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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

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

  • Educate staff in the use of mathematical models.

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

  • 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 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.

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

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

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

  • 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.

  • 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.

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

  • Review research literature.

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

Technologies & Software

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