Analysis & Predictive Modeling

AI Exposure of
Finance & Management Jobs.

Index Methodology — March 2026 Edition

1. Algorithmic Aggregation

To smooth out statistical biases, this index is a weighted average derived from two major predictive models: Gemini 3.1 Pro and Grok 4.2.

2. The Technological Spectrum

The analysis integrates the risk related to cognitive AI (software automation, LLMs, financial RPA) as well as embodied AI (robotics) for physical sectors.

3. Partial vs. Total Replacement

Partial: Automation of time-consuming tasks fundamentally modifying the core role.
Total: Complete obsolescence of the function.

4. Projection Limit (15 years)

Any projection beyond 2041 (15+ years) is scientifically excluded; the AGI variable and incoming regulatory limits render further calculations void.

Consult our other sector exposure indexes:
🔴 The 10 MOST exposed Finance jobs
Role / Profession Partial (3 yrs)Total (3 yrs) Partial (10 yrs)Total (10 yrs) Partial (15 yrs)Total (15 yrs)
#01 Financial Back-office Operator89%67%96%87%98%95%
#02 B2B AP/AR Accountant86%57%95%80%98%92%
#03 Standard Financial Report Writer84%42%93%69%97%83%
#04 Junior Financial Analyst (Modeling)84%43%93%71%96%83%
#05 Credit Analyst / Bank Scoring82%43%94%72%97%86%
#06 Junior Financial Controller79%39%91%64%95%81%
#07 Junior Debt Collection Agent77%46%89%70%94%83%
#08 Financial Research Analyst76%34%89%61%94%77%
#09 Operational Treasury Manager73%36%87%59%93%76%
#10 Junior M&A Analyst (Data Research)69%31%87%56%93%73%
🟢 The 10 LEAST exposed Finance jobs
Role / Profession Partial (3 yrs)Total (3 yrs) Partial (10 yrs)Total (10 yrs) Partial (15 yrs)Total (15 yrs)
#01 Private Banker / Family Office17%2%29%5%41%9%
#02 Debt Restructuring Negotiator19%1%31%5%41%9%
#03 Senior Investment Banker (M&A)21%3%34%9%44%14%
#04 Corporate Finance Advisor21%3%34%7%44%11%
#05 Chief Financial Officer (CFO - Strategy)24%2%36%7%46%11%
#06 Chief Internal Control / Risk Manager24%3%37%9%49%14%
#07 Senior Auditor / Statutory Auditor26%5%39%11%49%16%
#08 Complex Financial Structuring Expert27%4%39%11%51%17%
#09 Senior Credit Risk Expert (Decision Maker)27%4%39%11%51%17%
#10 Senior Fund Manager / Portfolio Manager31%7%43%16%56%23%