Will AI replace operations research analysts?

Some tasks are already handled by AI or machines; the rest still needs a person. About 2h 44m of an 8-hour shift goes to tasks that AI or robots largely take over. The breakdown: 29m done by people with AI help, 2h 44m that AI mostly does alone. The other 4h 47m (60%) stays with people. Separately, BLS expects about 11.9% more of these jobs by 2035 (all jobs: +3.5%).

Time card for operations research analysts showing a typical 8-hour shift: 4h 47m done by people, 29m done by people with AI, 2h 44m by AI.
Each mark is 5 minutes of a typical shift for operations research analysts, colored by who does that task today. Estimates from O*NET tasks and Anthropic Economic Index data. How it's made

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

Time card

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MineTask, by time spentHumanWith AIAIRobot
Define data requirements, and gather and validate information, applying judgment and statistical tests.1h 10m a shift · No AI or robot evidence found
Formulate mathematical or simulation models of problems, relating constants and variables, restrictions, alternatives, conflicting objectives, and their numerical parameters.59m a shift · Observed in AI useTypical AI request: about 10h 40m alone, 1h with AI
Perform validation and testing of models to ensure adequacy, and reformulate models, as necessary.47m a shift · No AI or robot evidence found
Prepare management reports defining and evaluating problems and recommending solutions.41m a shift · Observed in AI useTypical AI request: about 5h 36m alone, 30m with AI
Collaborate with others in the organization to ensure successful implementation of chosen problem solutions.35m a shift · No AI or robot evidence found
Observe the current system in operation, and gather and analyze information about each of the component problems, using a variety of sources.35m a shift · No AI or robot evidence found
Study and analyze information about alternative courses of action to determine which plan will offer the best outcomes.35m a shift · Observed in AI useTypical AI request: about 8h 13m alone, 1h 3m with AI
Present the results of mathematical modeling and data analysis to management or other end users.29m a shift · No AI or robot evidence found
Collaborate with senior managers and decision makers to identify and solve a variety of problems and to clarify management objectives.29m a shift · Observed in AI use
Analyze information obtained from management to conceptualize and define operational problems.23m a shift · Observed in AI useTypical AI request: about 5h 21m alone, 41m with AI
Specify manipulative or computational methods to be applied to models.18m a shift · No AI or robot evidence found
Break systems into their components, assign numerical values to each component, and examine the mathematical relationships between them.18m a shift · No AI or robot evidence found
Design, conduct, and evaluate experimental operational models in cases where models cannot be developed from existing data.12m a shift · No AI or robot evidence found
Review research literature.12m a shift · No AI or robot evidence found
Develop and apply time and cost networks to plan, control, and review large projects.6m a shift · No AI or robot evidence found
Educate staff in the use of mathematical models.6m a shift · No AI or robot evidence found
Develop business methods and procedures, including accounting systems, file systems, office systems, logistics systems, and production schedules.6m a shift · Observed in AI useTypical AI request: about 9h 5m alone, 1h 5m with AI

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Will AI replace operations research analysts?

Some tasks are already handled by AI or machines; the rest still needs a person. About 2h 44m of an 8-hour shift goes to tasks that AI or robots largely take over. The breakdown: 29m done by people with AI help, 2h 44m that AI mostly does alone. The other 4h 47m (60%) stays with people. Separately, BLS expects about 11.9% more of these jobs by 2035 (all jobs: +3.5%).

What can AI already do for operations research analysts?

AI shows up regularly in 6 of 17 tasks, about 3h 13m of a typical shift. The biggest ones:

  • Formulate mathematical or simulation models of problems, relating constants and variables, restrictions, alternatives, conflicting objectives, and their numerical parameters. (59m a shift, AI mostly does it alone)
  • Prepare management reports defining and evaluating problems and recommending solutions. (41m a shift, AI mostly does it alone)
  • Study and analyze information about alternative courses of action to determine which plan will offer the best outcomes. (35m a shift, AI mostly does it alone)
  • Analyze information obtained from management to conceptualize and define operational problems. (23m a shift, AI mostly does it alone)
  • Develop business methods and procedures, including accounting systems, file systems, office systems, logistics systems, and production schedules. (6m a shift, AI mostly does it alone)
What still needs a person?

