Exclusive WASA Confidence Composite Index

Job Exposure to AI & Robotics (Updated: March 2026)

Protocol & Methodology — March 2026 Edition

1. Multi-Model Aggregation

This exclusive index is a weighted average derived from two of the most advanced predictive models: Gemini 3.1 Pro and Grok 4.2. This cross-referencing ensures strict objectivity.

2. The Spectrum (Cognitive & Embodied AI)

These probabilities evaluate software automation (LLMs) for intellectual jobs, as well as humanoid and autonomous robotics (AMRs) for manual jobs.

3. Partial vs. Total Replacement

Partial: AI automates the majority of time-consuming tasks.
Total: Complete role obsolescence in favor of a 100% autonomous system.

4. Monthly Tracking & Limit (15 years)

Starting with the April 2026 edition, the Δ (Delta) column will measure monthly evolution. Any post-2041 projection is excluded (energy/legal limits and AGI horizon).

🔴 The 50 MOST exposed jobs (Cognitive or physical risk)
Profession Partial (3 yrs)Total (3 yrs) Partial (10 yrs)Total (10 yrs) Partial (15 yrs)Total (15 yrs)
#01 Data Entry Clerk93%76%97%88%99%96%
#02 Telemarketer / Call Center89%66%96%85%98%94%
#03 Junior Programmer (repetitive code)82%44%93%72%97%85%
#04 L1 Customer Service85%62%94%80%97%91%
#05 Basic Bookkeeper79%42%90%68%95%84%
#06 Secretary / Administrative Assistant76%44%89%70%94%86%
#07 Basic Content Writer (SEO)82%38%93%62%97%79%
#08 Routine Translator90%60%96%82%98%93%
#09 Junior Financial Analyst74%31%86%58%92%76%
#10 Back-office Operator91%74%96%89%98%96%
#11 Community Manager (standard content)73%35%86%59%92%74%
#12 Proofreader79%46%92%70%95%84%
#13 Cashier70%46%86%74%92%88%
#14 Receptionist / Switchboard86%69%94%87%97%94%
#15 HR Assistant (CV Triage)83%52%92%72%95%86%
#16 Execution Graphic Designer72%38%87%60%93%79%
#17 Junior Market Analyst70%28%84%54%91%71%
#18 QA Tester (basic tests)76%48%89%70%94%86%
#19 Journalist (short articles)70%31%84%52%91%73%
#20 Real Estate Agent (visits & descriptions)68%26%83%50%90%70%
#21 Call Center Operator88%66%94%84%97%92%
#22 L1 IT Support Technician74%39%87%62%93%79%
#23 Debt Collection Agent73%43%86%67%92%82%
#24 Basic Copywriter76%38%88%60%94%76%
#25 Accounting Assistant79%43%90%67%95%83%
#26 Paralegal (research)72%33%86%57%92%76%
#27 Delivery Driver / Ride-hailing Driver62%38%81%66%88%85%
#28 Bank Teller70%41%84%64%90%81%
#29 Web Designer (simple templates)74%35%87%57%93%74%
#30 Travel Agent68%31%83%54%90%72%
#31 Order Picker76%56%89%77%94%88%
#32 Administrative Data Entry Operator86%71%94%88%97%95%
#33 Billing Clerk79%45%91%69%95%85%
#34 Basic Legal Assistant70%28%84%52%91%73%
#35 Content Moderator72%38%87%62%93%79%
#36 Insurance Telesales76%48%89%71%94%85%
#37 Technical Call Center Employee74%43%87%67%93%83%
#38 Photographer (standard product photos)68%33%84%57%90%76%
