Operations Research Analysts
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.
- O*NET-SOC code
15-2031.00 - Preparation Job Zone Five: Extensive Preparation Needed
Wages
| 10th | 25th | Median | 75th | 90th |
|---|---|---|---|---|
| $57,060 | $68,360 | $88,940 | $125,990 | $159,910 |
By state (49)
| State | Employment | Median annual | Location quotient |
|---|---|---|---|
| Alabama | 550 | $115,630 | 0.37 |
| Alaska | 70 | $88,750 | 0.30 |
| Arizona | 2,600 | $75,470 | 1.15 |
| Arkansas | 210 | $59,030 | 0.24 |
| California | 10,620 | $102,100 | 0.84 |
| Colorado | 770 | $129,880 | 0.39 |
| Connecticut | 950 | $96,700 | 0.80 |
| Delaware | 660 | $101,070 | 1.96 |
| District of Columbia | 2,250 | $96,030 | 4.59 |
| Florida | 9,120 | $77,600 | 1.32 |
| Georgia | 4,600 | $76,220 | 1.35 |
| Hawaii | 120 | $100,600 | 0.28 |
| Idaho | 500 | $103,600 | 0.84 |
| Illinois | 5,180 | $89,800 | 1.22 |
| Indiana | 1,380 | $85,280 | 0.62 |
| Iowa | 300 | $80,580 | 0.27 |
| Kansas | $92,050 | ||
| Kentucky | 660 | $83,850 | 0.47 |
| Louisiana | 550 | $63,210 | 0.41 |
| Maine | 220 | $99,460 | 0.49 |
| Maryland | 4,710 | $97,410 | 2.44 |
| Massachusetts | 4,200 | $96,500 | 1.66 |
| Michigan | 980 | $83,480 | 0.32 |
| Minnesota | 1,240 | $95,550 | 0.60 |
| Mississippi | 120 | $92,310 | 0.15 |
| Missouri | 1,190 | $62,380 | 0.58 |
| Montana | 150 | $80,400 | 0.42 |
| Nebraska | 330 | $98,300 | 0.46 |
| Nevada | 370 | $86,500 | 0.34 |
| New Hampshire | 290 | Not available | 0.60 |
| New Jersey | 3,280 | Not available | 1.10 |
| New Mexico | 510 | $80,360 | 0.84 |
| New York | 5,890 | $108,610 | 0.87 |
| North Carolina | 2,520 | $97,290 | 0.73 |
| North Dakota | 130 | $82,460 | 0.44 |
| Ohio | 2,600 | $103,620 | 0.67 |
| Oklahoma | 1,840 | $61,520 | 1.55 |
| Oregon | 2,710 | $102,170 | 1.97 |
| Pennsylvania | 3,220 | $79,640 | 0.76 |
| Rhode Island | 360 | $77,910 | 1.04 |
| South Carolina | 1,380 | $80,240 | 0.86 |
| Tennessee | 1,200 | $76,680 | 0.52 |
| Texas | 11,890 | $90,710 | 1.21 |
| Utah | 810 | $90,200 | 0.67 |
| Vermont | 170 | $89,790 | 0.78 |
| Virginia | 6,980 | $129,460 | 2.43 |
| Washington | 3,050 | $98,030 | 1.23 |
| West Virginia | 200 | $64,100 | 0.42 |
| Wisconsin | 4,270 | $71,820 | 2.08 |
Similar occupations
Similarity is our measure: the cosine of importance x level over all 120 O*NET skills, knowledge areas and abilities. It is not an O*NET finding. More.
Circles are the 20 most similar occupations, coloured by Job Zone. Lines join pairs where one is among the other's 10 most similar; darker lines are pairs O*NET also lists as related. Drag a circle to move it out of the way; select one to open it.
| # | Occupation | Job Zone | Similarity |
|---|---|---|---|
| 1 | Statisticians | 5 | 0.962 |
| 2 | Logistics Engineers | 4 | 0.959 |
| 3 | Computer and Information Research Scientists | 5 | 0.952 |
| 4 | Mathematicians | 5 | 0.951 |
| 5 | Database Architects | 4 | 0.950 |
| 6 | Financial Quantitative Analysts | 5 | 0.950 |
| 7 | Biostatisticians | 5 | 0.948 |
| 8 | Data Warehousing Specialists | 4 | 0.947 |
| 9 | Industrial Ecologists | 5 | 0.945 |
| 10 | Business Intelligence Analysts | 4 | 0.945 |
One skill away
Among the 50 occupations most similar to Operations Research Analysts, those at the same Job Zone or lower, where exactly one skill rated at least 3 in importance needs a level more than 0.75 points higher (on O*NET's 0-7 level scale). Our definition. Change the thresholds.
