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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

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

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

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

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

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

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

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

  • 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.

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

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

  • 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.

  • 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.

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

Technologies & Software

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