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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

  • Educate staff in the use of mathematical models.

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

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

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

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

  • Review research literature.

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

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

  • 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.

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

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

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

  • 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.

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

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

Technologies & Software

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