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Automation Risk Analysis

Will “Decision Analyst” be Automated?

Historical Context: Oxford Study (2013)

Ranked #117 of 702. Estimated risk: 3.5%

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AI Exposure Risk

61%

“Decision Analyst” 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%

“Decision Analyst” 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

  • 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.

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

  • 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.

  • 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.

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

  • Review research literature.

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

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

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

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

  • Educate staff in the use of mathematical models.

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

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

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

Technologies & Software

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