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Automation Risk Analysis

Will “Analytics Consultant” be Automated?

Historical Context: Oxford Study (2013)

Ranked #117 of 702. Estimated risk: 3.5%

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AI Exposure Risk

61%

“Analytics Consultant” 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%

“Analytics Consultant” 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

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

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

  • Educate staff in the use of mathematical models.

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

  • 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.

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

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

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

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

  • Review research literature.

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

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

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

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

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

Technologies & Software

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