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Automation Risk Analysis

Will “Optimization Analyst” be Automated?

Historical Context: Oxford Study (2013)

Ranked #117 of 702. Estimated risk: 3.5%

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AI Exposure Risk

61%

“Optimization 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%

“Optimization 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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

  • Review research literature.

  • Educate staff in the use of mathematical models.

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

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

Technologies & Software

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