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Automation Risk Analysis

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

Historical Context: Oxford Study (2013)

Ranked #117 of 702. Estimated risk: 3.5%

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AI Exposure Risk

61%

“Operations Specialist (Ops Specialist)” 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 Specialist (Ops Specialist)” 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

  • 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.

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

  • 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.

  • 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.

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

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

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

  • 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.

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

  • Review research literature.

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

  • Educate staff in the use of mathematical models.

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

Technologies & Software

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