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Automation Risk Analysis

Will “Researcher” be Automated?

Historical Context: Oxford Study (2013)

Ranked #117 of 702. Estimated risk: 3.5%

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AI Exposure Risk

61%

“Researcher” 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%

“Researcher” 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

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

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

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

  • Educate staff in the use of mathematical models.

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

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

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

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

  • 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.

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

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

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

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

  • 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.

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

Technologies & Software

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