AITakeover Tracker
37%medium risk

Operations Research Analysts

Formulate and apply mathematical modeling and other optimizing methods to develop and interpret information that assists management with decision making, policy formulation, or other managerial functions. May collect and analyze data and develop decision support software, service, or products. May develop and supply optimal time, cost, or logistics networks for program evaluation, review, or implementation.

Higher risk than 48% of occupations

AI Impact Summary

Operations Research Analysts faces moderate AI displacement risk with a score of 37/100. This occupation has higher AI displacement risk than 48% of all analyzed occupations. Of 17 analyzed tasks, 3 are highly automatable, particularly routine cognitive tasks. Strong protective factors — including social intelligence, creativity, or regulatory barriers — significantly reduce effective risk.

Skill Impact Analysis

6

AI-Vulnerable

7

AI-Resistant

5

AI-Augmented

AI-Vulnerable

Mathematics10%

High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Mathematics10%

High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.

AI-Resistant

Complex Problem Solving75%

Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.

Coordination70%

Coordination is AI-resistant — strengthening this skill provides durable career protection.

Education & Training

Percentage of workers at each education and training level

Education Level

Bachelor's Degree30%
Doctoral/Professional Degree70%

Prior Experience Needed

Work experience required to enter this job

None45%
1-2 years25%
2-4 years20%
4-6 years10%

Training Provided After Hiring

How long it typically takes to learn on the job

None20%
Up to 1 month5%
1-3 months10%
3-6 months25%
6 months - 1 year30%
1-2 years10%

How AI Impacts Each Task

17 tasks analyzed

Formulate mathematical or simulation models of problems, relating constants and variables, restrictions, alternatives, conflicting objectives, and their numerical parameters.

Risk: 53.0%AI: 65Time: 12%

Perform validation and testing of models to ensure adequacy and reformulate models as necessary.

Risk: 51.0%AI: 60Time: 10%

Collaborate with senior managers and decision makers to identify and solve a variety of problems and to clarify management objectives.

Risk: 23.0%AI: 20Time: 8%

Present the results of mathematical modeling and data analysis to management or other end users.

Risk: 29.0%AI: 35Time: 6%

Collaborate with others in the organization to ensure successful implementation of chosen problem solutions.

Risk: 23.0%AI: 20Time: 6%

Protective Factors

Total protective discount: 24.1%

Essential Soft Skills

Traits that are hard for AI to replicate

Analytical ThinkingIntegrityAttention to DetailInnovationDependabilityAchievement/EffortPersistenceInitiativeIndependenceAdaptability/FlexibilityCooperationSelf Control

Wage & Employment (2024)

Median Wage

$91,290

per year

Mean Wage

$99,120

per year

Employment

108K

workers

Wage Range

$53,910 - $159,280

10th - 90th pct

Wage Distribution

$53,910Median: $91,290$159,280
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