapeutic relationship with elite athletes is confidential, trusted, and is moving quickly but still depends on deployment, regulation, and economics.
18,000 worldwide Healthcare
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS TARGETED SOURCES
Sports Referee / Umpire
Sports // 2028-2040
TIER 3 VERIFY 64/100
DEATH SCORE 51/100
AI officiating technology is replacing line judges in tennis and advancing in football. The on-field referee managing play, atmosphere, and player welfare survives longer.
380,000 worldwide Sports
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS TARGETED SOURCES
Funeral Celebrant
Personal Services // Safe indefinitely
TIER 3 VERIFY 64/100
DEATH SCORE 5/100
The funeral celebrant holds the grief of a family and creates the ceremony that says goodbye to a person. This is the most profoundly human of all professional roles. Demand is growing.
28,000 worldwide Personal Services
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Personal Chef
Hospitality // Safe beyond 2040
TIER 3 VERIFY 85/100
DEATH SCORE 10/100
Personal chefs cook for private individuals and families. This is an intimate human service. Demand is growing as a luxury personal service.
45,000 worldwide Hospitality
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS TARGETED SOURCES
Pet Groomer
Personal Services // Safe beyond 2045
TIER 3 VERIFY 64/100
DEATH SCORE 8/100
Pet grooming is skilled handling of living animals with individual temperaments and needs. It cannot be automated. The pet care industry is one of the fastest-growing service sectors.
380,000 worldwide Personal Services
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS TARGETED SOURCES
MP / Elected Politician
Government // Safe indefinitely
TIER 3 VERIFY 66/100
DEATH SCORE 4/100
Elected politicians represent constituents, make laws, and hold government to account. Democracy requires human accountability. AI cannot be elected, cannot be accountable, and cannot represent.
200,000 (elected globally) worldwide Government
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Intelligence Analyst
Government // 2027-2037
TIER 3 VERIFY 85/100
DEATH SCORE 49/100
AI is transforming intelligence processing. Human analysts interpret meaning, assess source credibility, and brief decision-makers. The profession is evolving rapidly.
280,000 worldwide Government
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Industrial Designer
Creative // 2026-2036
TIER 3 VERIFY 85/100
DEATH SCORE 53/100
AI generative design is transforming product form development. Industrial designers who define meaning, user experience, and brand identity are more protected than those who primarily generate forms.
380,000 worldwide Creative
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS MANUAL REVIEW
Manufacturing Engineer
Engineering // 2028-2038
TIER 1 VERIFY 58/100
DEATH SCORE 48/100
AI is optimising manufacturing processes at scale. Manufacturing engineers who design new production systems, solve novel problems, and commission new lines remain essential.
1.8 million worldwide Engineering
READ ANALYSIS + DEBATE →
DYING
NEEDS TARGETED SOURCES
Textile Worker / Garment Technologist
Manufacturing // 2025-2032
TIER 2 VERIFY 62/100
DEATH SCORE 81/100
Garment manufacturing is one of the most labour-intensive and globally distributed industries. Sewbots and automated garment assembly are advancing rapidly. The profession faces serious structural decline.
75 million worldwide Manufacturing
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS TARGETED SOURCES
Glassblower / Artisan Glassworker
Manufacturing // Safe beyond 2045
TIER 2 VERIFY 62/100
DEATH SCORE 7/100
Artisan glassblowing is a craft practised with fire, breath, and hand skill. It is experiencing a renaissance. It cannot be automated.
45,000 worldwide Manufacturing
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS TARGETED SOURCES
Head Chef / Executive Chef
Hospitality // Safe beyond 2040
TIER 3 VERIFY 84/100
DEATH SCORE 16/100
The head chef is the creative and leadership heart of a kitchen. AI manages kitchen logistics; the chef creates the food and leads the team.
380,000 worldwide Hospitality
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Bar Manager / Mixologist
Hospitality // Safe beyond 2038
TIER 3 VERIFY 85/100
DEATH SCORE 18/100
Bartending and bar management is hospitality, creativity, and human connection. Cocktail machines are novelties. The skilled bartender remains the heart of bar culture.
850,000 worldwide Hospitality
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS TARGETED SOURCES
Geneticist / Genomics Scientist
Science // Safe beyond 2040
TIER 3 VERIFY 65/100
DEATH SCORE 16/100
AI is transforming genomic data analysis at scale. Geneticists who design research, interpret clinical significance, and counsel families remain essential. The field is growing.
45,000 worldwide Science
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Materials Scientist / Materials Engineer
Science // Safe beyond 2040
TIER 1 VERIFY 57/100
DEATH SCORE 14/100
AI is accelerating materials discovery dramatically. Materials scientists who synthesise new materials, understand failure mechanisms, and develop applications remain essential. The field is growing.
95,000 worldwide Science
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Neurological Physiotherapist
Healthcare // Safe beyond 2040
TIER 1 VERIFY 76/100
DEATH SCORE 8/100
Neurological physiotherapy rehabilitates people after stroke, brain injury, and neurological disease. It is hands-on, adaptive, and relationship-intensive. AI tools assist; humans provide the therapy.
85,000 worldwide Healthcare
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Community Development Worker
Social Care // Safe indefinitely
TIER 3 VERIFY 68/100
DEATH SCORE 7/100
Community development is about building relationships, power, and capacity within communities. AI tools assist engagement; community development workers do the human relational work that creates change.
180,000 worldwide Social Care
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Commercial Drone Operator
Transport // 2026-2035
TIER 3 VERIFY 68/100
DEATH SCORE 55/100
Autonomous drone technology is advancing rapidly for defined route operations. Manual drone operation for complex, creative, and emergency applications remains human. The profession is bifurcating.
180,000 worldwide Transport
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Geriatric Social Worker / Older Adults Social Worker
Social Care // Safe indefinitely
TIER 1 VERIFY 60/100
DEATH SCORE 7/100
Social work with older adults is advocacy, safeguarding, and human dignity. AI assessment tools assist; social workers provide the professional judgment and human relationship that determines people's lives.
280,000 worldwide Social Care
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Urban Designer
Government // Safe beyond 2038
TIER 3 VERIFY 68/100
DEATH SCORE 20/100
Urban design is about creating places for human life. AI generates spatial options; urban designers bring values, democracy, and human understanding to place-making decisions.
65,000 worldwide Government
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Government Economist
Government // Safe beyond 2038
TIER 3 VERIFY 67/100
DEATH SCORE 23/100
AI economic modelling is transforming the analytical capacity available to government economists. The interpretation, policy advice, and accountability for economic decisions remains entirely human.
85,000 worldwide Government
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Stadium / Venue Manager
Sports // Safe beyond 2038
TIER 3 VERIFY 68/100
DEATH SCORE 18/100
Venue management is people leadership, crisis management, and operational command on event days. AI optimises systems; humans lead people and manage crises.
45,000 worldwide Sports
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS TARGETED SOURCES
Cruise Director / Entertainment Director
Hospitality // Safe beyond 2038
TIER 3 VERIFY 82/100
DEATH SCORE 14/100
The cruise director is the human host and entertainment brain of a floating hotel for 3,000 people. AI assists scheduling; humans create the experience.
8,500 worldwide Hospitality
READ ANALYSIS + DEBATE →
DYING
NEEDS TARGETED SOURCES
Logistics Coordinator / Supply Chain Planner
Logistics // 2025-2031
TIER 2 VERIFY 62/100
DEATH SCORE 79/100
Supply chain planning is optimisation of complex systems under uncertainty. AI handles this complexity better than humans. The profession is in accelerated decline.
3.2 million worldwide Logistics
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Astrophysicist / Astronomer
Science // Safe beyond 2040
TIER 3 VERIFY 67/100
DEATH SCORE 15/100
AI is processing astronomical data at a scale impossible for human astronomers. Astrophysicists who ask the scientific questions, design the observations, and interpret the universe remain essential.
22,000 worldwide Science
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Butler / Household Manager
Personal Services // Safe beyond 2040
TIER 3 VERIFY 68/100
DEATH SCORE 9/100
The professional butler and household manager is a trusted human manager of a complex private household. AI home systems manage devices; the butler manages the household and serves the principal.
12,000 worldwide Personal Services
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS TARGETED SOURCES
Cryptocurrency Trader / Digital Asset Manager
Finance // 2025-2033
TIER 2 VERIFY 63/100
DEATH SCORE 62/100
Crypto market making and quantitative strategies are being automated. Fundamental analysis, new token assessment, and DeFi strategy remain more human. The profession is rapidly bifurcating.
180,000 worldwide Finance
READ ANALYSIS + DEBATE →
DYING
NEEDS MANUAL REVIEW
Foreign Exchange Trader
Finance // 2024-2029
TIER 2 VERIFY 73/100
DEATH SCORE 84/100
Foreign exchange trading is the most automated financial market in the world. Algorithmic trading has consumed a significant share+ of FX volume. The human FX trader is a near-extinct professional.
45,000 (down from 250,000 in 2005) worldwide Finance
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS MANUAL REVIEW
Legal Executive / Paralegal Manager
Legal // 2026-2035
TIER 1 VERIFY 77/100
DEATH SCORE 62/100
Legal executive work is being automated at the document production and standard matter management level. Senior legal operations and specialist expertise survive.
380,000 worldwide Legal
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Environmental Lawyer
Legal // Safe beyond 2040
TIER 1 VERIFY 57/100
DEATH SCORE 18/100
Environmental law is growing rapidly with climate regulation. AI assists research; lawyers provide the strategic advice, regulatory navigation, and litigation that clients need.
45,000 worldwide Legal
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Obstetrician / Maternal-Fetal Medicine Specialist
Healthcare // Safe beyond 2040
TIER 1 VERIFY 76/100
DEATH SCORE 11/100
Obstetrics is clinical management of pregnancy and childbirth — the most physiologically significant event in human life. AI assists screening; obstetricians manage the clinical care.
180,000 worldwide Healthcare
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Geriatrician (Elderly Care Physician)
Healthcare // Safe beyond 2040
TIER 1 VERIFY 76/100
DEATH SCORE 9/100
Geriatric medicine manages the most complex patients in medicine — elderly people with multiple conditions on multiple medications. AI assists medication review; geriatricians provide the holistic clinical management.
45,000 worldwide Healthcare
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS MANUAL REVIEW
Dermatologist
Healthcare // 2027-2037
TIER 1 VERIFY 57/100
DEATH SCORE 44/100
AI skin cancer detection matches dermatologist accuracy for photographic assessment. Full clinical dermatology — examination, diagnosis of complex conditions, and procedural work — remains human.
95,000 worldwide Healthcare
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Infectious Disease Specialist
Healthcare // Safe beyond 2040
TIER 1 VERIFY 77/100
DEATH SCORE 11/100
Infectious disease medicine manages some of the most dangerous and complex clinical cases in medicine. AI assists antibiotic selection; physicians manage the clinical complexity of infection in the whole patient.
38,000 worldwide Healthcare
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Rheumatologist
Healthcare // Safe beyond 2040
TIER 1 VERIFY 76/100
DEATH SCORE 12/100
Rheumatology manages complex, lifelong inflammatory conditions with significant disability implications. AI assists imaging interpretation; rheumatologists manage the clinical complexity.
38,000 worldwide Healthcare
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS MANUAL REVIEW
Endocrinologist
Healthcare // 2028-2040
TIER 1 VERIFY 57/100
DEATH SCORE 38/100
AI closed-loop insulin management is reducing endocrinologist involvement in routine diabetes management. Complex endocrine disorders and hormone management remain specialist clinical work.
65,000 worldwide Healthcare
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Quantum Computing Researcher / Engineer
Technology // Safe beyond 2045
TIER 1 VERIFY 59/100
DEATH SCORE 5/100
Quantum computing is the most frontier of all technical disciplines. It requires the best physicists and engineers in the world. AI helps with some aspects; humans do the science.
8,500 worldwide Technology
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS TARGETED SOURCES
Penetration Tester / Ethical Hacker
Technology // Safe beyond 2038
TIER 3 VERIFY 66/100
DEATH SCORE 22/100
Automated vulnerability scanning is well-established. Novel attack chain development, red team operations, and security research require human creativity and adversarial thinking.
