Administration
Operations Analyst Job Description
An Operations Analyst uses data, quantitative models and interviews with staff to help managers decide how an organization should run: how many people a service desk needs, how work should be scheduled, where a budget goes and what turnaround target is realistic. In administration, the job sits in corporate operations groups, shared service centers and government agencies, where it reports to operations or finance leadership. BLS counts the title under operations research analysts, whose May 2025 median wage was $88,940; the lowest 10 percent earned less than $57,060 and the top 10 percent more than $159,910. BLS lists a bachelor's degree as the typical entry-level education.
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Role at a glance
- Typical education
- A bachelor's degree in a quantitative field; BLS notes some employers of operations research analysts require or prefer a master's.
- Typical experience
- As a rough guide, entry roles suit new graduates and senior roles follow 3 to 5 years of analysis work.
- Key certifications
- None required; INFORMS offers the CAP-Essentials, CAP-Pro and CAP-Expert analytics certifications.
- Top employer types
- Finance and insurance firms, consulting and technical services firms, corporate headquarters, and government agencies.
- Growth outlook
- BLS projects 12 percent growth for operations research analysts from 2025 to 2035, much faster than average.
- AI impact (through 2030)
- BLS rates operations research analysts as having very high relative AI exposure, which it says does not imply job loss.
Duties and responsibilities
- Pull transaction, staffing and cycle-time data from ERP, ticketing and HR systems with SQL, then clean and reconcile it before analysis begins.
- Build forecasting models for request volumes, workload and headcount so managers can set staffing levels for the quarters ahead.
- Model how changes to shifts, queues, routing rules or approval steps would affect cost and turnaround, using spreadsheet scenarios and, where the question calls for it, simulation.
- Interview supervisors, front-line staff and subject-matter experts to learn how work actually moves and where system data misrepresents it.
- Define operating metrics such as backlog age, cost per transaction and service-level attainment, and document exactly how each one is calculated.
- Design and maintain Power BI or Tableau dashboards that give operations leaders a dependable weekly view of volume, capacity and performance.
- Compare the costs and benefits of alternative courses of action and present a recommended option with its assumptions, risks and fallback.
- Write memos, briefing decks and technical appendices that explain model results to executives and to department heads without a quantitative background.
- Run what-if scenarios for budget requests, office consolidations or system cutovers, showing leadership the range of plausible outcomes before they commit.
- Check results after a change goes live by tracking actual performance against the model's predictions and recalibrating assumptions that missed.
Overview
An Operations Analyst turns an operating question into something that can be measured, modeled and decided. The questions in administration are practical. How many claims processors does the back office need if volume rises in the spring? Should the help desk run a second shift or push more requests to self-service? What happens to invoice turnaround if two regional offices consolidate? Which approval step in a procurement workflow is costing the most days? The analyst's output is a recommendation that a manager can act on, backed by numbers the manager can check.
BLS, which files this title under operations research analysts, describes the job as using mathematics and logic to help organizations make informed decisions and solve problems. Its account of a project matches how operations work runs in an administrative setting. The analyst first pins down the problem or the process to be improved. Next comes data collection, along with interviews with clients, workers or anyone else involved in the process under study. The analyst then breaks the problem into parts with statistical and database software and techniques such as forecasting and data mining, and studies how different changes would affect each part. The last step is laying out alternatives and weighing their costs and benefits for the managers who will decide.
A working week
Much of the week is spent in data. An analyst might query the ERP for every purchase order cut in the last fiscal year, join it to the approval log, and discover that one cost center routes everything through an extra review. Another day goes to a staffing model for a shared service center: forecast incoming tickets by week, apply handle times and shrinkage, and translate the result into a headcount range with a confidence band. A third task might be a cost and wait-time comparison for a records office, testing whether a triage desk would cut wait times enough to justify the cost.
The rest is people work. Front-line supervisors know where the process breaks and why the system timestamps are wrong. Finance owns the cost figures and wants the assumptions stated plainly. Executives want the answer in a paragraph and the method in an appendix. A good analyst moves between those audiences without changing the numbers.
Where the job sits in administration
In a company, the role can report into an operations, finance or chief operating officer organization and supports shared functions such as procurement, facilities, HR operations and customer service back offices. In government, the same skills go into caseload forecasting, program performance measures, budget scenarios and workforce planning. The title varies across employers: operations analyst, operations research analyst, business operations analyst. What stays constant is the method, a quantified problem, a tested model and a recommendation that names its own assumptions.
What separates good work from busywork
Dashboards and recurring reports are part of the job, but they are not the job. The value lies in answering a decision that is on the table, telling leadership what the model cannot see, and checking afterward whether the prediction held. Tracking the forecast against actual results, and saying so when it missed, is part of the job too.
Qualifications
Education
BLS reports that operations research analysts typically need at least a bachelor's degree to enter the occupation, and that some employers require or prefer a master's degree. The fields it names include operations research, business, mathematics, engineering and computer science. Because the work rests on quantitative analysis, BLS points to extensive coursework in mathematics, plus computer science coursework, since analysts rely on statistical and database software to assess and model data.
