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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

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

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

  • 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.

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

  • 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.

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

  • Educate staff in the use of mathematical models.

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

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

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

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

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

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

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

  • Review research literature.

Technologies & Software

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