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Automation Risk Analysis

Will “Decision Support 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 Support 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 Support 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

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

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

  • 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.

  • 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.

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

  • Review research literature.

  • Educate staff in the use of mathematical models.

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

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

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

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

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

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

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

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

Technologies & Software

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