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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

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

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

  • 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.

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

  • Review research literature.

  • 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.

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

  • 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.

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

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

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

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

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

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

Technologies & Software

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