#39 Hotel Receptionist70%41%84%64%90%81%
#40 Logistics Operator (inventory)72%44%87%69%93%85%
#41 Marketing Assistant68%31%84%54%90%72%
#42 Junior Financial Controller70%28%84%52%91%73%
#43 Fast Food Employee62%37%81%66%89%83%
#44 Basic Maintenance Technician64%32%79%57%87%76%
#45 Security Guard (video surveillance)72%43%87%67%93%83%
#46 Basic Customer Relations Agent77%45%89%70%94%86%
#47 Drone Operator (simple use)68%38%84%62%90%79%
#48 Sales Assistant70%35%84%57%91%76%
#49 Technical Manual Writer74%38%87%60%93%79%
#50 Ticketing / Box Office Clerk72%43%86%67%92%83%
🟢 The 50 LEAST exposed jobs (Protection via physical/human complexity)
Profession Partial (3 yrs)Total (3 yrs) Partial (10 yrs)Total (10 yrs) Partial (15 yrs)Total (15 yrs)
#01 ICU Nurse23%2%36%6%46%10%
#02 Plumber / HVAC / Electrician24%3%38%8%50%14%
#03 Surgeon / ER Doctor31%2%45%7%56%12%
#04 Psychologist / Therapist18%1%31%4%41%7%
#05 Judge / Magistrate15%0%25%2%35%4%
#06 Construction Site Manager36%6%50%12%62%18%
#07 Special Educator21%2%34%6%46%10%
#08 Mechanic (complex machines)33%7%46%15%60%21%
#09 Pilot / Air Traffic Controller40%10%55%20%70%30%
#10 Art Artisan / Restorer20%2%33%7%46%14%
#11 Early Childhood / Primary Teacher24%3%38%10%51%16%
#12 Firefighter / Paramedic25%4%38%9%51%14%
#13 Psychiatrist16%1%30%3%40%6%
#14 Mason / Tiler31%6%43%12%56%18%
#15 Hairdresser / Esthetician35%8%48%16%60%22%
#16 Farmer / Breeder40%10%53%18%66%28%
#17 Private Practice Nurse23%3%36%8%48%12%
#18 Lawyer (litigation / negotiation)23%2%36%6%49%10%
#19 Executive Chef (creativity)29%6%43%12%56%18%
#20 Medical Lab Technician28%5%42%10%55%16%
#21 Speech Therapist21%2%34%5%47%10%
#22 Physiotherapist / Osteopath27%4%39%8%51%13%
#23 Social Worker19%1%31%4%44%8%
#24 Prison Guard24%3%37%6%49%12%
#25 Carpenter / Cabinetmaker34%7%47%13%59%19%
#26 House Painter31%6%44%10%57%17%
#27 Tailor / Dressmaker29%5%41%10%54%15%
#28 Artisan Baker / Pastry Chef27%4%39%8%51%13%
#29 Veterinarian24%3%37%7%49%12%
#30 Music Teacher21%2%34%5%47%10%
#31 Dancer / Choreographer17%1%30%4%41%7%
#32 Actor / Comedian19%2%31%4%44%8%
#33 Personal Trainer24%3%37%6%49%12%
#34 Manual Therapist27%4%39%8%51%13%
#35 Archeologist / Historian14%1%28%4%39%7%
#36 Tour Guide29%5%41%10%54%15%
#37 Fisherman / Sailor34%8%47%15%61%24%
#38 Forester / Logger31%6%44%12%57%21%
#39 Beekeeper24%4%37%8%49%15%
#40 Sommelier / Oenologist21%3%34%6%47%11%
#41 Creative Florist27%5%39%10%51%15%
#42 Landscape Designer29%5%41%11%54%17%
#43 Instrument Repairer24%4%37%8%49%12%
#44 Antique Furniture Restorer21%3%34%6%47%10%
#45 Jeweler / Goldsmith27%5%39%10%51%15%
#46 Martial Arts Instructor19%2%31%4%44%8%
#47 Equine Therapist17%1%30%3%41%6%
#48 Disability Support Worker21%2%34%5%47%10%
#49 Camp Counselor / Youth Worker24%3%37%6%49%12%
#50 Visual Artist / Sculptor19%2%31%4%44%8%