medium risk
Mathematiciansvs
47 shared · 16 different
core competencies
medium risk
Financial Quantitative AnalystsSide-by-Side Comparison
Financial Quantitative Analysts leads 3–2| Metric | Mathematicians | Financial Quantitative Analysts |
|---|---|---|
| Risk Score | 37.0% | 32.8% |
| Risk Tier | Medium Risk | Medium Risk |
| Risk Percentile | 72th | 55th |
| Tasks at Risk (>50%) | 6 / 11 | 7 / 15 |
| Median Salary | $121,680 | $80,190 |
| Employment | 2K | 127K |
Skill Comparison
|
Sorted by largest difference
Economics and Accounting
MathematicsAI-Vulnerable
Mathematical Reasoning
Evaluating Information to Determine Compliance with Standards
Selling or Influencing Others
Originality
Processing Information
Active LearningAI-Augmented
Analyzing Data or Information
Provide Consultation and Advice to Others
Training and Teaching Others
Getting Information
Protective Factors
Higher values indicate stronger protection against AI displacement
Mathematicians
29%
total discount
Financial Quantitative Analysts
30%
total discount
Task Risk Comparison
Tasks sorted by AI automation risk — higher means more automatable
Mathematicians
6 of 11 at risk87%Perform computations and apply methods of numerical analysis to data.
54%Conduct research to extend mathematical knowledge in traditional areas, such as algebra, geometry, probability, and logic.
52%Develop new principles and new relationships between existing mathematical principles to advance mathematical science.
51%Develop mathematical or statistical models of phenomena to be used for analysis or for computational simulation.
51%Design, analyze, and decipher encryption systems designed to transmit military, political, financial, or law-enforcement-related information in code.
Financial Quantitative Analysts
7 of 15 at risk72%Prepare requirements documentation for use by software developers.
68%Produce written summary reports of financial research results.
66%Identify, track, or maintain metrics for trading system operations.
55%Develop core analytical capabilities or model libraries, using advanced statistical, quantitative, or econometric techniques.
53%Devise or apply independent models or tools to help verify results of analytical systems.
Wage Comparison
Financial Quantitative Analysts earns -$41,490(-34%) vs Mathematicians
MathematiciansFinancial Quantitative Analysts
10th
$63,430$46,420
25th
$85,720$60,140
Median
$121,680$80,190
75th
$153,340$109,120
90th
$187,660$151,780
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Head-to-head task automation timeline
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Risk-adjusted salary comparison
Combined protective factor strategy
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