350,000 worldwide Technology
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
AR/VR Developer / Spatial Computing Engineer
Technology // Safe beyond 2040
TIER 1 VERIFY 60/100
DEATH SCORE 18/100
Spatial computing is one of the fastest-growing development disciplines. Apple Vision Pro and similar platforms are creating massive demand for AR/VR developers. AI generates assets; humans build experiences.
180,000 worldwide Technology
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Careers Adviser
Education // Safe beyond 2038
TIER 1 VERIFY 58/100
DEATH SCORE 18/100
AI careers platforms are better at labour market data. Human careers advisers are better at helping people understand themselves. Both are needed.
85,000 worldwide Education
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS MANUAL REVIEW
School Business Manager / Bursar
Education // 2027-2036
TIER 1 VERIFY 77/100
DEATH SCORE 56/100
School business management is being automated at the administrative and reporting layer. Strategic resource management, HR leadership, and site operations remain human.
45,000 worldwide Education
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Outdoor Education Instructor
Education // Safe indefinitely
TIER 1 VERIFY 57/100
DEATH SCORE 5/100
Outdoor education is embodied human experience in natural environments. It is the most completely protected of all education roles from AI displacement.
85,000 worldwide Education
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Art Gallery Curator / Director
Cultural // Safe beyond 2040
TIER 3 VERIFY 68/100
DEATH SCORE 15/100
Gallery curation is scholarly, artistic, and ethical stewardship of visual art. AI manages data; curators create meaning, build collections, and engage communities with art.
38,000 worldwide Cultural
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Production Designer / Set Designer
Creative // Safe beyond 2038
TIER 3 VERIFY 68/100
DEATH SCORE 20/100
Production design is the creation of the physical and visual world that storytelling happens in. AI generates concepts; designers create meaning and build worlds.
28,000 worldwide Creative
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Costume Designer
Creative // Safe beyond 2038
TIER 3 VERIFY 68/100
DEATH SCORE 17/100
Costume design is character storytelling through clothes. AI generates visual concepts; costume designers research, create, and manage the wardrobes that actors inhabit.
22,000 worldwide Creative
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS TARGETED SOURCES
Typographer / Type Designer
Creative // Safe beyond 2038
TIER 3 VERIFY 65/100
DEATH SCORE 24/100
AI can generate functional fonts. Type designers create typefaces with cultural meaning, technical precision, and typographic intelligence. The field is growing.
12,000 worldwide Creative
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS TARGETED SOURCES
Wall and Floor Tiler
Trades // Safe beyond 2045
TIER 3 VERIFY 83/100
DEATH SCORE 8/100
Tiling is skilled precision craft in real buildings. Every floor and wall is different. There is no tiling robot. The skills shortage is severe.
1.2 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Drainage Engineer / Drainage Specialist
Trades // Safe beyond 2042
TIER 1 VERIFY 78/100
DEATH SCORE 10/100
AI drain survey analysis is improving efficiency. The physical work of clearing blockages, repairing drains, and installing drainage systems remains entirely human. Growing demand from ageing infrastructure.
380,000 worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Upholsterer / Soft Furnishings Maker
Trades // Safe beyond 2042
TIER 3 VERIFY 85/100
DEATH SCORE 9/100
Upholstery is skilled craft in fabric and furniture. It is experiencing a revival driven by sustainability and heritage. It cannot be automated.
280,000 worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Agricultural Engineer
Agriculture // Safe beyond 2040
TIER 1 VERIFY 77/100
DEATH SCORE 18/100
AI precision agriculture systems are transforming farming. Agricultural engineers design, implement, and maintain these systems. They are in high demand as the technology deploys.
85,000 worldwide Agriculture
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Viticulturist / Winemaker
Agriculture // Safe beyond 2040
TIER 3 VERIFY 85/100
DEATH SCORE 14/100
AI monitoring tools are improving precision viticulture. The winemaker's sensory expertise, creative decisions, and understanding of terroir remain is moving quickly but still depends on deployment, regulation, and economics.
280,000 worldwide Agriculture
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS TARGETED SOURCES
Mural Artist / Public Artist
Creative // Safe indefinitely
TIER 3 VERIFY 66/100
DEATH SCORE 7/100
Mural art is a physical, site-specific act of public creative expression. AI generates images; mural artists create physical artworks in public space that transform communities.
28,000 worldwide Creative
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Sign Maker / Signage Specialist
Creative // 2026-2035
TIER 3 VERIFY 67/100
DEATH SCORE 55/100
Standard sign production is highly automated. Bespoke, installation, and complex fabrication work retains skilled sign makers. The commodity market has collapsed.
380,000 worldwide Creative
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS TARGETED SOURCES
Floor Layer / Flooring Specialist
Trades // Safe beyond 2042
TIER 3 VERIFY 82/100
DEATH SCORE 9/100
Floor laying is skilled physical craft in real buildings. Every floor is unique. The skills shortage is persistent. There is no floor-laying robot.
580,000 worldwide Trades
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Trade Finance Specialist
Finance // 2025-2031
TIER 2 VERIFY 82/100
DEATH SCORE 76/100
Trade finance processing is document review and rules application. AI processes documents faster and more accurately than human specialists. The profession is in steep decline.
95,000 worldwide Finance
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Document Scanner Operator
Administration // 2029-2033
TIER 2 VERIFY 82/100
DEATH SCORE 86/100
Document Scanner Operator is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
3.8 million worldwide Administration
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Claims Processor
Finance // 2025-2030
TIER 2 VERIFY 82/100
DEATH SCORE 97/100
Claims Processor is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
1.9 million worldwide Finance
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Insurance Underwriting Assistant
Finance // 2028-2033
TIER 2 VERIFY 82/100
DEATH SCORE 92/100
Insurance Underwriting Assistant is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
2.7 million worldwide Finance
READ ANALYSIS + DEBATE →
DYING
NEEDS MANUAL REVIEW
Medical Records Clerk
Healthcare // 2029-2031
TIER 1 VERIFY 59/100
DEATH SCORE 79/100
Medical Records Clerk is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
2.8 million worldwide Healthcare
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Transcription Typist
Administration // 2029-2034
TIER 2 VERIFY 82/100
DEATH SCORE 87/100
Transcription Typist is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
2.3 million worldwide Administration
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Payroll Clerk
Finance // 2025-2028
TIER 2 VERIFY 82/100
DEATH SCORE 89/100
Payroll Clerk is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
900,000 worldwide Finance
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Bookkeeping Clerk
Finance // 2029-2031
TIER 2 VERIFY 82/100
DEATH SCORE 97/100
Bookkeeping Clerk is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
4.8 million worldwide Finance
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Accounts Payable Clerk
Finance // 2029-2032
TIER 2 VERIFY 82/100
DEATH SCORE 80/100
Accounts Payable Clerk is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
5.3 million worldwide Finance
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Accounts Receivable Clerk
Finance // 2027-2030
TIER 2 VERIFY 82/100
DEATH SCORE 91/100
Accounts Receivable Clerk is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
8.1 million worldwide Finance
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Invoice Processor
Finance // 2027-2030
TIER 2 VERIFY 82/100
DEATH SCORE 85/100
Invoice Processor is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
4.1 million worldwide Finance
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Switchboard Operator
Administration // 2025-2028
TIER 2 VERIFY 82/100
DEATH SCORE 78/100
Switchboard Operator is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
900,000 worldwide Administration
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Receptionist
Administration // 2028-2033
TIER 2 VERIFY 82/100
DEATH SCORE 98/100
Receptionist is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
2.7 million worldwide Administration
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Travel Booking Agent
Logistics // 2026-2031
TIER 2 VERIFY 64/100
DEATH SCORE 87/100
Travel Booking Agent is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
1.5 million worldwide Logistics
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Ticketing Agent
Logistics // 2025-2027
TIER 2 VERIFY 64/100
DEATH SCORE 90/100
Ticketing Agent is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
2.4 million worldwide Logistics
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Reservation Agent
Logistics // 2028-2031
TIER 2 VERIFY 64/100
DEATH SCORE 83/100
Reservation Agent is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
1.7 million worldwide Logistics
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Proofreader
Trades // 2025-2028
TIER 3 VERIFY 67/100
DEATH SCORE 96/100
Proofreader is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
4.9 million worldwide Trades
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Copy Typist
Administration // 2025-2030
TIER 2 VERIFY 82/100
DEATH SCORE 80/100
Copy Typist is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
5.9 million worldwide Administration
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Form Processing Clerk
Administration // 2026-2029
TIER 2 VERIFY 82/100
DEATH SCORE 97/100
Form Processing Clerk is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
2.5 million worldwide Administration
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Library Cataloguing Clerk
Administration // 2026-2030
TIER 2 VERIFY 82/100
DEATH SCORE 92/100
Library Cataloguing Clerk is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
1.0 million worldwide Administration
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Meter Reader
Logistics // 2029-2034
TIER 2 VERIFY 64/100
DEATH SCORE 82/100
Meter Reader is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
8.3 million worldwide Logistics
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Toll Booth Operator
Administration // 2026-2031
TIER 2 VERIFY 82/100
DEATH SCORE 82/100
Toll Booth Operator is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
5.5 million worldwide Administration
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Parking Payment Attendant
Administration // 2025-2028
TIER 2 VERIFY 82/100
DEATH SCORE 81/100
Parking Payment Attendant is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
2.9 million worldwide Administration
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Cashier
Administration // 2025-2029
TIER 2 VERIFY 82/100
DEATH SCORE 79/100
Cashier is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
3.4 million worldwide Administration
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Fast Food Order Taker
Administration // 2029-2032
TIER 2 VERIFY 82/100
DEATH SCORE 84/100
Fast Food Order Taker is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
7.3 million worldwide Administration
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Drive-Through Order Taker
Administration // 2025-2029
TIER 2 VERIFY 82/100
DEATH SCORE 81/100
Drive-Through Order Taker is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
1.4 million worldwide Administration
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Retail Stock Counter
Administration // 2028-2033
TIER 2 VERIFY 82/100
DEATH SCORE 85/100
Retail Stock Counter is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
6.7 million worldwide Administration
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Telemarketing Supervisor
Administration // 2025-2028
TIER 2 VERIFY 82/100
DEATH SCORE 94/100
Telemarketing Supervisor is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
900,000 worldwide Administration
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Lead Qualification Specialist
Administration // 2025-2030
TIER 2 VERIFY 82/100
DEATH SCORE 82/100
Lead Qualification Specialist is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
5.9 million worldwide Administration
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Appointment Setter
Administration // 2026-2028
TIER 2 VERIFY 82/100
DEATH SCORE 78/100
Appointment Setter is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
