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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

  • Educate staff in the use of mathematical models.

  • 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.

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

  • Review research literature.

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

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

  • 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.

  • 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.

  • 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.

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

  • 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.

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

Technologies & Software

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