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Automation Risk Analysis

Will “Methods Specialist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #117 of 702. Estimated risk: 3.5%

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AI Exposure Risk

61%

“Methods 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%

“Methods 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

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

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

  • Review research literature.

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

  • 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.

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

  • 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.

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

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

  • Educate staff in the use of mathematical models.

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

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

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

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

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

Technologies & Software

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