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Automation Risk Analysis

Will “Research Scientist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #117 of 702. Estimated risk: 3.5%

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AI Exposure Risk

61%

“Research Scientist” 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%

“Research Scientist” 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

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

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

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

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

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

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

  • 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.

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

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

  • Educate staff in the use of mathematical models.

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

  • Review research literature.

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

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

  • 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.

Technologies & Software

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