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Automation Risk Analysis

Will “Methods Analyst” be Automated?

Historical Context: Oxford Study (2013)

Ranked #117 of 702. Estimated risk: 3.5%

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AI Exposure Risk

61%

“Methods 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%

“Methods 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

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

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

  • 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.

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

  • Review research literature.

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

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

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

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

  • Specify manipulative or computational methods to be applied to 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.

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

  • 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.

  • Educate staff in the use of mathematical models.

Technologies & Software

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