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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

  • 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.

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

  • 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.

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

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

  • Educate staff in the use of mathematical models.

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

  • Review research literature.

  • 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.

  • 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.

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

  • 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.

Technologies & Software

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