| Occupation | Skill to build | Level gap | Similarity |
|---|---|---|---|
| Data Warehousing Specialists | Programming | 1.00 | 0.947 |
| Remote Sensing Scientists and Technologists | Monitoring | 0.76 | 0.935 |
| Computer Hardware Engineers | Operations Monitoring | 1.75 | 0.934 |
| Logistics Analysts | Monitoring | 0.88 | 0.933 |
| Geodetic Surveyors | Monitoring | 0.76 | 0.926 |
| Environmental Economists | Management of Financial Resources | 1.87 | 0.925 |
| Petroleum Engineers | Monitoring | 0.76 | 0.924 |
| Survey Researchers | Critical Thinking | 0.76 | 0.919 |
| Hydrologists | Science | 1.13 | 0.919 |
| Industrial Engineers | Monitoring | 1.13 | 0.917 |
Software to learn next
Software used by at least 3 of the 20 occupations most similar to Operations Research Analysts, excluding software Operations Research Analysts already lists and any you named. Ranked by how many of them use it, weighted by how much more common it is among them than across all occupations (lift). Our ranking.
| Software | Similar jobs using it | Lift |
|---|---|---|
| Oracle Java | 16 of 20 | 7.5x |
| Microsoft Visual Studio | 12 of 20 | 12.0x |
| C# | 12 of 20 | 10.1x |
| Git | 10 of 20 | 9.8x |
| Oracle Database | 12 of 20 | 6.4x |
| Amazon Web Services AWS software | 10 of 20 | 8.9x |
| NoSQL | 8 of 20 | 12.3x |
| Microsoft Azure software | 9 of 20 | 8.7x |
| Apache Kafka | 7 of 20 | 12.0x |
| JavaScript | 10 of 20 | 5.5x |
Skills
From O*NET data. Importance is rated 1 to 5 and level 0 to 7.
| Skill | Type | Importance | Level |
|---|---|---|---|
| Mathematics | Essential skill | 4.50 | 4.88 |
| Complex Problem Solving | Transferable skill | 4.12 | 4.50 |
| Reading Comprehension | Essential skill | 4.00 | 4.25 |
| Critical Thinking | Essential skill | 4.00 | 4.12 |
| Active Listening | Essential skill | 4.00 | 4.00 |
| Speaking | Essential skill | 4.00 | 4.00 |
| Writing | Essential skill | 4.00 | 4.00 |
| Judgment and Decision Making | Transferable skill | 3.88 | 4.38 |
| Systems Evaluation | Transferable skill | 3.88 | 4.25 |
| Active Learning | Essential skill | 3.88 | 4.12 |
| Systems Analysis | Transferable skill | 3.88 | 3.88 |
| Operations Analysis | Transferable skill | 3.75 | 4.25 |
| Science | Essential skill | 3.25 | 3.25 |
| Coordination | Transferable skill | 3.12 | 3.12 |
| Time Management | Transferable skill | 3.12 | 3.00 |
| Instructing | Transferable skill | 3.00 | 3.00 |
| Learning Strategies | Essential skill | 3.00 | 3.00 |
| Monitoring | Essential skill | 2.88 | 3.12 |
| Persuasion | Transferable skill | 2.88 | 3.12 |
| Social Perceptiveness | Transferable skill | 2.88 | 2.88 |
| Service Orientation | Transferable skill | 2.75 | 2.88 |
| Programming | Transferable skill | 2.62 | 2.75 |
| Management of Personnel Resources | Transferable skill | 2.62 | 2.62 |
| Negotiation | Transferable skill | 2.12 | 2.38 |
| Management of Financial Resources | Transferable skill | 1.88 | 1.38 |
| Quality Control Analysis | Transferable skill | 1.88 | 1.38 |
| Management of Material Resources | Transferable skill | 1.88 | 1.25 |
| Operations Monitoring | Transferable skill | 1.88 | 1.25 |
| Technology Design | Transferable skill | 1.75 | 1.12 |
| Troubleshooting | Transferable skill | 1.25 | not rated |
| Operation and Control | Transferable skill | 1.12 | not rated |
| Equipment Maintenance | Transferable skill | 1.00 | not rated |
| Equipment Selection | Transferable skill | 1.00 | not rated |
| Installation | Transferable skill | 1.00 | not rated |
| Repairing | Transferable skill | 1.00 | not rated |
