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Automation Risk Analysis

Will “Methods Consultant” be Automated?

Historical Context: Oxford Study (2013)

Ranked #117 of 702. Estimated risk: 3.5%

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AI Exposure Risk

61%

“Methods Consultant” 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 Consultant” 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.

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

  • 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.

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

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

  • Educate staff in the use of mathematical models.

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

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

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

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

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

  • Review research literature.

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

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

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

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

Technologies & Software

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