4.0 million worldwide Administration
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Collections Caller
Administration // 2027-2031
TIER 2 VERIFY 82/100
DEATH SCORE 80/100
Collections Caller is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
600,000 worldwide Administration
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Survey Caller
Administration // 2025-2030
TIER 2 VERIFY 82/100
DEATH SCORE 85/100
Survey Caller is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
7.9 million worldwide Administration
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Debt Collection Agent
Administration // 2025-2030
TIER 2 VERIFY 82/100
DEATH SCORE 87/100
Debt Collection Agent is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
3.9 million worldwide Administration
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Credit Card Fraud Screener
Finance // 2027-2030
TIER 2 VERIFY 82/100
DEATH SCORE 97/100
Credit Card Fraud Screener is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
6.1 million worldwide Finance
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Basic Tax Preparer
Finance // 2027-2030
TIER 2 VERIFY 82/100
DEATH SCORE 88/100
Basic Tax Preparer is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
4.1 million worldwide Finance
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Claims Intake Clerk
Finance // 2025-2027
TIER 2 VERIFY 82/100
DEATH SCORE 90/100
Claims Intake Clerk is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
2.4 million worldwide Finance
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Mortgage Processing Clerk
Finance // 2026-2029
TIER 2 VERIFY 82/100
DEATH SCORE 82/100
Mortgage Processing Clerk is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
4.5 million worldwide Finance
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Title Search Clerk
Administration // 2025-2028
TIER 2 VERIFY 82/100
DEATH SCORE 81/100
Title Search Clerk is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
6.9 million worldwide Administration
READ ANALYSIS + DEBATE →
DYING
NEEDS MANUAL REVIEW
Compliance Documentation Clerk
Legal // 2025-2028
TIER 1 VERIFY 59/100
DEATH SCORE 94/100
Compliance Documentation Clerk is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
900,000 worldwide Legal
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
HR Records Administrator
Administration // 2027-2029
TIER 2 VERIFY 82/100
DEATH SCORE 83/100
HR Records Administrator is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
3.6 million worldwide Administration
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Benefits Enrolment Clerk
Finance // 2026-2031
TIER 2 VERIFY 82/100
DEATH SCORE 98/100
Benefits Enrolment Clerk is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
7.5 million worldwide Finance
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Background Check Processor
Administration // 2028-2033
TIER 2 VERIFY 82/100
DEATH SCORE 96/100
Background Check Processor is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
2.7 million worldwide Administration
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Procurement Data Clerk
Logistics // 2026-2029
TIER 2 VERIFY 82/100
DEATH SCORE 80/100
Procurement Data Clerk is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
2.5 million worldwide Logistics
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Customs Documentation Clerk
Logistics // 2026-2031
TIER 2 VERIFY 82/100
DEATH SCORE 87/100
Customs Documentation Clerk is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
5.5 million worldwide Logistics
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Shipping Documentation Clerk
Logistics // 2026-2028
TIER 2 VERIFY 82/100
DEATH SCORE 86/100
Shipping Documentation Clerk is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
4.0 million worldwide Logistics
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DYING
VERIFIED FRAMEWORK
Freight Booking Clerk
Logistics // 2028-2032
TIER 2 VERIFY 82/100
DEATH SCORE 78/100
Freight Booking Clerk is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
4.2 million worldwide Logistics
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Dispatch Scheduler
Logistics // 2026-2029
TIER 2 VERIFY 64/100
DEATH SCORE 91/100
Dispatch Scheduler is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
6.5 million worldwide Logistics
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Route Planning Clerk
Logistics // 2026-2028
TIER 2 VERIFY 82/100
DEATH SCORE 95/100
Route Planning Clerk is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
2.0 million worldwide Logistics
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Print Production Estimator
Administration // 2025-2029
TIER 2 VERIFY 82/100
DEATH SCORE 80/100
Print Production Estimator is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
3.4 million worldwide Administration
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Ad Operations Coordinator
Administration // 2027-2030
TIER 2 VERIFY 82/100
DEATH SCORE 81/100
Ad Operations Coordinator is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
6.1 million worldwide Administration
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Media Buying Assistant
Administration // 2028-2032
TIER 2 VERIFY 82/100
DEATH SCORE 83/100
Media Buying Assistant is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
4.2 million worldwide Administration
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Market Research Coder
Administration // 2029-2031
TIER 2 VERIFY 82/100
DEATH SCORE 87/100
Market Research Coder is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
4.8 million worldwide Administration
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DYING
VERIFIED FRAMEWORK
Polling Data Coder
Administration // 2026-2028
TIER 2 VERIFY 82/100
DEATH SCORE 89/100
Polling Data Coder is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
2.0 million worldwide Administration
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
E-commerce Listing Assistant
Administration // 2029-2032
TIER 2 VERIFY 82/100
DEATH SCORE 97/100
E-commerce Listing Assistant is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
3.3 million worldwide Administration
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Catalogue Merchandiser
Administration // 2026-2029
TIER 2 VERIFY 82/100
DEATH SCORE 87/100
Catalogue Merchandiser is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
2.5 million worldwide Administration
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Product Description Writer
Creative // 2029-2034
TIER 3 VERIFY 67/100
DEATH SCORE 87/100
Product Description Writer is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
4.3 million worldwide Creative
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
SEO Content Writer
Creative // 2028-2033
TIER 3 VERIFY 67/100
DEATH SCORE 88/100
SEO Content Writer is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
2.7 million worldwide Creative
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Sports Match Reporter
Logistics // 2025-2027
TIER 2 VERIFY 64/100
DEATH SCORE 93/100
Sports Match Reporter is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
6.4 million worldwide Logistics
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Weather Reporter
Logistics // 2026-2030
TIER 2 VERIFY 64/100
DEATH SCORE 96/100
Weather Reporter is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
3.0 million worldwide Logistics
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DYING
VERIFIED FRAMEWORK
News Aggregation Editor
Administration // 2027-2030
TIER 2 VERIFY 82/100
DEATH SCORE 86/100
News Aggregation Editor is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
2.1 million worldwide Administration
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DYING
VERIFIED FRAMEWORK
Subtitling Operator
Administration // 2027-2032
TIER 2 VERIFY 82/100
DEATH SCORE 87/100
Subtitling Operator is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
1.1 million worldwide Administration
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DYING
VERIFIED FRAMEWORK
Closed Captioning Editor
Administration // 2025-2028
TIER 2 VERIFY 82/100
DEATH SCORE 84/100
Closed Captioning Editor is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
2.9 million worldwide Administration
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Podcast Show Notes Writer
Creative // 2025-2028
TIER 3 VERIFY 67/100
DEATH SCORE 98/100
Podcast Show Notes Writer is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
900,000 worldwide Creative
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Meeting Minutes Writer
Creative // 2029-2033
TIER 3 VERIFY 67/100
DEATH SCORE 81/100
Meeting Minutes Writer is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
5.8 million worldwide Creative
READ ANALYSIS + DEBATE →
DYING
NEEDS MANUAL REVIEW
Court Transcription Assistant
Legal // 2027-2031
TIER 1 VERIFY 59/100
DEATH SCORE 79/100
Court Transcription Assistant is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
4.6 million worldwide Legal
READ ANALYSIS + DEBATE →
DYING
NEEDS MANUAL REVIEW
Paralegal Document Reviewer
Legal // 2027-2031
TIER 1 VERIFY 59/100
DEATH SCORE 88/100
Paralegal Document Reviewer is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
4.6 million worldwide Legal
READ ANALYSIS + DEBATE →
DYING
NEEDS MANUAL REVIEW
Contract Abstraction Analyst
Legal // 2025-2030
TIER 1 VERIFY 59/100
DEATH SCORE 93/100
Contract Abstraction Analyst is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
3.9 million worldwide Legal
READ ANALYSIS + DEBATE →
DYING
NEEDS MANUAL REVIEW
Discovery Review Analyst
Legal // 2025-2027
TIER 1 VERIFY 59/100
DEATH SCORE 90/100
Discovery Review Analyst is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
6.4 million worldwide Legal
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Loan Processing Assistant
Finance // 2029-2033
TIER 2 VERIFY 82/100
DEATH SCORE 88/100
Loan Processing Assistant is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
7.8 million worldwide Finance
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Retail Banking Advisor
Finance // 2026-2028
TIER 2 VERIFY 82/100
DEATH SCORE 84/100
Retail Banking Advisor is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
6.0 million worldwide Finance
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Insurance Quote Agent
Finance // 2029-2031
TIER 2 VERIFY 82/100
DEATH SCORE 80/100
Insurance Quote Agent is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
6.8 million worldwide Finance
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Travel Claims Adjuster
Finance // 2028-2031
TIER 2 VERIFY 82/100
DEATH SCORE 97/100
Travel Claims Adjuster is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
1.7 million worldwide Finance
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Warranty Claims Reviewer
Finance // 2028-2032
TIER 2 VERIFY 82/100
DEATH SCORE 97/100
Warranty Claims Reviewer is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
6.2 million worldwide Finance
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Customer Support Agent
Administration // 2025-2027
TIER 2 VERIFY 82/100
DEATH SCORE 80/100
Customer Support Agent is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
6.4 million worldwide Administration
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Live Chat Agent
Administration // 2027-2029
TIER 2 VERIFY 82/100
DEATH SCORE 85/100
Live Chat Agent is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
5.6 million worldwide Administration
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Email Support Representative
Administration // 2027-2030
TIER 2 VERIFY 82/100
DEATH SCORE 80/100
Email Support Representative is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
4.1 million worldwide Administration
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DYING
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Technical Support Tier 1
Technology // 2025-2029
TIER 3 VERIFY 67/100
DEATH SCORE 89/100
Technical Support Tier 1 is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
7.4 million worldwide Technology
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DYING
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Outbound Customer Retention Agent
Administration // 2027-2032
TIER 2 VERIFY 82/100
DEATH SCORE 95/100
Outbound Customer Retention Agent is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
7.1 million worldwide Administration
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Hotel Front Desk Clerk
Hospitality // 2025-2030
TIER 3 VERIFY 67/100
DEATH SCORE 79/100
Hotel Front Desk Clerk is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
3.9 million worldwide Hospitality
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DYING
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Check-In Desk Agent
Logistics // 2029-2033
TIER 2 VERIFY 64/100
DEATH SCORE 89/100
Check-In Desk Agent is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
5.8 million worldwide Logistics
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DYING
VERIFIED FRAMEWORK
Boarding Gate Agent
Logistics // 2029-2032
TIER 2 VERIFY 64/100
DEATH SCORE 89/100
