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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

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

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

  • Review research literature.

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

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

  • Educate staff in the use of mathematical models.

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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