For an operations analyst in administration, a business, economics, industrial engineering, statistics or public administration degree with a solid quantitative core is a reasonable starting point. Graduate study in operations research or analytics, or an MBA with a strong analytics concentration, can help for senior roles or for modeling-heavy teams.
Experience
As a rough guide, entry-level roles suit new graduates and people coming from data-heavy jobs in finance, customer operations or a government program office. A senior role is a reasonable next step after 3 to 5 years of owning analyses from problem framing through a decision, and lead roles add responsibility for methods, data definitions and junior staff. BLS notes that some operations research analysts are veterans of the U.S. Armed Forces and that certain positions may require a background check for a security clearance, which matters for defense and federal work.
Skills that carry the job
- Data access: SQL against relational databases, and enough knowledge of the ERP, HR or ticketing system to know which fields can be trusted.
- Modeling: forecasting, regression and scenario analysis in spreadsheets, Python or R, with queueing, simulation or optimization on teams whose questions call for them.
- Reporting: a business intelligence tool for recurring views, plus the discipline to document how every metric is calculated.
- Communication: BLS lists communication, interpersonal, analytical, critical-thinking, math and problem-solving skills as important, including the ability to persuade managers and executives to accept recommendations and to explain technical work to nontechnical audiences.
Credentials
Credentials are optional. One built for this kind of work is the Certified Analytics Professional (CAP) program run by INFORMS, which now has three levels: CAP-Essentials, CAP-Pro and CAP-Expert. INFORMS stopped enrolling new candidates for its older associate credential, aCAP, in June 2025 and replaced it with CAP-Essentials and CAP-Pro, which have no minimum eligibility requirements. CAP-Expert requires an application with education and experience criteria and is accredited by ANAB under ISO/IEC 17024. Project management or process credentials can help on implementation-heavy teams, but they are optional for the analysis itself.
Career outlook
BLS released its 2025-35 employment projections on Aug. 27, 2026. They show employment of operations research analysts, the occupation that covers this title, rising 12 percent from 2025 to 2035, which BLS calls much faster than the average for all occupations. The agency projects about 7,500 openings a year on average over the decade, many of them from the need to replace workers who move into other occupations or leave the labor force. These are occupation-wide numbers; BLS does not project administrative operations analysts separately.
BLS gives its reasons in the Occupational Outlook Handbook. As technology advances and companies and government agencies seek efficiency and cost savings, it expects demand for operations research analysis to keep growing. It also points out that technology has made data faster and easier to get, and that better analytical software has made operations research more affordable and applicable to more areas. Both points fit administration directly: the shared service center, the claims office and the agency program office all sit on transaction data an analyst can model.
Automation in the offices analysts study
The same projections carry a warning for the staff whose work operations analysts in administration may model. BLS expects the integration of automation tools, including those powered by AI, to reduce demand for several office and administrative support occupations, and projects that group to decline 4.0 percent and shed 752,100 jobs over 2025-35, the most of any major occupational group. For an analyst in administration, projects can concern automation itself: sizing which tasks a new tool can absorb, modeling the staffing that remains, and measuring whether promised gains show up in the data after go-live. Those are analysis questions with real consequences for people, and they reward analysts who state assumptions plainly and track results honestly.
Career paths
The path from operations analyst runs in several directions. Some analysts move into operations management, taking ownership of the processes they used to model. Others go deeper into technique, toward senior operations research, data science or decision science roles where the modeling is harder and the stakeholder group narrower. A third route leads to consulting, where the same forecasting, staffing and cost work is sold to many clients rather than done for one. In government, analysts can move from program-level work into budget, performance management or policy analysis offices.
What helps a candidate
A short portfolio is a direct way to show the work: a problem framed, a model built, a recommendation made and a result checked. A write-up of a staffing forecast, a queueing study or a cost comparison, with the data cleaned and the assumptions listed, does that in a few pages. The other half is credibility: sitting with a skeptical supervisor, learning why the data looks wrong, and fixing the model rather than the story.
Sample cover letter
Dear Hiring Manager,
I am applying for the Operations Analyst position in your shared services organization. For the past four years I have worked as an operations analyst for a regional insurance company's back office, supporting claims intake, vendor payments and the internal help desk.
Most of my work starts with a question a manager cannot answer from the existing reports. Last year our payments director wanted to know whether a second payment run each week would reduce late-fee charges enough to justify the extra staff time. I pulled eighteen months of invoice and payment records with SQL, matched them to the late-fee ledger, and built a simple simulation that replayed each invoice under one and two weekly runs. The model showed that most late fees came from invoices stuck in approval, not from the payment schedule. We changed the approval escalation rules instead of adding a run, and late fees fell sharply in the next two quarters. I tracked the result against the model every month and wrote a short note when one vendor group behaved differently than predicted.
I also maintain the help desk staffing model, which forecasts weekly ticket volume and converts it into a recommended staffing range. I publish it in Power BI and walk the help desk manager through the assumptions before each scheduling cycle.