Boarding Gate Agent is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
5.3 million worldwide Logistics
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DYING
VERIFIED FRAMEWORK
Cinema Ticket Clerk
Logistics // 2026-2030
TIER 2 VERIFY 82/100
DEATH SCORE 78/100
Cinema Ticket Clerk is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
3.0 million worldwide Logistics
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DYING
VERIFIED FRAMEWORK
Museum Ticketing Clerk
Logistics // 2026-2029
TIER 2 VERIFY 82/100
DEATH SCORE 94/100
Museum Ticketing Clerk is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
4.5 million worldwide Logistics
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Photo Booth Attendant
Administration // 2025-2030
TIER 2 VERIFY 82/100
DEATH SCORE 92/100
Photo Booth Attendant is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
1.9 million worldwide Administration
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DYING
VERIFIED FRAMEWORK
Copy Shop Operator
Administration // 2027-2031
TIER 2 VERIFY 82/100
DEATH SCORE 79/100
Copy Shop Operator is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
600,000 worldwide Administration
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DYING
VERIFIED FRAMEWORK
Print Shop Counter Clerk
Administration // 2025-2027
TIER 2 VERIFY 82/100
DEATH SCORE 90/100
Print Shop Counter Clerk is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
400,000 worldwide Administration
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DYING
VERIFIED FRAMEWORK
Parcel Locker Support Agent
Logistics // 2025-2030
TIER 2 VERIFY 64/100
DEATH SCORE 89/100
Parcel Locker Support Agent is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
3.9 million worldwide Logistics
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DYING
VERIFIED FRAMEWORK
Inventory Control Clerk
Administration // 2026-2031
TIER 2 VERIFY 82/100
DEATH SCORE 89/100
Inventory Control Clerk is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
3.5 million worldwide Administration
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Warehouse Data Coordinator
Logistics // 2025-2028
TIER 2 VERIFY 64/100
DEATH SCORE 79/100
Warehouse Data Coordinator is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
4.9 million worldwide Logistics
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Procurement Expeditor
Logistics // 2026-2031
TIER 2 VERIFY 64/100
DEATH SCORE 87/100
Procurement Expeditor is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
7.5 million worldwide Logistics
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Order Entry Specialist
Administration // 2025-2029
TIER 2 VERIFY 82/100
DEATH SCORE 95/100
Order Entry Specialist is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
5.4 million worldwide Administration
READ ANALYSIS + DEBATE →
DYING
NEEDS MANUAL REVIEW
Medical Billing Clerk
Healthcare // 2027-2032
TIER 1 VERIFY 59/100
DEATH SCORE 89/100
Medical Billing Clerk is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
5.1 million worldwide Healthcare
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DYING
VERIFIED FRAMEWORK
Coding Assistant
Administration // 2027-2030
TIER 2 VERIFY 82/100
DEATH SCORE 91/100
Coding Assistant is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
2.1 million worldwide Administration
READ ANALYSIS + DEBATE →
DYING
NEEDS MANUAL REVIEW
Pharmacy Data Entry Technician
Healthcare // 2029-2033
TIER 1 VERIFY 59/100
DEATH SCORE 88/100
Pharmacy Data Entry Technician is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
1.8 million worldwide Healthcare
READ ANALYSIS + DEBATE →
DYING
NEEDS MANUAL REVIEW
Dental Receptionist
Healthcare // 2027-2032
TIER 1 VERIFY 59/100
DEATH SCORE 81/100
Dental Receptionist is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
3.1 million worldwide Healthcare
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Optical Receptionist
Administration // 2025-2028
TIER 2 VERIFY 82/100
DEATH SCORE 93/100
Optical Receptionist is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
6.9 million worldwide Administration
READ ANALYSIS + DEBATE →
DYING
NEEDS MANUAL REVIEW
Clinic Scheduling Clerk
Healthcare // 2028-2033
TIER 1 VERIFY 59/100
DEATH SCORE 78/100
Clinic Scheduling Clerk is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
6.7 million worldwide Healthcare
READ ANALYSIS + DEBATE →
DYING
NEEDS MANUAL REVIEW
Laboratory Results Clerk
Healthcare // 2028-2033
TIER 1 VERIFY 59/100
DEATH SCORE 85/100
Laboratory Results Clerk is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
700,000 worldwide Healthcare
READ ANALYSIS + DEBATE →
DYING
NEEDS MANUAL REVIEW
Radiology Booking Clerk
Healthcare // 2025-2030
TIER 1 VERIFY 59/100
DEATH SCORE 85/100
Radiology Booking Clerk is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
7.9 million worldwide Healthcare
READ ANALYSIS + DEBATE →
DYING
NEEDS MANUAL REVIEW
School Attendance Clerk
Education // 2026-2028
TIER 1 VERIFY 59/100
DEATH SCORE 86/100
School Attendance Clerk is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
8.0 million worldwide Education
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Exam Invigilator Scheduler
Administration // 2028-2031
TIER 2 VERIFY 82/100
DEATH SCORE 93/100
Exam Invigilator Scheduler is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
3.7 million worldwide Administration
READ ANALYSIS + DEBATE →
DYING
NEEDS MANUAL REVIEW
Admissions Processing Assistant
Education // 2025-2027
TIER 1 VERIFY 59/100
DEATH SCORE 92/100
Admissions Processing Assistant is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
2.4 million worldwide Education
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
University Registry Clerk
Technology // 2028-2033
TIER 3 VERIFY 85/100
DEATH SCORE 94/100
University Registry Clerk is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
2.7 million worldwide Technology
READ ANALYSIS + DEBATE →
DYING
NEEDS MANUAL REVIEW
Course Scheduling Assistant
Education // 2027-2031
TIER 1 VERIFY 59/100
DEATH SCORE 85/100
Course Scheduling Assistant is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
2.6 million worldwide Education
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Grant Application Screener
Public Services // 2029-2033
TIER 3 VERIFY 67/100
DEATH SCORE 82/100
Grant Application Screener is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
7.8 million worldwide Public Services
READ ANALYSIS + DEBATE →
DYING
NEEDS MANUAL REVIEW
Permit Processing Clerk
Legal // 2029-2034
TIER 1 VERIFY 59/100
DEATH SCORE 86/100
Permit Processing Clerk is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
6.3 million worldwide Legal
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Benefits Case Screener
Finance // 2028-2032
TIER 2 VERIFY 82/100
DEATH SCORE 83/100
Benefits Case Screener is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
6.2 million worldwide Finance
READ ANALYSIS + DEBATE →
DYING
NEEDS MANUAL REVIEW
Visa Application Clerk
Legal // 2025-2027
TIER 1 VERIFY 59/100
DEATH SCORE 95/100
Visa Application Clerk is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
4.4 million worldwide Legal
READ ANALYSIS + DEBATE →
DYING
NEEDS MANUAL REVIEW
Passport Processing Clerk
Legal // 2026-2031
TIER 1 VERIFY 59/100
DEATH SCORE 96/100
Passport Processing Clerk is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
3.5 million worldwide Legal
READ ANALYSIS + DEBATE →
DYING
NEEDS MANUAL REVIEW
Licensing Clerk
Legal // 2028-2032
TIER 1 VERIFY 59/100
DEATH SCORE 97/100
Licensing Clerk is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
8.2 million worldwide Legal
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Call Centre Trainer
Administration // 2028-2031
TIER 2 VERIFY 82/100
DEATH SCORE 98/100
Call Centre Trainer is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
3.7 million worldwide Administration
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Scripted Sales Agent
Administration // 2027-2031
TIER 2 VERIFY 82/100
DEATH SCORE 97/100
Scripted Sales Agent is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
4.6 million worldwide Administration
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Upsell Specialist
Administration // 2026-2031
TIER 2 VERIFY 82/100
DEATH SCORE 97/100
Upsell Specialist is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
5.5 million worldwide Administration
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Mystery Shopper Report Reviewer
Administration // 2029-2034
TIER 2 VERIFY 82/100
DEATH SCORE 81/100
Mystery Shopper Report Reviewer is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
2.3 million worldwide Administration
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Auction Listing Writer
Creative // 2026-2028
TIER 3 VERIFY 67/100
DEATH SCORE 78/100
Auction Listing Writer is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
8.0 million worldwide Creative
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Property Listing Coordinator
Administration // 2027-2030
TIER 2 VERIFY 82/100
DEATH SCORE 85/100
Property Listing Coordinator is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
2.1 million worldwide Administration
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Lead Generation Researcher
Administration // 2029-2031
TIER 2 VERIFY 82/100
DEATH SCORE 83/100
Lead Generation Researcher is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
4.8 million worldwide Administration
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Cold Email Copywriter
Creative // 2027-2032
TIER 3 VERIFY 67/100
DEATH SCORE 96/100
Cold Email Copywriter is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
7.1 million worldwide Creative
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Basic Social Media Scheduler
Administration // 2025-2030
TIER 2 VERIFY 82/100
DEATH SCORE 97/100
Basic Social Media Scheduler is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
3.9 million worldwide Administration
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Digital Ad Copy Tester
Administration // 2026-2029
TIER 2 VERIFY 82/100
DEATH SCORE 94/100
Digital Ad Copy Tester is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
500,000 worldwide Administration
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Moderation Queue Reviewer
Technology // 2025-2029
TIER 3 VERIFY 67/100
DEATH SCORE 87/100
Moderation Queue Reviewer is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
3.4 million worldwide Technology
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Translation Post-Editor
Administration // 2026-2030
TIER 2 VERIFY 82/100
DEATH SCORE 89/100
Translation Post-Editor is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
7.0 million worldwide Administration
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Localization QA Checker
Administration // 2026-2029
TIER 2 VERIFY 82/100
DEATH SCORE 94/100
Localization QA Checker is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
2.5 million worldwide Administration
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Simple Resume Screener
Administration // 2027-2031
TIER 2 VERIFY 82/100
DEATH SCORE 94/100
Simple Resume Screener is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
4.6 million worldwide Administration
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
CV Parsing Analyst
Administration // 2029-2034
TIER 2 VERIFY 64/100
DEATH SCORE 85/100
CV Parsing Analyst is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
6.3 million worldwide Administration
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Recruitment Sourcer
Administration // 2028-2030
TIER 2 VERIFY 82/100
DEATH SCORE 91/100
Recruitment Sourcer is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
5.2 million worldwide Administration
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Reference Check Coordinator
Administration // 2029-2033
TIER 2 VERIFY 82/100
DEATH SCORE 84/100
Reference Check Coordinator is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
1.8 million worldwide Administration
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Event Registration Clerk
Hospitality // 2029-2031
TIER 3 VERIFY 67/100
DEATH SCORE 96/100
Event Registration Clerk is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
4.8 million worldwide Hospitality
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Conference Booking Clerk
Administration // 2025-2027
TIER 2 VERIFY 82/100
DEATH SCORE 96/100
Conference Booking Clerk is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
6.4 million worldwide Administration
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Membership Administrator
Administration // 2025-2028
TIER 2 VERIFY 82/100
DEATH SCORE 79/100
Membership Administrator is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
4.9 million worldwide Administration
READ ANALYSIS + DEBATE →
DYING
VERIFIED FRAMEWORK
Subscription Renewal Agent
Administration // 2028-2033
TIER 2 VERIFY 82/100
DEATH SCORE 79/100
Subscription Renewal Agent is highly exposed because most of the work is screen-based, rule-bound, and measurable. Once employers can codify the workflow, AI and automation become cheaper than human labour.