Knowledge (33) and abilities (52)
| Name | Importance | Level |
|---|---|---|
| Mathematics | 4.71 | 6.43 |
| Computers and Electronics | 4.10 | 5.33 |
| Engineering and Technology | 3.95 | 5.14 |
| Production and Processing | 3.71 | 4.48 |
| English Language | 3.57 | 4.05 |
| Design | 3.10 | 3.57 |
| Education and Training | 3.05 | 4.43 |
| Administration and Management | 2.81 | 3.81 |
| Economics and Accounting | 2.62 | 3.10 |
| Customer and Personal Service | 2.52 | 3.14 |
| Personnel and Human Resources | 2.29 | 2.81 |
| Communications and Media | 2.14 | 1.95 |
| Law and Government | 2.10 | 1.95 |
| Transportation | 2.05 | 2.05 |
| Sales and Marketing | 2.00 | 2.52 |
| Public Safety and Security | 2.00 | 1.67 |
| Sociology and Anthropology | 1.86 | 1.90 |
| Physics | 1.81 | 1.90 |
| Psychology | 1.76 | 1.62 |
| Geography | 1.71 | 2.33 |
| Telecommunications | 1.71 | 1.43 |
| Mechanical | 1.62 | 1.24 |
| Administrative | 1.55 | 1.55 |
| Chemistry | 1.38 | 0.90 |
| Foreign Language | 1.38 | 0.86 |
| Food Production | 1.33 | not rated |
| Building and Construction | 1.29 | not rated |
| Biology | 1.24 | not rated |
| History and Archeology | 1.24 | not rated |
| Philosophy and Theology | 1.24 | not rated |
| Therapy and Counseling | 1.19 | not rated |
| Fine Arts | 1.05 | not rated |
| Medicine and Dentistry | 1.00 | not rated |
| Name | Importance | Level |
|---|---|---|
| Mathematical Reasoning | 4.50 | 4.75 |
| Inductive Reasoning | 4.12 | 4.62 |
| Deductive Reasoning | 4.12 | 4.50 |
| Oral Comprehension | 4.00 | 4.75 |
| Written Comprehension | 4.00 | 4.75 |
| Oral Expression | 4.00 | 4.50 |
| Number Facility | 4.00 | 4.38 |
| Problem Sensitivity | 4.00 | 4.12 |
| Written Expression | 4.00 | 4.00 |
| Information Ordering | 3.88 | 4.12 |
| Near Vision | 3.75 | 3.75 |
| Fluency of Ideas | 3.62 | 4.12 |
| Category Flexibility | 3.62 | 4.00 |
| Originality | 3.62 | 4.00 |
| Speech Clarity | 3.25 | 3.25 |
| Flexibility of Closure | 3.12 | 3.25 |
| Speech Recognition | 3.12 | 3.00 |
| Selective Attention | 3.00 | 3.00 |
| Memorization | 2.88 | 2.75 |
| Far Vision | 2.75 | 2.62 |
| Perceptual Speed | 2.75 | 2.50 |
| Speed of Closure | 2.50 | 2.50 |
| Visualization | 2.12 | 2.62 |
| Time Sharing | 2.00 | 2.00 |
| Trunk Strength | 1.75 | 1.12 |
| Visual Color Discrimination | 1.75 | 1.12 |
| Auditory Attention | 1.75 | 0.75 |
| Hearing Sensitivity | 1.62 | 0.75 |
| Finger Dexterity | 1.38 | 0.38 |
| Wrist-Finger Speed | 1.38 | 0.38 |
| Depth Perception | 1.25 | not rated |
| Arm-Hand Steadiness | 1.00 | not rated |
| Control Precision | 1.00 | not rated |
| Dynamic Flexibility | 1.00 | not rated |
| Dynamic Strength | 1.00 | not rated |
| Explosive Strength | 1.00 | not rated |
| Extent Flexibility | 1.00 | not rated |
| Glare Sensitivity | 1.00 | not rated |
| Gross Body Coordination | 1.00 | not rated |
| Gross Body Equilibrium | 1.00 | not rated |
| Manual Dexterity | 1.00 | not rated |
| Multilimb Coordination | 1.00 | not rated |
| Night Vision | 1.00 | not rated |
| Peripheral Vision | 1.00 | not rated |
| Rate Control | 1.00 | not rated |
| Reaction Time | 1.00 | not rated |
| Response Orientation | 1.00 | not rated |
| Sound Localization | 1.00 | not rated |
| Spatial Orientation | 1.00 | not rated |
| Speed of Limb Movement | 1.00 | not rated |
| Stamina | 1.00 | not rated |
| Static Strength | 1.00 | not rated |
Software used
Examples from O*NET data. "Hot" and "in demand" are O*NET flags for technologies often listed in job postings.
