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Automation Risk Analysis

Will “Analytical Strategist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #117 of 702. Estimated risk: 3.5%

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AI Exposure Risk

61%

“Analytical Strategist” 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%

“Analytical Strategist” 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.

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

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

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

  • 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.

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

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

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

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

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

  • Review research literature.

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

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

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

Technologies & Software

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