What appeals to me about your team is the range of functions it supports and the emphasis on decisions rather than reports. I would bring careful data work, clear writing and a habit of checking whether a recommendation actually delivered.
Thank you for your consideration. I would welcome the chance to talk.
Sincerely, Jordan Avery
Frequently asked questions
- What does an Operations Analyst do?
- An Operations Analyst uses data, quantitative models and interviews with staff to help managers decide how an organization should run: how many people a service desk needs, how work should be scheduled, where a budget goes and what turnaround target is realistic. In administration, the job sits in corporate operations groups, shared service centers and government agencies, where it reports to operations or finance leadership. BLS counts the title under operations research analysts, whose May 2025 median wage was $88,940; the lowest 10 percent earned less than $57,060 and the top 10 percent more than $159,910. BLS lists a bachelor's degree as the typical entry-level education.
- What are the main duties of an Operations Analyst?
- Core duties include: pull transaction, staffing and cycle-time data from ERP, ticketing and HR systems with SQL, then clean and reconcile it before analysis begins; build forecasting models for request volumes, workload and headcount so managers can set staffing levels for the quarters ahead; and model how changes to shifts, queues, routing rules or approval steps would affect cost and turnaround, using spreadsheet scenarios and, where the question calls for it, simulation.
- How much does an Operations Analyst earn in government versus corporate administration?
- BLS reports pay for operations research analysts, the occupation this title falls under, by industry. In May 2025 the median was $141,130 in the federal executive branch, $97,610 in management of companies and enterprises, and $66,490 in state government excluding schools and hospitals. Those are occupation-wide figures; BLS does not break out operations analysts in administrative roles on their own.
- Will AI replace operations analysts?
- In August 2026 BLS placed operations research analysts in its "Very high" relative AI exposure category, which BLS says generally indicates that, compared with other occupations, a larger share of the occupation's tasks can be completed or assisted by AI and that language models have been observed performing some of them. BLS also states that exposure does not imply job loss, productivity gains, automation probability or wage effects. The rating describes tasks, not jobs: an analyst still has to choose the question, check the data and defend the recommendation to the people who must act on it.
- What education do federal agencies require for operations research analyst jobs?
- Federal positions in the Operations Research Series, 1515, follow an OPM qualification standard. It accepts a degree in operations research, or at least 24 semester hours in a combination of operations research, mathematics, probability, statistics, mathematical logic, science or math-heavy subject courses, with at least 3 of those hours in calculus. OPM says the primary requirement is competence in rigorous methods of inquiry and analysis rather than in the subject matter of the problem.
- Which industries employ operations analysts?
- BLS counted about 113,100 operations research analyst jobs in 2025. Finance and insurance held 26 percent, professional, scientific and technical services 22 percent, management of companies and enterprises 9 percent, educational services 8 percent, and state and local government excluding education and hospitals 7 percent. BLS adds that some analysts in the federal government work for the Department of Defense, which also employs analysts through private consulting firms.
- What software should an operations analyst know?
- O*NET's technology list for operations research analysts includes Structured Query Language (SQL), Microsoft SQL Server, Microsoft Power BI and Tableau. In an administrative operations group that typically means writing queries against the ERP or ticketing database, then publishing the results in a dashboard leaders check every week. Spreadsheets handle quick scenario models alongside those tools.
Sources
Salary figures and role details on this page were checked against the following sources. Dates show when each was last reviewed.
- Operations Research Analysts, BLS Occupational Employment and Wage Statistics (May 2025)Checked Nov 10, 2026
- Operations Research Analysts, Occupational Outlook Handbook, U.S. Bureau of Labor Statistics (2026)Checked Nov 10, 2026
- Artificial Intelligence (AI) Exposure Categories, U.S. Bureau of Labor Statistics (Aug. 27, 2026)Checked Nov 10, 2026
- AI Exposure Categories and 2025-35 Employment Projections (table), U.S. Bureau of Labor Statistics (Aug. 27, 2026)Checked Nov 10, 2026
- Employment Projections: 2025-2035 Summary, USDL-26-1422, U.S. Bureau of Labor Statistics (Aug. 27, 2026)Checked Nov 10, 2026
- Summary Report for 15-2031.00, Operations Research Analysts, O*NET OnLine (2026)Checked Nov 10, 2026
- Operations Research Series 1515, Qualification Standard, U.S. Office of Personnel ManagementChecked Nov 10, 2026
- CAP (Certified Analytics Professional) Certification, INFORMS (2026)Checked Nov 10, 2026
- aCAP Certification, Certified Analytics Professional program, INFORMS (2026)Checked Nov 10, 2026
- Operations Research Analysts in Federal Executive Branch, BLS Occupational Employment and Wage Statistics (May 2025)Checked Nov 10, 2026
- Operations Research Analysts in State Government, excluding Schools and Hospitals, BLS Occupational Employment and Wage Statistics (May 2025)Checked Nov 10, 2026
- 2018 SOC Direct Match Title File, U.S. Bureau of Labor StatisticsChecked Nov 10, 2026
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