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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

  • 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.

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

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

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

  • 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.

  • Review research literature.

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

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

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

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

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

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

  • Educate staff in the use of mathematical models.

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

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

Technologies & Software

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