AITakeover Tracker
37%medium risk

Operations Research Analysts

SOC: 15-2031.00 · Job Zone 5 (Extensive preparation)

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.

MediumEst. full displacement: 20412051high confidence
Raw task score: 48.9Protective discount: 24.1%16 tasks scoredModel: v1.0_gemini-3-1-pro-preview_20260228

AI Impact Summary

Operations Research Analysts faces moderate AI displacement risk with a score of 37/100. Significant displacement is estimated between 2041 and 2051. Of 16 analyzed tasks, 3 are highly automatable, particularly in routine_cognitive. Strong protective factors — including social intelligence, creativity, or regulatory barriers — significantly reduce effective risk.

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

Protective Factors

Total protective discount: 24.1%

Skill 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 (7)

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.

Instructing75%

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

Social Perceptiveness90%

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

Persuasion80%

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

Negotiation85%

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

Manual Dexterity80%

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

AI-Augmented Skills (5)

Critical ThinkingJudgment and Decision MakingWritingSystems AnalysisActive Learning

Recommendations

Skills to Develop

These skills are at risk from AI automation. Operations Research Analysts professionals should diversify beyond them.

  • Mathematics

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

  • Mathematics

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

  • Reading Comprehension

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

  • Information Ordering

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

  • Memorization

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

Skills to Leverage

These human-centric skills remain difficult for AI to replicate. Double down here.

  • Complex Problem Solving

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

  • Coordination

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

  • Instructing

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

  • Social Perceptiveness

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

  • Persuasion

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

Tools to Adopt

AI can amplify these skills. Learn the tools that augment rather than replace your work.

  • Critical Thinking

    Critical Thinking will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Judgment and Decision Making

    Judgment and Decision Making will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Writing

    Writing will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Systems Analysis

    Systems Analysis will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Active Learning

    Active Learning will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

Task Breakdown

16 tasks analyzed

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

Non-Routine AnalyticalAI: 65Risk: 53.0Time: 12%

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

Non-Routine AnalyticalAI: 60Risk: 51.0Time: 10%

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

Non-Routine InterpersonalAI: 20Risk: 23.0Time: 8%

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

Non-Routine InterpersonalAI: 35Risk: 29.0Time: 6%

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

Non-Routine InterpersonalAI: 20Risk: 23.0Time: 6%

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

Non-Routine AnalyticalAI: 55Risk: 49.0Time: 8%

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

Non-Routine AnalyticalAI: 65Risk: 53.0Time: 8%

Prepare management reports defining and evaluating problems and recommending solutions.

Routine CognitiveAI: 85Risk: 83.2Time: 6%

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

Non-Routine AnalyticalAI: 60Risk: 51.0Time: 7%

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

Non-Routine AnalyticalAI: 45Risk: 45.0Time: 5%

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

Non-Routine AnalyticalAI: 60Risk: 51.0Time: 5%

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

Non-Routine AnalyticalAI: 50Risk: 47.0Time: 5%

Educate staff in the use of mathematical models.

Non-Routine InterpersonalAI: 30Risk: 27.0Time: 3%

Specify manipulative or computational methods to be applied to models.

Non-Routine AnalyticalAI: 65Risk: 53.0Time: 4%

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

Routine CognitiveAI: 85Risk: 83.2Time: 4%

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

Routine CognitiveAI: 70Risk: 77.2Time: 3%

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