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Automation Risk Analysis

Will “Policy Advisor” be Automated?

Historical Context: Oxford Study (2013)

Ranked #117 of 702. Estimated risk: 3.5%

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AI Exposure Risk

61%

“Policy Advisor” 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%

“Policy Advisor” 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.

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

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

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

  • Educate staff in the use of mathematical models.

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

  • 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.

  • 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.

  • 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.

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

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

  • 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.

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

Technologies & Software

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