Takeover Tracker
32%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 51% of occupations
Checking for existing plan...

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: 51.3%AI: 60.82ObservedTime: 12%

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

Risk: 51.0%AI: 60EstimatedTime: 10%

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

Risk: 40.5%AI: 63.7ObservedTime: 9%

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

Risk: 31.0%AI: 40EstimatedTime: 6%

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

Risk: 36.9%AI: 54.8ObservedTime: 6%

Analyze information obtained from management to conceptualize and define operational problems.

Risk: 47.9%AI: 52.28ObservedTime: 8%

Study and analyze information about alternative courses of action to determine which plan will offer the best outcomes.

Risk: 52.4%AI: 63.52ObservedTime: 8%

Define data requirements and gather and validate information, applying judgment and statistical tests.

Risk: 41.0%AI: 34.95ObservedTime: 7%

Prepare management reports defining and evaluating problems and recommending solutions.

Risk: 49.9%AI: 57.2ObservedTime: 6%

Observe the current system in operation and gather and analyze information about each of the parts of component problems, using a variety of sources.

Risk: 41.0%AI: 35EstimatedTime: 5%

Break systems into their components, assign numerical values to each component, and examine the mathematical relationships between them.

Risk: 52.4%AI: 63.52ObservedTime: 5%

Design, conduct, and evaluate experimental operational models in cases where models cannot be developed from existing data.

Risk: 43.0%AI: 40EstimatedTime: 4%

Educate staff in the use of mathematical models.

Risk: 29.0%AI: 35EstimatedTime: 3%

Specify manipulative or computational methods to be applied to models.

Risk: 53.0%AI: 65EstimatedTime: 4%

Develop and apply time and cost networks to plan, control, and review large projects.

Risk: 51.0%AI: 60EstimatedTime: 3%

Develop business methods and procedures, including accounting systems, file systems, office systems, logistics systems, and production schedules.

Risk: 52.9%AI: 64.72ObservedTime: 2%

Review research literature.

Risk: 59.0%AI: 80EstimatedTime: 2%

Skill Impact Analysis

AI-Vulnerable Skills (6)

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.

Reading Comprehension10%

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

Information Ordering5%

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

Memorization5%

Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Programming15%

Programming is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

AI-Resistant Skills (11)

Complex Problem Solving75%

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

Adaptability/Flexibility85%

Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.

Leadership88%

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

Instructing75%

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

Coordination70%

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

Social Perceptiveness90%

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

Service Orientation82%

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

Persuasion80%

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

Recommended Courses

Courses matched to Operations Research Analysts skill gaps, ranked by relevance to your displacement risk profile.

Get personalized recommendations. Answer a few questions about your experience and skills to get course suggestions tailored specifically to you.

Upskill to Reduce Risk

Courses addressing your most AI-vulnerable skills

Courseraintermediate

Machine Learning Specialization

by Stanford / DeepLearning.AI

~10 weeks$49/mo4.9Certificate
Addresses vulnerability: Mathematics

Estimated Impact

-8.7pt risk+$6K/yr salary

AI-Augmentation Tools

Learn to work alongside AI and boost your productivity

Coursera

Creative Writing Specialization

by Wesleyan University

~8 weeks$49/mo4.7Certificate
Enhances AI augmentation: Writing

Estimated Impact

-5.6pt risk+$6K/yr salary

Strengthen Your Edge

Double down on skills AI can't replicate

Pluralsightadvanced

Design Patterns in C# and .NET

by Pluralsight

20 hours$29/mo4.6
Strengthens resilience: Complex Problem Solving

Estimated Impact

-2.3pt risk+$4K/yr salary

We may earn a commission when you enroll through our links, at no extra cost to you. This helps fund the Takeover Tracker.

Risk reduction and salary impact are estimates based on skill gap analysis, course relevance, and labor market data. Actual results vary by individual circumstance.

Alternate Career Paths

See all transitions

Score History

Risk score over 3 scoring runs

-5.2

overall change

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%

Related News

Recent articles about AI affecting this occupation

2 articles

How ThredUp is using AI to improve its marketing operations and move further up the funnel

The resale giant is deploying machine learning to automate customer acquisition and demand forecasting. This shift signals a growing trend of retail brands replacing manual analytics with algorithmic predictions.

Modern RetailApr 21

How AI Simulation Tools Are Reshaping Enterprise Decision-Making

Companies are shifting from using AI for basic predictions to running full-scale simulations of business decisions before executing them. This transition threatens traditional strategic planning and data analysis roles.

CX TodayApr 13

Last scored March 14, 2026 · Based on BLS employment data and O*NET task analysis