6.7 million worldwide Administration
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Journalist Specialist
Creative // 2032-2040
TIER 3 VERIFY 67/100
DEATH SCORE 63/100
Journalist Specialist is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
5.5 million worldwide Creative
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Copywriter Specialist
Creative // 2028-2032
TIER 3 VERIFY 85/100
DEATH SCORE 44/100
Copywriter Specialist is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
200,000 worldwide Creative
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
PR Executive
Professional Services // 2029-2034
TIER 3 VERIFY 67/100
DEATH SCORE 73/100
PR Executive is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
3.6 million worldwide Professional Services
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Communications Officer
Professional Services // 2028-2032
TIER 3 VERIFY 67/100
DEATH SCORE 50/100
Communications Officer is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
4.0 million worldwide Professional Services
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Marketing Analyst
Professional Services // 2029-2034
TIER 3 VERIFY 85/100
DEATH SCORE 59/100
Marketing Analyst is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
4.5 million worldwide Professional Services
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Media Planner
Professional Services // 2029-2034
TIER 3 VERIFY 67/100
DEATH SCORE 67/100
Media Planner is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
2.4 million worldwide Professional Services
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Brand Strategist
Creative // 2031-2038
TIER 3 VERIFY 67/100
DEATH SCORE 50/100
Brand Strategist is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
3.0 million worldwide Creative
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Graphic Designer Specialist
Creative // 2030-2036
TIER 3 VERIFY 85/100
DEATH SCORE 66/100
Graphic Designer Specialist is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
800,000 worldwide Creative
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Illustrator Specialist
Creative // 2031-2038
TIER 3 VERIFY 67/100
DEATH SCORE 75/100
Illustrator Specialist is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
2.5 million worldwide Creative
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Animator Specialist
Creative // 2032-2040
TIER 3 VERIFY 67/100
DEATH SCORE 41/100
Animator Specialist is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
4.7 million worldwide Creative
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Video Editor Specialist
Creative // 2029-2034
TIER 3 VERIFY 67/100
DEATH SCORE 44/100
Video Editor Specialist is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
700,000 worldwide Creative
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Motion Graphics Designer
Creative // 2032-2040
TIER 3 VERIFY 85/100
DEATH SCORE 65/100
Motion Graphics Designer is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
2.2 million worldwide Creative
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Photographer Specialist
Creative // 2030-2036
TIER 3 VERIFY 67/100
DEATH SCORE 50/100
Photographer Specialist is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
1.2 million worldwide Creative
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Sound Designer
Creative // 2029-2034
TIER 3 VERIFY 85/100
DEATH SCORE 50/100
Sound Designer is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
3.2 million worldwide Creative
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Music Composer
Creative // 2028-2032
TIER 3 VERIFY 67/100
DEATH SCORE 60/100
Music Composer is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
4.8 million worldwide Creative
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Translator Specialist
Professional Services // 2031-2038
TIER 3 VERIFY 67/100
DEATH SCORE 38/100
Translator Specialist is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
4.2 million worldwide Professional Services
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Interpreter
Professional Services // 2030-2036
TIER 3 VERIFY 67/100
DEATH SCORE 50/100
Interpreter is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
1.2 million worldwide Professional Services
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Technical Writer
Creative // 2030-2036
TIER 3 VERIFY 85/100
DEATH SCORE 55/100
Technical Writer is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
5.4 million worldwide Creative
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS MANUAL REVIEW
Instructional Designer
Education // 2029-2034
TIER 1 VERIFY 77/100
DEATH SCORE 53/100
Instructional Designer is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
700,000 worldwide Education
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS MANUAL REVIEW
Curriculum Writer
Education // 2031-2038
TIER 1 VERIFY 77/100
DEATH SCORE 58/100
Curriculum Writer is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
2.1 million worldwide Education
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Archivist
Professional Services // 2028-2032
TIER 3 VERIFY 67/100
DEATH SCORE 62/100
Archivist is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
6.5 million worldwide Professional Services
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Historian
Professional Services // 2030-2036
TIER 3 VERIFY 67/100
DEATH SCORE 75/100
Historian is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
5.8 million worldwide Professional Services
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Research Assistant
Administration // 2030-2036
TIER 2 VERIFY 64/100
DEATH SCORE 41/100
Research Assistant is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
6.2 million worldwide Administration
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Policy Analyst
Professional Services // 2028-2032
TIER 3 VERIFY 85/100
DEATH SCORE 59/100
Policy Analyst is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
200,000 worldwide Professional Services
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Business Analyst
Professional Services // 2032-2040
TIER 3 VERIFY 85/100
DEATH SCORE 71/100
Business Analyst is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
6.0 million worldwide Professional Services
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Financial Analyst Specialist
Professional Services // 2028-2032
TIER 3 VERIFY 85/100
DEATH SCORE 46/100
Financial Analyst Specialist is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
3.1 million worldwide Professional Services
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Investment Analyst
Professional Services // 2029-2034
TIER 3 VERIFY 85/100
DEATH SCORE 75/100
Investment Analyst is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
6.5 million worldwide Professional Services
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Equity Research Associate
Professional Services // 2029-2034
TIER 3 VERIFY 67/100
DEATH SCORE 52/100
Equity Research Associate is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
3.6 million worldwide Professional Services
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Management Consultant Specialist
Professional Services // 2029-2034
TIER 3 VERIFY 67/100
DEATH SCORE 60/100
Management Consultant Specialist is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
5.3 million worldwide Professional Services
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Operations Analyst
Professional Services // 2029-2034
TIER 3 VERIFY 85/100
DEATH SCORE 46/100
Operations Analyst is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
4.9 million worldwide Professional Services
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Project Manager
Professional Services // 2031-2038
TIER 3 VERIFY 67/100
DEATH SCORE 39/100
Project Manager is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
6.3 million worldwide Professional Services
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Product Manager Specialist
Professional Services // 2032-2040
TIER 3 VERIFY 67/100
DEATH SCORE 67/100
Product Manager Specialist is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
1.4 million worldwide Professional Services
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
UX Designer Specialist
Creative // 2030-2036
TIER 3 VERIFY 85/100
DEATH SCORE 44/100
UX Designer Specialist is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
2.5 million worldwide Creative
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
UI Designer
Creative // 2029-2034
TIER 3 VERIFY 85/100
DEATH SCORE 63/100
UI Designer is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
2.8 million worldwide Creative
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Service Designer
Creative // 2031-2038
TIER 3 VERIFY 85/100
DEATH SCORE 65/100
Service Designer is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
4.2 million worldwide Creative
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Content Strategist
Creative // 2030-2036
TIER 3 VERIFY 67/100
DEATH SCORE 53/100
Content Strategist is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
3.7 million worldwide Creative
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
SEO Strategist
Creative // 2030-2036
TIER 3 VERIFY 67/100
DEATH SCORE 50/100
SEO Strategist is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
2.5 million worldwide Creative
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Community Manager
Creative // 2032-2040
TIER 3 VERIFY 67/100
DEATH SCORE 66/100
Community Manager is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
5.5 million worldwide Creative
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Recruiter Specialist
Professional Services // 2032-2040
TIER 3 VERIFY 67/100
DEATH SCORE 51/100
Recruiter Specialist is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
1.8 million worldwide Professional Services
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Talent Acquisition Partner
Professional Services // 2031-2038
TIER 3 VERIFY 67/100
DEATH SCORE 45/100
Talent Acquisition Partner is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
5.0 million worldwide Professional Services
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
HR Advisor
Professional Services // 2030-2036
TIER 3 VERIFY 67/100
DEATH SCORE 56/100
HR Advisor is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
1.2 million worldwide Professional Services
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Compensation Analyst
Professional Services // 2029-2034
TIER 3 VERIFY 85/100
DEATH SCORE 55/100
Compensation Analyst is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
6.1 million worldwide Professional Services
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Learning and Development Specialist
Professional Services // 2029-2034
TIER 3 VERIFY 67/100
DEATH SCORE 64/100
Learning and Development Specialist is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
7.4 million worldwide Professional Services
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Sales Executive
Professional Services // 2029-2034
TIER 3 VERIFY 67/100
DEATH SCORE 53/100
Sales Executive is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
5.7 million worldwide Professional Services
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Account Manager
Finance // 2028-2032
TIER 2 VERIFY 64/100
DEATH SCORE 41/100
Account Manager is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
5.2 million worldwide Finance
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Real Estate Agent
Professional Services // 2032-2040
TIER 3 VERIFY 67/100
DEATH SCORE 63/100
Real Estate Agent is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
500,000 worldwide Professional Services
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Estate Agent Specialist
Professional Services // 2032-2040
TIER 3 VERIFY 67/100
DEATH SCORE 65/100
Estate Agent Specialist is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
4.7 million worldwide Professional Services
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Insurance Broker Specialist
Finance // 2029-2034
TIER 2 VERIFY 64/100
DEATH SCORE 56/100
Insurance Broker Specialist is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
5.7 million worldwide Finance
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Mortgage Adviser
Finance // 2029-2034
TIER 2 VERIFY 64/100
DEATH SCORE 56/100
Mortgage Adviser is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
1.9 million worldwide Finance
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Personal Banker
Finance // 2028-2032
TIER 2 VERIFY 64/100
DEATH SCORE 44/100
Personal Banker is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
2.7 million worldwide Finance
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Accountant Specialist
Finance // 2029-2034
TIER 2 VERIFY 64/100
DEATH SCORE 58/100
Accountant Specialist is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
7.4 million worldwide Finance
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Auditor
Finance // 2028-2032
TIER 2 VERIFY 64/100
DEATH SCORE 67/100
Auditor is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
600,000 worldwide Finance
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Tax Adviser
Finance // 2032-2040
TIER 2 VERIFY 64/100
DEATH SCORE 75/100
Tax Adviser is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
6.8 million worldwide Finance
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Bookkeeper Supervisor
Professional Services // 2031-2038
TIER 3 VERIFY 67/100
DEATH SCORE 69/100
Bookkeeper Supervisor is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
3.8 million worldwide Professional Services
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Claims Adjuster
Finance // 2029-2034
TIER 2 VERIFY 64/100
DEATH SCORE 49/100
Claims Adjuster is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
1.1 million worldwide Finance
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Underwriter
Finance // 2028-2032
TIER 2 VERIFY 82/100
DEATH SCORE 64/100
Underwriter is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
4.4 million worldwide Finance
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Risk Analyst
Finance // 2032-2040
TIER 2 VERIFY 82/100
DEATH SCORE 54/100
Risk Analyst is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
500,000 worldwide Finance
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS MANUAL REVIEW
Compliance Officer Specialist
Legal // 2031-2038
TIER 1 VERIFY 77/100
DEATH SCORE 74/100
Compliance Officer Specialist is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
500,000 worldwide Legal
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Fraud Investigator
Finance // 2032-2040
TIER 2 VERIFY 64/100
DEATH SCORE 43/100
Fraud Investigator is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
3.9 million worldwide Finance
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Procurement Manager
Logistics // 2032-2040
TIER 2 VERIFY 64/100
DEATH SCORE 69/100
Procurement Manager is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
3.0 million worldwide Logistics
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Buyer
Logistics // 2032-2040
TIER 2 VERIFY 64/100
DEATH SCORE 76/100
Buyer is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
3.9 million worldwide Logistics
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Supply Chain Planner
Logistics // 2032-2040
TIER 2 VERIFY 64/100
DEATH SCORE 41/100
Supply Chain Planner is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
2.2 million worldwide Logistics
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Logistics Analyst
Technology // 2029-2034
TIER 3 VERIFY 85/100
DEATH SCORE 61/100
Logistics Analyst is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
6.1 million worldwide Technology
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Customs Broker
Logistics // 2029-2034
TIER 2 VERIFY 64/100
DEATH SCORE 44/100
Customs Broker is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
5.7 million worldwide Logistics
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Dispatcher
Logistics // 2030-2036
TIER 2 VERIFY 64/100
DEATH SCORE 55/100
Dispatcher is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
5.4 million worldwide Logistics
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Travel Consultant
Logistics // 2030-2036
TIER 2 VERIFY 64/100
