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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

  • Review research literature.

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

  • 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.

  • 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.

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

  • 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.

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

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

  • Educate staff in the use of mathematical models.

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

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

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

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

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

Technologies & Software

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