- Microsoft Excel in demand
- Microsoft Office software in demand
- Microsoft Outlook in demand
- Microsoft Power BI in demand
- Microsoft PowerPoint in demand
- Python in demand
- Salesforce software in demand
- Structured query language SQL in demand
- Tableau in demand
- Amazon Redshift hot
- Apache Hadoop hot
- Apache Hive hot
- Apple macOS hot
- Bash hot
- C hot
- C++ hot
- ESRI ArcGIS software hot
- Extensible markup language XML hot
- GitHub hot
- Google Docs hot
- IBM SPSS Statistics hot
- Linux hot
- Marketo Marketing Automation hot
- Microsoft Access hot
- Microsoft Project hot
- Microsoft SQL Server hot
- Microsoft SQL Server Reporting Services SSRS hot
- Microsoft SharePoint hot
- Microsoft Visio hot
- Microsoft Visual Basic hot
All 114
- Microsoft Visual Basic for Applications VBA hot
- Microsoft Word hot
- MySQL hot
- Oracle PeopleSoft hot
- Perl hot
- R hot
- SAP software hot
- SAS hot
- Scala hot
- Shell script hot
- Splunk Enterprise hot
- Swift hot
- Teradata Database hot
- The MathWorks MATLAB hot
- UNIX hot
- UNIX Shell hot
- A mathematical programming language AMPL
- Apache Pig
- Blackbaud The Raiser's Edge
- Business Forecast Systems Forecast Pro
- Cisco IOS
- Citrix cloud computing software
- Claritas PRIZM NE
- Dassault Systemes CATIA
- Data entry software
- Database software
- ESRI ArcExplorer
- Eko
- FileMaker Pro
- Fund accounting software
- General algebraic modeling system GAMS
- Geographic information system GIS software
- Google Drive
- Google Slides
- Hewlett Packard HP-UX
- Human resource management software HRMS
- Hyperion Solutions Hyperion Intelligence
- IBM Cognos Impromptu
- IBM Domino
- IBM Notes
- IBM Power Systems software
- ILOG OPL-CPLEX Development System
- Imagine That Extend OR
- Insightful S-PLUS
- Job control language JCL
- Jupyter Notebook
- LINDO Systems LINGO
- LexisNexis
- MathWorks Simulink
- Mathsoft Mathcad
- McAfee
- Mesquite Software CSIM
- MicroStrategy
- Microsoft Dynamics
- Microsoft Exchange
- Microsoft MapPoint
- Microsoft Visual Basic Scripting Edition VBScript
- Minitab
- Mixed integer optimizer MINTO
- National Instruments LabVIEW
- NetSuite ERP
- Oracle Business Intelligence Enterprise Edition
- Oracle E-Business Suite Financials
- Oracle Eloqua
- Oracle Hyperion
- Oracle JD Edwards EnterpriseOne
- Oracle Solaris
- Oracle Taleo
- ProModel
- Qlik Tech QlikView
- Rockwell Automation Arena
- SAP Business Objects
- SAP Crystal Reports
- SAP PowerBuilder
- Stanford Business Software MINOS
- Stanford Business Software SNOPT
- StataCorp Stata
- Strategic Reporting Systems ReportSmith
- Sun Microsystems Java
- Telelogic System Architect
- Veritas NetBackup
- Wireshark
- Wolfram Research Mathematica
- iGrafx
Where it concentrates
Metro areas ranked by BLS location quotient: the occupation's share of the area's jobs divided by its share of all US jobs. Above 1 means more concentrated than the nation. Metros employing fewer than 100 are left out.
| Metro area | Employment | Location quotient | Median annual |
|---|---|---|---|
| Lexington Park, MD | 390 | 7.89 | $135,300 |
| Olympia-Lacey-Tumwater, WA | 600 | 6.59 | $84,500 |
| Washington-Arlington-Alexandria, DC-VA-MD-WV | 8,080 | 3.69 | $127,600 |
| Oklahoma City, OK | 1,670 | 3.53 | $53,730 |
| Helena, MT | 100 | 3.36 | $80,400 |
| Lafayette-West Lafayette, IN | 240 | 3.35 | $86,910 |
| Madison, WI | 880 | 3.10 | $75,650 |
| Tallahassee, FL | 400 | 3.05 | $46,570 |
| Green Bay, WI | 340 | 2.75 | $67,340 |
| Crestview-Fort Walton Beach-Destin, FL | 240 | 2.74 | $115,920 |