Takeover Tracker
32%medium risk
Operations Research Analysts
vs

52 shared · 12 different

core competencies

33%medium risk
Financial Quantitative Analysts

Side-by-Side Comparison

MetricOperations Research AnalystsFinancial Quantitative Analysts
Risk Score31.9%32.8%
Risk TierMedium RiskMedium Risk
Risk Percentile51th55th
Tasks at Risk (>50%)6 / 157 / 15
Median Salary$91,290$80,190
Employment108K127K

Skill Comparison

|

Sorted by largest difference

Provide Consultation and Advice to Others
Economics and Accounting
Evaluating Information to Determine Compliance with Standards
Monitor Processes, Materials, or Surroundings
Communicating with Supervisors, Peers, or Subordinates
Computers and Electronics
Thinking Creatively
Systems Evaluation
Scheduling Work and Activities
Estimating the Quantifiable Characteristics of Products, Events, or Information
Identifying Objects, Actions, and Events
Originality

Protective Factors

Higher values indicate stronger protection against AI displacement

Operations Research Analysts

30%

total discount

Financial Quantitative Analysts

30%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Operations Research Analysts

6 of 15 at risk
59%Review research literature.
53%Specify manipulative or computational methods to be applied to models.
52%Study and analyze information about alternative courses of action to determine which plan will offer the best outcomes.
52%Break systems into their components, assign numerical values to each component, and examine the mathematical relationships between them.
51%Formulate mathematical or simulation models of problems, relating constants and variables, restrictions, alternatives, conflicting objectives, and their numerical parameters.

Financial Quantitative Analysts

7 of 15 at risk
72%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 -$11,100(-12%) vs Operations Research Analysts
Operations Research AnalystsFinancial Quantitative Analysts
10th
$53,910$46,420
25th
$66,910$60,140
Median
$91,290$80,190
75th
$124,120$109,120
90th
$159,280$151,780

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Operations Research Analysts2028–2035
Financial Quantitative Analysts2028–2035
20242030203520402045

Operations Research Analysts has a longer runway before significant displacement, projected 0 years later than Financial Quantitative Analysts.

Risk-Adjusted Salary

Salary weighted by displacement risk: salary × (1 − risk%)

Operations Research Analysts

$62,159

from $91,290

Financial Quantitative Analysts

$53,896

from $80,190

After adjusting for AI risk, Operations Research Analysts offers $8,264 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Operations

0

Unique to Financial

Combined Protection Strategy

Regardless of which path you choose, focus on these protective factors

Fine Manipulation
Creativity
Decision Complexity
Social Intelligence
Operations Research AnalystsFinancial Quantitative Analysts
Find transitions from Operations Research AnalystsFind transitions from Financial Quantitative Analysts