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Automation Risk Analysis

Will “Research Associate” be Automated?

Historical Context: Oxford Study (2013)

Ranked #117 of 702. Estimated risk: 3.5%

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AI Exposure Risk

61%

“Research Associate” 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 Associate” 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

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

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

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

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

  • Review research literature.

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

  • 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.

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

  • Educate staff in the use of mathematical models.

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

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

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

  • 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.

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

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

Technologies & Software

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