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Automation Risk Analysis

Will “Operations Research Scientist (Ops Research Scientist)” be Automated?

Historical Context: Oxford Study (2013)

Ranked #117 of 702. Estimated risk: 3.5%

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AI Exposure Risk

61%

“Operations Research Scientist (Ops Research Scientist)” will maybe be replaced by AI.

Based on the cognitive demands, communication requirements, and logical reasoning intrinsic to this occupation according to O*NET data, we project a 61% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

23%

“Operations Research Scientist (Ops Research Scientist)” will almost certainly not be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 23% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Operations Research Analysts, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: 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.

Avg. Annual Salary $99,120
Avg. Hourly Wage $47.66
Available Jobs (US) 107,760
Job Title & Hierarchy Code (SOC) Operations Research Analysts #15-2031
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Operations Research Analysts”

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Core Skills & Abilities

  • Review research literature.

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

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

  • Educate staff in the use of mathematical models.

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

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

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

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

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

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

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

  • Specify manipulative or computational methods to be applied to models.

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

  • Prepare management reports defining and evaluating problems and recommending solutions.

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

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

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

Technologies & Software

  • Gemini Code Assist
  • Oracle Business Intelligence Enterprise Edition
  • Splunk Enterprise
  • Microsoft Visual Basic
  • Microsoft Word
  • Gemini (Google)
  • NetSuite ERP
  • Fund accounting software
  • Linux
  • Citrix cloud computing software
  • SAS
  • MySQL
  • Apple macOS
  • Microsoft Project
  • Google Antigravity
  • GitHub Copilot
  • Jupyter Notebook
  • McAfee
  • MathWorks Simulink
  • Microsoft Access
  • General algebraic modeling system GAMS
  • iGrafx
  • Mixed integer optimizer MINTO
  • Devin (Cognition AI)
  • Insightful S-PLUS
  • LexisNexis
  • Cisco IOS
  • Oracle PeopleSoft
  • Mathsoft Mathcad
  • Kimi (Moonshot AI)
  • Claude (Anthropic)
  • Microsoft SharePoint
  • Hyperion Solutions Hyperion Intelligence
  • C
  • Python
  • Cursor AI
  • Database software
  • Eko
  • Oracle E-Business Suite Financials
  • Llama (Meta)
  • Perl
  • Microsoft MapPoint
  • Tableau
  • Bash
  • ILOG OPL-CPLEX Development System
  • Apache Hadoop
  • Apache Hive
  • Oracle Hyperion
  • Microsoft Visual Basic for Applications VBA
  • The MathWorks MATLAB
  • Qlik Tech QlikView
  • IBM Cognos Impromptu
  • Sun Microsystems Java
  • Oracle Solaris
  • Microsoft Dynamics
  • Microsoft SQL Server
  • IBM SPSS Statistics
  • GitHub
  • Hewlett Packard HP-UX
  • Business Forecast Systems Forecast Pro
  • Oracle JD Edwards EnterpriseOne
  • UNIX Shell
  • Teradata Database
  • Microsoft Outlook
  • FileMaker Pro
  • SAP PowerBuilder
  • Microsoft Excel
  • Wolfram Research Mathematica
  • Lovable.dev
  • ESRI ArcGIS software
  • Mistral AI (chat/models)
  • Oracle Taleo
  • Structured query language SQL
  • Google Docs
  • IBM Notes
  • Bolt.new
  • National Instruments LabVIEW
  • Imagine That Extend OR
  • C++
  • v0 by Vercel
  • MicroStrategy
  • SAP Crystal Reports
  • SAP Business Objects
  • Rockwell Automation Arena
  • Apache Pig
  • Data entry software
  • Minitab
  • Amazon Redshift
  • StataCorp Stata
  • Stanford Business Software MINOS
  • R
  • Marketo Marketing Automation
  • Mistral (Mistral AI)
  • Claritas PRIZM NE
  • Microsoft Visio
  • LINDO Systems LINGO
  • Microsoft SQL Server Reporting Services SSRS
  • Dassault Systemes CATIA
  • Scala
  • Shell script
  • Qwen (Alibaba)
  • Microsoft PowerPoint
  • Swift
  • Microsoft Visual Basic Scripting Edition VBScript
  • Job control language JCL
  • Telelogic System Architect
  • ESRI ArcExplorer
  • Veritas NetBackup
  • SAP software
  • ProModel
  • UNIX
  • Perplexity AI
  • Mesquite Software CSIM
  • ChatGPT (OpenAI)
  • Google Slides
  • Codeium
  • Oracle Eloqua
  • Blackbaud The Raiser's Edge
  • Microsoft Office software
  • Strategic Reporting Systems ReportSmith
  • Stanford Business Software SNOPT
  • Human resource management software HRMS
  • A mathematical programming language AMPL
  • IBM Power Systems software
  • Wireshark
  • Salesforce software
  • Microsoft Exchange
  • Geographic information system GIS software
  • IBM Domino
  • Google Drive
  • Tabnine
  • Grok (xAI)
  • Nova (Amazon)
  • DeepSeek
  • Microsoft Power BI
  • Amazon CodeWhisperer
  • Extensible markup language XML
  • Personal computers
  • Desktop computers
  • Laptop computers
  • Mainframe computers