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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

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

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

  • 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.

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

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

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

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

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

  • Review research literature.

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

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

  • Educate staff in the use of mathematical models.

  • 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.

  • 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.

Technologies & Software

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