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Automation Risk Analysis

Will “Operations Analyst (Ops Analyst)” be Automated?

Historical Context: Oxford Study (2013)

Ranked #117 of 702. Estimated risk: 3.5%

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AI Exposure Risk

61%

“Operations Analyst (Ops Analyst)” 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 Analyst (Ops Analyst)” 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

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

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

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

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

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

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

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

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

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

  • Educate staff in the use of mathematical models.

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

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

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

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

  • Review research literature.

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

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

Technologies & Software

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