DEATH SCORE 65/100
Travel Consultant is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
6.2 million worldwide Logistics
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Tour Operator
Administration // 2031-2038
TIER 2 VERIFY 64/100
DEATH SCORE 45/100
Tour Operator is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
6.3 million worldwide Administration
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Event Planner Specialist
Hospitality // 2028-2032
TIER 3 VERIFY 67/100
DEATH SCORE 41/100
Event Planner Specialist is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
2.7 million worldwide Hospitality
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Wedding Planner
Hospitality // 2031-2038
TIER 3 VERIFY 67/100
DEATH SCORE 74/100
Wedding Planner is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
1.7 million worldwide Hospitality
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Hotel Revenue Manager
Hospitality // 2028-2032
TIER 3 VERIFY 67/100
DEATH SCORE 54/100
Hotel Revenue Manager is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
7.3 million worldwide Hospitality
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Chef Specialist
Hospitality // 2032-2040
TIER 3 VERIFY 67/100
DEATH SCORE 75/100
Chef Specialist is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
4.3 million worldwide Hospitality
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Restaurant Manager
Hospitality // 2031-2038
TIER 3 VERIFY 67/100
DEATH SCORE 42/100
Restaurant Manager is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
3.8 million worldwide Hospitality
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Sommelier Specialist
Hospitality // 2030-2036
TIER 3 VERIFY 67/100
DEATH SCORE 66/100
Sommelier Specialist is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
4.5 million worldwide Hospitality
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Personal Trainer Specialist
Professional Services // 2031-2038
TIER 3 VERIFY 67/100
DEATH SCORE 39/100
Personal Trainer Specialist is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
6.3 million worldwide Professional Services
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Fitness Coach
Professional Services // 2030-2036
TIER 3 VERIFY 67/100
DEATH SCORE 72/100
Fitness Coach is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
4.5 million worldwide Professional Services
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS MANUAL REVIEW
Dietitian
Healthcare // 2028-2032
TIER 1 VERIFY 59/100
DEATH SCORE 59/100
Dietitian is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
200,000 worldwide Healthcare
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS MANUAL REVIEW
Physiotherapist Specialist
Healthcare // 2029-2034
TIER 1 VERIFY 59/100
DEATH SCORE 71/100
Physiotherapist Specialist is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
700,000 worldwide Healthcare
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS MANUAL REVIEW
Occupational Therapist Specialist
Healthcare // 2031-2038
TIER 1 VERIFY 59/100
DEATH SCORE 48/100
Occupational Therapist Specialist is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
3.8 million worldwide Healthcare
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Radiographer
Professional Services // 2029-2034
TIER 3 VERIFY 67/100
DEATH SCORE 55/100
Radiographer is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
4.9 million worldwide Professional Services
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS MANUAL REVIEW
Pharmacist Specialist
Healthcare // 2029-2034
TIER 1 VERIFY 59/100
DEATH SCORE 73/100
Pharmacist Specialist is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
7.4 million worldwide Healthcare
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS MANUAL REVIEW
Optometrist Specialist
Healthcare // 2030-2036
TIER 1 VERIFY 59/100
DEATH SCORE 42/100
Optometrist Specialist is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
7.0 million worldwide Healthcare
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS MANUAL REVIEW
Dental Hygienist
Healthcare // 2029-2034
TIER 1 VERIFY 59/100
DEATH SCORE 60/100
Dental Hygienist is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
2.8 million worldwide Healthcare
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS MANUAL REVIEW
Veterinary Nurse
Healthcare // 2031-2038
TIER 1 VERIFY 59/100
DEATH SCORE 58/100
Veterinary Nurse is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
4.6 million worldwide Healthcare
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS MANUAL REVIEW
Laboratory Scientist
Healthcare // 2031-2038
TIER 1 VERIFY 59/100
DEATH SCORE 53/100
Laboratory Scientist is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
4.2 million worldwide Healthcare
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Forensic Scientist Specialist
Professional Services // 2030-2036
TIER 3 VERIFY 67/100
DEATH SCORE 63/100
Forensic Scientist Specialist is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
4.5 million worldwide Professional Services
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Quality Assurance Analyst
Technology // 2029-2034
TIER 3 VERIFY 85/100
DEATH SCORE 54/100
Quality Assurance Analyst is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
6.5 million worldwide Technology
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Cybersecurity Analyst Specialist
Technology // 2028-2032
TIER 3 VERIFY 85/100
DEATH SCORE 63/100
Cybersecurity Analyst Specialist is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
3.5 million worldwide Technology
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
SOC Analyst
Technology // 2028-2032
TIER 3 VERIFY 85/100
DEATH SCORE 75/100
SOC Analyst is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
1.0 million worldwide Technology
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS MANUAL REVIEW
Network Engineer Specialist
Technology // 2029-2034
TIER 1 VERIFY 59/100
DEATH SCORE 47/100
Network Engineer Specialist is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
5.7 million worldwide Technology
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Cloud Administrator
Technology // 2032-2040
TIER 3 VERIFY 67/100
DEATH SCORE 52/100
Cloud Administrator is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
6.4 million worldwide Technology
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Systems Administrator
Technology // 2032-2040
TIER 3 VERIFY 67/100
DEATH SCORE 46/100
Systems Administrator is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
6.4 million worldwide Technology
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Software Developer
Technology // 2028-2032
TIER 3 VERIFY 67/100
DEATH SCORE 66/100
Software Developer is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
4.8 million worldwide Technology
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Web Developer
Technology // 2030-2036
TIER 3 VERIFY 67/100
DEATH SCORE 38/100
Web Developer is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
1.2 million worldwide Technology
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Game Designer Specialist
Creative // 2030-2036
TIER 3 VERIFY 85/100
DEATH SCORE 73/100
Game Designer Specialist is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
400,000 worldwide Creative
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Game Writer
Creative // 2029-2034
TIER 3 VERIFY 85/100
DEATH SCORE 41/100
Game Writer is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
5.7 million worldwide Creative
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Data Analyst
Technology // 2029-2034
TIER 3 VERIFY 85/100
DEATH SCORE 62/100
Data Analyst is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
5.7 million worldwide Technology
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Data Scientist Specialist
Technology // 2029-2034
TIER 3 VERIFY 67/100
DEATH SCORE 68/100
Data Scientist Specialist is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
1.9 million worldwide Technology
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
BI Analyst
Technology // 2032-2040
TIER 3 VERIFY 85/100
DEATH SCORE 43/100
BI Analyst is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
3.9 million worldwide Technology
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
GIS Analyst
Technology // 2031-2038
TIER 3 VERIFY 85/100
DEATH SCORE 43/100
GIS Analyst is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
4.6 million worldwide Technology
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Cartographer
Technology // 2029-2034
TIER 3 VERIFY 67/100
DEATH SCORE 74/100
Cartographer is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
700,000 worldwide Technology
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS MANUAL REVIEW
Teacher
Education // 2028-2032
TIER 1 VERIFY 77/100
DEATH SCORE 44/100
Teacher is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
4.0 million worldwide Education
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS MANUAL REVIEW
Lecturer
Education // 2032-2040
TIER 1 VERIFY 77/100
DEATH SCORE 74/100
Lecturer is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
3.5 million worldwide Education
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS MANUAL REVIEW
Tutor
Education // 2032-2040
TIER 1 VERIFY 77/100
DEATH SCORE 72/100
Tutor is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
6.8 million worldwide Education
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS MANUAL REVIEW
Librarian Specialist
Education // 2029-2034
TIER 1 VERIFY 77/100
DEATH SCORE 43/100
Librarian Specialist is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
2.4 million worldwide Education
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Museum Curator Specialist
Professional Services // 2030-2036
TIER 3 VERIFY 67/100
DEATH SCORE 72/100
Museum Curator Specialist is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
2.0 million worldwide Professional Services
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Conservator
Professional Services // 2032-2040
TIER 3 VERIFY 67/100
DEATH SCORE 41/100
Conservator is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
2.2 million worldwide Professional Services
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Urban Planner
Professional Services // 2029-2034
TIER 3 VERIFY 67/100
DEATH SCORE 67/100
Urban Planner is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
6.1 million worldwide Professional Services
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Architect Specialist
Professional Services // 2031-2038
TIER 3 VERIFY 67/100
DEATH SCORE 63/100
Architect Specialist is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
7.5 million worldwide Professional Services
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Interior Designer Specialist
Creative // 2032-2040
TIER 3 VERIFY 85/100
DEATH SCORE 43/100
Interior Designer Specialist is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
3.9 million worldwide Creative
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Landscape Architect
Professional Services // 2029-2034
TIER 3 VERIFY 67/100
DEATH SCORE 76/100
Landscape Architect is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
3.6 million worldwide Professional Services
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS MANUAL REVIEW
Legal Executive Specialist
Legal // 2031-2038
TIER 1 VERIFY 77/100
DEATH SCORE 44/100
Legal Executive Specialist is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
4.2 million worldwide Legal
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS MANUAL REVIEW
Paralegal Specialist
Legal // 2031-2038
TIER 1 VERIFY 77/100
DEATH SCORE 46/100
Paralegal Specialist is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
7.1 million worldwide Legal
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS MANUAL REVIEW
Solicitor
Legal // 2031-2038
TIER 1 VERIFY 77/100
DEATH SCORE 43/100
Solicitor is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
3.4 million worldwide Legal
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS MANUAL REVIEW
Barrister Specialist
Legal // 2031-2038
TIER 1 VERIFY 77/100
DEATH SCORE 41/100
Barrister Specialist is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
6.7 million worldwide Legal
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS MANUAL REVIEW
Mediator Specialist
Legal // 2031-2038
TIER 1 VERIFY 77/100
DEATH SCORE 39/100
Mediator Specialist is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
1.3 million worldwide Legal
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS MANUAL REVIEW
Court Clerk
Legal // 2030-2036
TIER 1 VERIFY 77/100
DEATH SCORE 51/100
Court Clerk is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
7.0 million worldwide Legal
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Police Detective
Public Services // 2030-2036
TIER 3 VERIFY 67/100
DEATH SCORE 59/100
Police Detective is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
1.2 million worldwide Public Services
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Intelligence Analyst Specialist
Professional Services // 2031-2038
TIER 3 VERIFY 85/100
DEATH SCORE 70/100
Intelligence Analyst Specialist is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
4.6 million worldwide Professional Services
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Criminologist
Technology // 2029-2034
TIER 3 VERIFY 67/100
DEATH SCORE 42/100
Criminologist is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
4.0 million worldwide Technology
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Case Manager
Professional Services // 2032-2040
TIER 3 VERIFY 67/100
DEATH SCORE 58/100
Case Manager is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
6.4 million worldwide Professional Services
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS MANUAL REVIEW
Social Worker Specialist
Professional Services // 2029-2034
TIER 1 VERIFY 59/100
DEATH SCORE 47/100
Social Worker Specialist is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
5.7 million worldwide Professional Services
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Probation Officer Specialist
Public Services // 2029-2034
TIER 3 VERIFY 67/100
DEATH SCORE 42/100
Probation Officer Specialist is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
300,000 worldwide Public Services
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Fundraiser
Public Services // 2031-2038
TIER 3 VERIFY 67/100
DEATH SCORE 42/100
Fundraiser is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
2.5 million worldwide Public Services
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
NGO Programme Officer
Public Services // 2030-2036
TIER 3 VERIFY 67/100
DEATH SCORE 53/100
NGO Programme Officer is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
6.2 million worldwide Public Services
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Diplomat Specialist
Public Services // 2032-2040
TIER 3 VERIFY 67/100
DEATH SCORE 67/100
Diplomat Specialist is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
1.4 million worldwide Public Services
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Foreign Affairs Analyst
Public Services // 2031-2038
TIER 3 VERIFY 85/100
DEATH SCORE 40/100
Foreign Affairs Analyst is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
2.1 million worldwide Public Services
READ ANALYSIS + DEBATE →
CONTESTED
NEEDS MANUAL REVIEW
Air Traffic Controller Specialist
Logistics // 2028-2032
TIER 1 VERIFY 59/100
DEATH SCORE 44/100
Air Traffic Controller Specialist is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
6.5 million worldwide Logistics
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Flight Dispatcher
Logistics // 2030-2036
TIER 2 VERIFY 64/100
DEATH SCORE 62/100
Flight Dispatcher is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
7.5 million worldwide Logistics
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Meteorologist
Technology // 2032-2040
TIER 3 VERIFY 67/100
DEATH SCORE 68/100
Meteorologist is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
3.5 million worldwide Technology
READ ANALYSIS + DEBATE →
CONTESTED
VERIFIED FRAMEWORK
Agronomist
Agriculture // 2030-2036
TIER 3 VERIFY 67/100
DEATH SCORE 68/100
Agronomist is neither safe nor doomed. AI can absorb meaningful chunks of the workflow, but parts of the role still depend on judgment, trust, accountability, or embodied context.