4h 47m of a typical shift, or 60%, goes to tasks with no AI or robot evidence yet. No AI usage or robot deployment has shown up for these so far. The biggest:

  • Define data requirements, and gather and validate information, applying judgment and statistical tests. (1h 10m a shift)
  • Perform validation and testing of models to ensure adequacy, and reformulate models, as necessary. (47m a shift)
  • Collaborate with others in the organization to ensure successful implementation of chosen problem solutions. (35m a shift)
  • Observe the current system in operation, and gather and analyze information about each of the component problems, using a variety of sources. (35m a shift)
  • Present the results of mathematical modeling and data analysis to management or other end users. (29m a shift)
How much time does AI save on these tasks?

For the 5 tasks in this job where AI shows up and timing data exists, a typical request takes about 8h 13m for a person alone and about 1h with AI. These are Claude's own estimates from real conversations in April and May 2026 (Anthropic Economic Index). They describe single requests, not whole workdays, and time saved on a task doesn't mean jobs are cut. The biggest gaps:

  • Formulate mathematical or simulation models of problems, relating constants and variables, restrictions, alternatives, conflicting objectives, and their numerical parameters (about 10h 40m alone, 1h with AI)
  • Develop business methods and procedures, including accounting systems, file systems, office systems, logistics systems, and production schedules (about 9h 5m alone, 1h 5m with AI)
  • Study and analyze information about alternative courses of action to determine which plan will offer the best outcomes (about 8h 13m alone, 1h 3m with AI)
Are employers still hiring operations research analysts?

On Indeed, job postings in the Data & Analytics sector are at 64% of their February 2020 level (all U.S. postings: 104%), up 8.7% from a year earlier, as of Oct 9, 2026. BLS separately expects about 7,500 openings a year in this job through 2035. Across all U.S. postings, 7.3% now mention AI skills. Sector postings cover more than this one job and move for many reasons besides AI.

How much do operations research analysts make?

The median pay is about $88,940 a year ($42.76 an hour), 74% above the median for all U.S. jobs ($50,980). Most people in this job earn between $57,060 and $159,910 a year; that range covers the middle 80%. Pay figures are from BLS, May 2025, and vary a lot by state and employer. Pick a state to compare:

Is this job growing or shrinking?

BLS projects growth of 11.9% from 2025 to 2035, compared with 3.5% growth for all jobs. That's about 127,000 jobs in 2035. It expects about 7,500 openings a year, mostly from people retiring or changing careers. These projections don't single out AI as a cause.

How many operations research analysts are there in the U.S.?

About 109,000 people in the U.S., roughly 0.07% of all workers (BLS, May 2025). That makes it the 261st largest of the 796 jobs on this site. BLS expects about 127,000 in 2035.

What training do operations research analysts need?

The most common requirement is a master's degree: about 43% of people in the job said so in the official O*NET survey. O*NET rates the job at level 5 of 5 for preparation, which usually means: graduate degree. Requirements vary by state and employer, especially for licensed work.

What should I learn to stay ahead of AI?

These come from the job's official skill ratings and from the tasks that AI and robots touch least today. Building them keeps you strong in the parts of the work that still need a person:

  • Skills that matter more here than in most jobs: Mathematics, Operations Analysis, Systems Evaluation, Systems Analysis
  • Get strong at the parts of the job that stay with people (listed above), which take 4h 47m of a typical shift
  • Tools employers list: Tableau, Structured query language SQL, Salesforce software, Python, Microsoft PowerPoint
  • Learn to use AI well on the tasks where it already shows up in this job (listed above)
What other jobs could operations research analysts move into?

These use similar skills, with less of a typical shift touched by AI or robots. Matches come from 109 official ratings of skills, knowledge and work activities, and each needs the same or less preparation unless the official list relates the jobs directly:

  • Statisticians (2h 34m touched, $106k median pay)
  • Actuaries (41m touched, $130k median pay)
  • Biostatisticians (1h 27m touched, $106k median pay)
How solid are these numbers?

Each task carries its own evidence label. For this job: 6 observed in real AI use, 11 with no AI or robot evidence found. The minutes per task are estimates, not measured hours, and "no evidence" doesn't prove a task is safe.

Tools in demand

  • Tableau
  • Structured query language SQL
  • Salesforce software
  • Python
  • Microsoft PowerPoint
  • Microsoft Power BI
  • Microsoft Outlook
  • Microsoft Office software

Also called

Advanced Analytics Associate, Analytical Strategist, Analytics Consultant, Business Analyst, Business Operations Analyst, Business Process Analyst, Decision Analyst, Decision Support Analyst, File System Installer, Forms Analyst, Liaison Planner, Material Liaison, Methods Analyst, Methods Consultant