Takeover Tracker

vs

47 shared · 19 different

core competencies

34%medium risk
Computer Programmers

Side-by-Side Comparison

MetricFinancial Quantitative AnalystsComputer Programmers
Risk Score32.8%34.4%
Risk TierMedium RiskMedium Risk
Risk Percentile55th64th
Tasks at Risk (>50%)7 / 158 / 15
Median Salary$80,190N/A
Employment127KN/A

Skill Comparison

|

Sorted by largest difference

ProgrammingAI-Vulnerable
Economics and Accounting
MathematicsAI-Vulnerable
MathematicsAI-Vulnerable
Mathematical Reasoning
Number Facility
Getting Information
Estimating the Quantifiable Characteristics of Products, Events, or Information
Reading ComprehensionAI-Vulnerable
Analyzing Data or Information
Selling or Influencing Others
Critical ThinkingAI-Augmented

Protective Factors

Higher values indicate stronger protection against AI displacement

Financial Quantitative Analysts

30%

total discount

Computer Programmers

29%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

Computer Programmers

8 of 15 at risk
85%Conduct trial runs of programs and software applications to be sure they will produce the desired information and that the instructions are correct.
71%Compile and write documentation of program development and subsequent revisions, inserting comments in the coded instructions so others can understand the program.
71%Write or contribute to instructions or manuals to guide end users.
57%Develop Web sites.
51%Correct errors by making appropriate changes and rechecking the program to ensure that the desired results are produced.

Wage Comparison

Financial Quantitative AnalystsComputer Programmers
10th
$46,420N/A
25th
$60,140N/A
Median
$80,190N/A
75th
$109,120N/A
90th
$151,780N/A

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Financial Quantitative Analysts: Not yetComputer Programmers: Not yet