6.2 million worldwide Agriculture
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Plasterer Specialist
Trades // 2038-2045 pressure on edges
TIER 3 VERIFY 86/100
DEATH SCORE 24/100
Plasterer Specialist remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
1.5 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Bricklayer
Trades // 2038-2045 pressure on edges
TIER 3 VERIFY 86/100
DEATH SCORE 22/100
Bricklayer remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
6.7 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Stonemason
Trades // 2038-2045 pressure on edges
TIER 3 VERIFY 86/100
DEATH SCORE 21/100
Stonemason remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
1.3 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Roofer Specialist
Trades // Safe beyond 2045
TIER 3 VERIFY 86/100
DEATH SCORE 14/100
Roofer Specialist remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
6.2 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Scaffolder Specialist
Trades // Safe beyond 2045
TIER 3 VERIFY 86/100
DEATH SCORE 13/100
Scaffolder Specialist remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
6.1 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Tiler Specialist
Trades // 2038-2045 pressure on edges
TIER 3 VERIFY 86/100
DEATH SCORE 19/100
Tiler Specialist remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
6.5 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Floor Layer Specialist
Trades // 2038-2045 pressure on edges
TIER 3 VERIFY 86/100
DEATH SCORE 16/100
Floor Layer Specialist remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
6.3 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Carpenter Specialist
Trades // 2038-2045 pressure on edges
TIER 3 VERIFY 86/100
DEATH SCORE 28/100
Carpenter Specialist remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
1.8 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Joiner
Trades // 2038-2045 pressure on edges
TIER 3 VERIFY 86/100
DEATH SCORE 19/100
Joiner remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
3.0 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Cabinet Maker
Trades // Safe beyond 2045
TIER 3 VERIFY 86/100
DEATH SCORE 14/100
Cabinet Maker remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
6.2 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Glazier
Trades // 2038-2045 pressure on edges
TIER 3 VERIFY 86/100
DEATH SCORE 17/100
Glazier remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
4.6 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Window Installer
Trades // Safe beyond 2045
TIER 3 VERIFY 86/100
DEATH SCORE 7/100
Window Installer remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
3.9 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Painter and Decorator
Trades // Safe beyond 2045
TIER 3 VERIFY 86/100
DEATH SCORE 4/100
Painter and Decorator remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
3.7 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Dryliner
Trades // Safe beyond 2045
TIER 3 VERIFY 86/100
DEATH SCORE 8/100
Dryliner remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
4.0 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Insulation Installer
Trades // Safe beyond 2045
TIER 3 VERIFY 86/100
DEATH SCORE 12/100
Insulation Installer remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
4.2 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Steel Erector
Trades // Safe beyond 2045
TIER 3 VERIFY 86/100
DEATH SCORE 13/100
Steel Erector remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
6.1 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Plant Operator
Administration // 2038-2045 pressure on edges
TIER 2 VERIFY 65/100
DEATH SCORE 21/100
Plant Operator remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
3.1 million worldwide Administration
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Groundworker
Trades // 2038-2045 pressure on edges
TIER 3 VERIFY 86/100
DEATH SCORE 23/100
Groundworker remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
5.0 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Demolition Worker
Trades // 2038-2045 pressure on edges
TIER 3 VERIFY 86/100
DEATH SCORE 22/100
Demolition Worker remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
1.4 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Paving Contractor
Legal // Safe beyond 2045
TIER 1 VERIFY 60/100
DEATH SCORE 6/100
Paving Contractor remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
200,000 worldwide Legal
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Road Maintenance Worker
Trades // 2038-2045 pressure on edges
TIER 3 VERIFY 86/100
DEATH SCORE 16/100
Road Maintenance Worker remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
2.7 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Drainage Engineer
Trades // 2038-2045 pressure on edges
TIER 1 VERIFY 78/100
DEATH SCORE 24/100
Drainage Engineer remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
3.3 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Sewer Technician
Trades // Safe beyond 2045
TIER 3 VERIFY 86/100
DEATH SCORE 9/100
Sewer Technician remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
2.2 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Electrician Specialist
Trades // Safe beyond 2045
TIER 3 VERIFY 86/100
DEATH SCORE 8/100
Electrician Specialist remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
2.2 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Linesperson
Trades // 2038-2045 pressure on edges
TIER 3 VERIFY 86/100
DEATH SCORE 17/100
Linesperson remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
2.8 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Solar Panel Installer
Trades // Safe beyond 2045
TIER 3 VERIFY 86/100
DEATH SCORE 8/100
Solar Panel Installer remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
400,000 worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Wind Turbine Technician
Trades // 2038-2045 pressure on edges
TIER 3 VERIFY 86/100
DEATH SCORE 23/100
Wind Turbine Technician remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
6.8 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Heat Pump Installer
Trades // Safe beyond 2045
TIER 3 VERIFY 86/100
DEATH SCORE 8/100
Heat Pump Installer remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
4.0 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Boilermaker
Trades // 2038-2045 pressure on edges
TIER 3 VERIFY 86/100
DEATH SCORE 16/100
Boilermaker remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
1.0 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Pipefitter
Trades // 2038-2045 pressure on edges
TIER 3 VERIFY 86/100
DEATH SCORE 17/100
Pipefitter remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
2.8 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Welder Specialist
Trades // 2038-2045 pressure on edges
TIER 3 VERIFY 86/100
DEATH SCORE 20/100
Welder Specialist remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
6.6 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Fabricator
Trades // 2038-2045 pressure on edges
TIER 3 VERIFY 86/100
DEATH SCORE 28/100
Fabricator remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
5.4 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Blacksmith
Trades // 2038-2045 pressure on edges
TIER 3 VERIFY 86/100
DEATH SCORE 23/100
Blacksmith remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
5.0 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Machinist
Trades // 2038-2045 pressure on edges
TIER 3 VERIFY 86/100
DEATH SCORE 15/100
Machinist remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
4.5 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
CNC Maintenance Technician
Trades // 2038-2045 pressure on edges
TIER 3 VERIFY 86/100
DEATH SCORE 28/100
CNC Maintenance Technician remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
5.4 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Motor Mechanic
Trades // 2038-2045 pressure on edges
TIER 3 VERIFY 86/100
DEATH SCORE 17/100
Motor Mechanic remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
6.4 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Diesel Mechanic
Trades // 2038-2045 pressure on edges
TIER 3 VERIFY 86/100
DEATH SCORE 27/100
Diesel Mechanic remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
1.7 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Heavy Equipment Mechanic
Trades // 2038-2045 pressure on edges
TIER 3 VERIFY 86/100
DEATH SCORE 22/100
Heavy Equipment Mechanic remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
5.0 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Tyre Technician
Trades // Safe beyond 2045
TIER 3 VERIFY 86/100
DEATH SCORE 11/100
Tyre Technician remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
4.2 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Bodyshop Repair Technician
Trades // Safe beyond 2045
TIER 3 VERIFY 86/100
DEATH SCORE 13/100
Bodyshop Repair Technician remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
2.5 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Vehicle Recovery Operator
Trades // Safe beyond 2045
TIER 3 VERIFY 86/100
DEATH SCORE 4/100
Vehicle Recovery Operator remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
1.9 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Boat Builder Specialist
Trades // Safe beyond 2045
TIER 3 VERIFY 86/100
DEATH SCORE 9/100
Boat Builder Specialist remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
4.0 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Marine Engineer
Trades // 2038-2045 pressure on edges
TIER 1 VERIFY 78/100
DEATH SCORE 18/100
Marine Engineer remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
6.5 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Shipwright
Trades // Safe beyond 2045
TIER 3 VERIFY 86/100
DEATH SCORE 9/100
Shipwright remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
2.2 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Fisher
Agriculture // 2038-2045 pressure on edges
TIER 3 VERIFY 86/100
DEATH SCORE 28/100
Fisher remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
1.8 million worldwide Agriculture
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Diver
Trades // Safe beyond 2045
TIER 3 VERIFY 86/100
DEATH SCORE 5/100
Diver remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
2.0 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Offshore Rigger
Trades // Safe beyond 2045
TIER 3 VERIFY 86/100
DEATH SCORE 10/100
Offshore Rigger remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
5.9 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Crane Operator
Administration // 2038-2045 pressure on edges
TIER 2 VERIFY 65/100
DEATH SCORE 16/100
Crane Operator remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
1.0 million worldwide Administration
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Lift Engineer
Trades // Safe beyond 2045
TIER 1 VERIFY 78/100
DEATH SCORE 11/100
Lift Engineer remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
6.0 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Locksmith
Trades // Safe beyond 2045
TIER 3 VERIFY 86/100
DEATH SCORE 12/100
Locksmith remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
4.2 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Firefighter Specialist
Public Services // 2038-2045 pressure on edges
TIER 3 VERIFY 68/100
DEATH SCORE 23/100
Firefighter Specialist remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
1.5 million worldwide Public Services
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Paramedic Specialist
Healthcare // 2038-2045 pressure on edges
TIER 1 VERIFY 78/100
DEATH SCORE 19/100
Paramedic Specialist remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
6.5 million worldwide Healthcare
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Emergency Medical Technician
Healthcare // 2038-2045 pressure on edges
TIER 1 VERIFY 78/100
DEATH SCORE 23/100
Emergency Medical Technician remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
6.8 million worldwide Healthcare
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Nurse Specialist
Healthcare // 2038-2045 pressure on edges
TIER 1 VERIFY 78/100
DEATH SCORE 25/100
Nurse Specialist remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
1.6 million worldwide Healthcare
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Midwife Specialist
Healthcare // Safe beyond 2045
TIER 1 VERIFY 78/100
DEATH SCORE 11/100
Midwife Specialist remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
2.4 million worldwide Healthcare
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Healthcare Assistant
Healthcare // 2038-2045 pressure on edges
TIER 1 VERIFY 78/100
DEATH SCORE 19/100
Healthcare Assistant remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
3.0 million worldwide Healthcare
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Care Worker Specialist
Healthcare // Safe beyond 2045
TIER 1 VERIFY 78/100
DEATH SCORE 10/100
Care Worker Specialist remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
4.1 million worldwide Healthcare
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Occupational Care Assistant
Healthcare // Safe beyond 2045
TIER 1 VERIFY 78/100
DEATH SCORE 5/100
Occupational Care Assistant remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
2.0 million worldwide Healthcare
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Mental Health Support Worker
Healthcare // Safe beyond 2045
TIER 1 VERIFY 78/100
DEATH SCORE 9/100
Mental Health Support Worker remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
2.2 million worldwide Healthcare
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Speech and Language Therapist
Healthcare // Safe beyond 2045
TIER 1 VERIFY 78/100
DEATH SCORE 11/100
Speech and Language Therapist remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
6.0 million worldwide Healthcare
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Early Years Practitioner
Education // 2038-2045 pressure on edges
TIER 1 VERIFY 60/100
DEATH SCORE 20/100
Early Years Practitioner remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
6.6 million worldwide Education
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Nursery Worker
Healthcare // Safe beyond 2045
TIER 1 VERIFY 78/100
DEATH SCORE 7/100
Nursery Worker remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
2.1 million worldwide Healthcare
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Primary Teacher
Education // 2038-2045 pressure on edges
TIER 1 VERIFY 60/100
DEATH SCORE 18/100
Primary Teacher remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
1.1 million worldwide Education
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Special Education Teacher Specialist
Education // 2038-2045 pressure on edges
TIER 1 VERIFY 60/100
DEATH SCORE 27/100
Special Education Teacher Specialist remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
1.7 million worldwide Education
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Classroom Assistant
Education // 2038-2045 pressure on edges
TIER 1 VERIFY 60/100
DEATH SCORE 17/100
Classroom Assistant remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
6.4 million worldwide Education
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Youth Worker Specialist
Education // 2038-2045 pressure on edges
TIER 1 VERIFY 60/100
DEATH SCORE 25/100
Youth Worker Specialist remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
1.6 million worldwide Education
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Pastor
Trades // Safe beyond 2045
TIER 3 VERIFY 86/100
DEATH SCORE 14/100
Pastor remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
6.2 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Priest
Trades // Safe beyond 2045
TIER 3 VERIFY 86/100
DEATH SCORE 12/100
Priest remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
4.2 million worldwide Trades
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SURVIVING
VERIFIED FRAMEWORK
Imam
Trades // Safe beyond 2045
TIER 3 VERIFY 86/100
DEATH SCORE 5/100
Imam remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
2.0 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Funeral Director Specialist
Healthcare // 2038-2045 pressure on edges
TIER 1 VERIFY 78/100
DEATH SCORE 23/100
Funeral Director Specialist remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
1.5 million worldwide Healthcare
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Mortician
Healthcare // Safe beyond 2045
TIER 1 VERIFY 78/100
DEATH SCORE 8/100
Mortician remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
2.2 million worldwide Healthcare
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Counsellor
Healthcare // Safe beyond 2045
TIER 1 VERIFY 78/100
DEATH SCORE 7/100
Counsellor remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
2.1 million worldwide Healthcare
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Psychotherapist Specialist
Healthcare // 2038-2045 pressure on edges
TIER 1 VERIFY 78/100
