Will AI replace Operations Analyst?

No exposure score can predict whether AI will replace this role. The 59/100 score means our current model estimates elevated task exposure from the sources listed on this page. It does not predict an employer decision, headcount, or an individual outcome. The task map below shows the work assessed and where human judgment remains important.

Early-career context (study ages 22-25)

This role is in the Elevated exposure band, but its assessed task mix is not automation-heavy. The study found the decline concentrated where AI was more likely to automate rather than augment work, so the headline figure should not be applied directly.

The November 2025 revision reports a 16% relative employment decline for workers ages 22-25 in the most AI-exposed U.S. occupations, after firm-level controls, relative to workers in less-exposed fields and more experienced workers in the same occupations.

Use the task map to identify durable work and the skills worth building early.

Stanford Digital Economy Lab, Canaries in the Coal Mine - November 2025 revision

This is group-level U.S. payroll evidence, not a personal forecast. The authors do not claim that AI alone caused the change, and this context does not alter the exposure score.

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Role snapshot

What this role usually involves

O*NET 29.1 closest reviewed source

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.

Common titles

Analytical StrategistOperations Research Analyst (Ops Research Analyst)Operations Research Scientist (Ops Research Scientist)ResearcherAdvanced Analytics AssociateDecision Analyst

O*NET job-zone preparation

Job Zone 5 · Extensive Preparation Needed Most of these occupations require graduate school. For example, they may require a master's degree, and some require a Ph.D., M.D., or J.D. (law degree). Extensive skill, knowledge, and experience are needed for these occupations. Many require more than five years of experience.

Broad guidance for this preparation level; exact requirements vary by role and employer.

Skills and knowledge

Data analysisProcess designSQLMathematicsComputers and ElectronicsEngineering and Technology

Work context

Indoor controlled settingDecision latitudeFrequent contact with others

Source: O*NET 29.1 closest reviewed source - Operations Research Analysts, SOC 15-2031.00. Context describes the role; the AI-exposure score remains a separate task-exposure estimate.

Operations Analyst tasks, by AI exposure

We analyzed all 13 Operations Analyst tasks - 5 automatable, 6 augmentable and 2 durable. The full task map - every task with exactly what to do about each - is in your Career Report.

Adjacent career paths

Relatedness shows how reachable a move may be. A path is labeled lower exposure only when its score is at least 6 points lower; every row shows the measured difference.

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