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Automation Risk Analysis

Will “Advanced Analytics Associate” be Automated?

Historical Context: Oxford Study (2013)

Ranked #117 of 702. Estimated risk: 3.5%

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AI Exposure Risk

61%

“Advanced Analytics Associate” 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%

“Advanced Analytics Associate” 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

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

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

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

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

  • 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.

  • 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.

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

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

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

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

  • Review research literature.

  • 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.

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

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

Technologies & Software

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