DEATH SCORE 28/100
Psychotherapist Specialist remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
3.6 million worldwide Healthcare
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Mediator Facilitator
Legal // Safe beyond 2045
TIER 1 VERIFY 60/100
DEATH SCORE 7/100
Mediator Facilitator remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
5.7 million worldwide Legal
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Community Development Worker Specialist
Public Services // Safe beyond 2045
TIER 3 VERIFY 68/100
DEATH SCORE 11/100
Community Development Worker Specialist remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
6.0 million worldwide Public Services
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Probation Support Worker
Public Services // Safe beyond 2045
TIER 3 VERIFY 68/100
DEATH SCORE 5/100
Probation Support Worker remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
200,000 worldwide Public Services
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Police Officer Specialist
Public Services // 2038-2045 pressure on edges
TIER 3 VERIFY 68/100
DEATH SCORE 16/100
Police Officer Specialist remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
6.3 million worldwide Public Services
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Prison Officer Specialist
Public Services // Safe beyond 2045
TIER 3 VERIFY 68/100
DEATH SCORE 8/100
Prison Officer Specialist remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
2.2 million worldwide Public Services
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Border Officer
Public Services // Safe beyond 2045
TIER 3 VERIFY 68/100
DEATH SCORE 11/100
Border Officer remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
6.0 million worldwide Public Services
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Customs Inspector
Logistics // 2038-2045 pressure on edges
TIER 2 VERIFY 65/100
DEATH SCORE 27/100
Customs Inspector remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
7.1 million worldwide Logistics
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Farmer Specialist
Agriculture // Safe beyond 2045
TIER 3 VERIFY 86/100
DEATH SCORE 4/100
Farmer Specialist remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
3.7 million worldwide Agriculture
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Shepherd
Agriculture // 2038-2045 pressure on edges
TIER 3 VERIFY 86/100
DEATH SCORE 26/100
Shepherd remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
5.2 million worldwide Agriculture
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Arborist
Agriculture // 2038-2045 pressure on edges
TIER 3 VERIFY 86/100
DEATH SCORE 18/100
Arborist remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
4.7 million worldwide Agriculture
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Forester Specialist
Agriculture // Safe beyond 2045
TIER 3 VERIFY 86/100
DEATH SCORE 4/100
Forester Specialist remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
100,000 worldwide Agriculture
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SURVIVING
VERIFIED FRAMEWORK
Conservation Ranger
Agriculture // 2038-2045 pressure on edges
TIER 3 VERIFY 86/100
DEATH SCORE 15/100
Conservation Ranger remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
4.5 million worldwide Agriculture
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Park Ranger
Agriculture // 2038-2045 pressure on edges
TIER 3 VERIFY 86/100
DEATH SCORE 18/100
Park Ranger remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
1.1 million worldwide Agriculture
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Wildlife Rehabilitator
Agriculture // Safe beyond 2045
TIER 3 VERIFY 86/100
DEATH SCORE 10/100
Wildlife Rehabilitator remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
4.1 million worldwide Agriculture
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Groundskeeper
Agriculture // 2038-2045 pressure on edges
TIER 3 VERIFY 86/100
DEATH SCORE 18/100
Groundskeeper remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
6.5 million worldwide Agriculture
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Gardener
Agriculture // 2038-2045 pressure on edges
TIER 3 VERIFY 86/100
DEATH SCORE 19/100
Gardener remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
1.2 million worldwide Agriculture
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Landscape Gardener Specialist
Agriculture // 2038-2045 pressure on edges
TIER 3 VERIFY 86/100
DEATH SCORE 22/100
Landscape Gardener Specialist remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
5.0 million worldwide Agriculture
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Housekeeper
Hospitality // Safe beyond 2045
TIER 3 VERIFY 86/100
DEATH SCORE 9/100
Housekeeper remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
4.0 million worldwide Hospitality
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Cleaner
Hospitality // 2038-2045 pressure on edges
TIER 3 VERIFY 86/100
DEATH SCORE 19/100
Cleaner remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
6.5 million worldwide Hospitality
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Window Cleaner
Hospitality // 2038-2045 pressure on edges
TIER 3 VERIFY 86/100
DEATH SCORE 27/100
Window Cleaner remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
1.7 million worldwide Hospitality
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Pest Control Technician
Trades // 2038-2045 pressure on edges
TIER 3 VERIFY 86/100
DEATH SCORE 19/100
Pest Control Technician remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
1.2 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Security Guard Specialist
Public Services // 2038-2045 pressure on edges
TIER 3 VERIFY 68/100
DEATH SCORE 25/100
Security Guard Specialist remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
5.2 million worldwide Public Services
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Door Supervisor
Public Services // 2038-2045 pressure on edges
TIER 3 VERIFY 68/100
DEATH SCORE 26/100
Door Supervisor remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
3.5 million worldwide Public Services
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Lifeguard
Hospitality // 2038-2045 pressure on edges
TIER 3 VERIFY 86/100
DEATH SCORE 28/100
Lifeguard remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
3.6 million worldwide Hospitality
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Swimming Instructor
Hospitality // Safe beyond 2045
TIER 3 VERIFY 86/100
DEATH SCORE 14/100
Swimming Instructor remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
2.6 million worldwide Hospitality
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Sports Coach Specialist
Trades // 2038-2045 pressure on edges
TIER 3 VERIFY 86/100
DEATH SCORE 20/100
Sports Coach Specialist remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
3.0 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Referee
Trades // Safe beyond 2045
TIER 3 VERIFY 86/100
DEATH SCORE 11/100
Referee remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
4.2 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Stagehand
Creative // 2038-2045 pressure on edges
TIER 3 VERIFY 68/100
DEATH SCORE 24/100
Stagehand remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
6.9 million worldwide Creative
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SURVIVING
VERIFIED FRAMEWORK
Lighting Technician
Creative // Safe beyond 2045
TIER 3 VERIFY 68/100
DEATH SCORE 6/100
Lighting Technician remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
3.8 million worldwide Creative
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Grip
Creative // 2038-2045 pressure on edges
TIER 3 VERIFY 68/100
DEATH SCORE 22/100
Grip remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
6.7 million worldwide Creative
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Camera Operator
Creative // 2038-2045 pressure on edges
TIER 3 VERIFY 68/100
DEATH SCORE 28/100
Camera Operator remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
5.4 million worldwide Creative
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Gaffer
Creative // 2038-2045 pressure on edges
TIER 3 VERIFY 68/100
DEATH SCORE 16/100
Gaffer remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
1.0 million worldwide Creative
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Location Manager
Trades // 2038-2045 pressure on edges
TIER 3 VERIFY 86/100
DEATH SCORE 24/100
Location Manager remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
3.3 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Set Builder
Creative // 2038-2045 pressure on edges
TIER 3 VERIFY 68/100
DEATH SCORE 21/100
Set Builder remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
6.7 million worldwide Creative
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Props Maker
Creative // 2038-2045 pressure on edges
TIER 3 VERIFY 68/100
DEATH SCORE 18/100
Props Maker remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
1.1 million worldwide Creative
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SURVIVING
VERIFIED FRAMEWORK
Costume Technician
Creative // Safe beyond 2045
TIER 3 VERIFY 68/100
DEATH SCORE 9/100
Costume Technician remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
4.0 million worldwide Creative
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Make-up Artist
Creative // 2038-2045 pressure on edges
TIER 3 VERIFY 68/100
DEATH SCORE 21/100
Make-up Artist remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
3.1 million worldwide Creative
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Hairdresser
Creative // 2038-2045 pressure on edges
TIER 3 VERIFY 68/100
DEATH SCORE 26/100
Hairdresser remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
5.2 million worldwide Creative
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Barber
Creative // 2038-2045 pressure on edges
TIER 3 VERIFY 68/100
DEATH SCORE 26/100
Barber remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
7.0 million worldwide Creative
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Tattoo Artist Specialist
Creative // 2038-2045 pressure on edges
TIER 3 VERIFY 68/100
DEATH SCORE 21/100
Tattoo Artist Specialist remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
6.7 million worldwide Creative
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Piercer
Trades // 2038-2045 pressure on edges
TIER 3 VERIFY 86/100
DEATH SCORE 24/100
Piercer remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
5.1 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Baker
Hospitality // 2038-2045 pressure on edges
TIER 3 VERIFY 86/100
DEATH SCORE 20/100
Baker remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
4.8 million worldwide Hospitality
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Butcher Specialist
Trades // Safe beyond 2045
TIER 3 VERIFY 86/100
DEATH SCORE 11/100
Butcher Specialist remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
600,000 worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Pastry Chef
Hospitality // Safe beyond 2045
TIER 3 VERIFY 86/100
DEATH SCORE 9/100
Pastry Chef remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
500,000 worldwide Hospitality
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Brewer
Hospitality // 2038-2045 pressure on edges
TIER 3 VERIFY 86/100
DEATH SCORE 21/100
Brewer remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
3.1 million worldwide Hospitality
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Distiller
Hospitality // 2038-2045 pressure on edges
TIER 3 VERIFY 86/100
DEATH SCORE 17/100
Distiller remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
2.8 million worldwide Hospitality
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Florist
Creative // 2038-2045 pressure on edges
TIER 3 VERIFY 68/100
DEATH SCORE 24/100
Florist remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
5.1 million worldwide Creative
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Tailor
Creative // Safe beyond 2045
TIER 3 VERIFY 68/100
DEATH SCORE 9/100
Tailor remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
4.0 million worldwide Creative
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Seamstress
Creative // Safe beyond 2045
TIER 3 VERIFY 68/100
DEATH SCORE 6/100
Seamstress remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
200,000 worldwide Creative
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Upholsterer Specialist
Creative // 2038-2045 pressure on edges
TIER 3 VERIFY 68/100
DEATH SCORE 17/100
Upholsterer Specialist remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
1.0 million worldwide Creative
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Leatherworker
Creative // 2038-2045 pressure on edges
TIER 3 VERIFY 68/100
DEATH SCORE 22/100
Leatherworker remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
5.0 million worldwide Creative
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Jeweller
Creative // 2038-2045 pressure on edges
TIER 3 VERIFY 68/100
DEATH SCORE 26/100
Jeweller remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
7.0 million worldwide Creative
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Watchmaker
Trades // Safe beyond 2045
TIER 3 VERIFY 86/100
DEATH SCORE 10/100
Watchmaker remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
5.9 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Ceramicist
Creative // Safe beyond 2045
TIER 3 VERIFY 68/100
DEATH SCORE 8/100
Ceramicist remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
5.7 million worldwide Creative
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Potter
Creative // Safe beyond 2045
TIER 3 VERIFY 68/100
DEATH SCORE 10/100
Potter remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
2.3 million worldwide Creative
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Repair Cafe Technician
Trades // Safe beyond 2045
TIER 3 VERIFY 86/100
DEATH SCORE 5/100
Repair Cafe Technician remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
200,000 worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Domestic Appliance Repairer
Trades // 2038-2045 pressure on edges
TIER 3 VERIFY 86/100
DEATH SCORE 27/100
Domestic Appliance Repairer remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
5.3 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Chimney Sweep
Trades // 2038-2045 pressure on edges
TIER 3 VERIFY 86/100
DEATH SCORE 26/100
Chimney Sweep remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
1.7 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Waste Collection Operative
Trades // Safe beyond 2045
TIER 3 VERIFY 86/100
DEATH SCORE 8/100
Waste Collection Operative remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
4.0 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Recycling Plant Technician
Trades // Safe beyond 2045
TIER 3 VERIFY 86/100
DEATH SCORE 14/100
Recycling Plant Technician remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
6.2 million worldwide Trades
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Postal Delivery Worker
Logistics // Safe beyond 2045
TIER 2 VERIFY 65/100
DEATH SCORE 6/100
Postal Delivery Worker remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
5.6 million worldwide Logistics
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Courier
Logistics // 2038-2045 pressure on edges
TIER 2 VERIFY 65/100
DEATH SCORE 17/100
Courier remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
6.4 million worldwide Logistics
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Removal Worker
Logistics // Safe beyond 2045
TIER 2 VERIFY 65/100
DEATH SCORE 6/100
Removal Worker remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
5.6 million worldwide Logistics
READ ANALYSIS + DEBATE →
SURVIVING
VERIFIED FRAMEWORK
Porter
Logistics // 2038-2045 pressure on edges
TIER 2 VERIFY 65/100
DEATH SCORE 15/100
Porter remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
900,000 worldwide Logistics
READ ANALYSIS + DEBATE →
SURVIVING
NEEDS MANUAL REVIEW
Farm Vet Technician
Healthcare // Safe beyond 2045
TIER 1 VERIFY 78/100
DEATH SCORE 10/100
Farm Vet Technician remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
5.9 million worldwide Healthcare
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SURVIVING
VERIFIED FRAMEWORK
Stable Hand
Agriculture // Safe beyond 2045
TIER 3 VERIFY 86/100
DEATH SCORE 5/100
Stable Hand remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
2.0 million worldwide Agriculture
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SURVIVING
VERIFIED FRAMEWORK
Animal Shelter Worker
Agriculture // 2038-2045 pressure on edges
TIER 3 VERIFY 86/100
DEATH SCORE 23/100
Animal Shelter Worker remains comparatively AI-resistant because the work depends on physical adaptation, human trust, complex environments, or responsibility that software still cannot carry alone.
6.8 million worldwide Agriculture
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