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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

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

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

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

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

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

  • Review research literature.

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

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

  • Educate staff in the use of mathematical models.

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

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

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

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

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

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

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

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

Technologies & Software

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