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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

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

  • Review research literature.

  • 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.

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

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

  • 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.

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

  • 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.

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

  • Educate staff in the use of mathematical models.

  • 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.

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

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

Technologies & Software

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