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Automation Risk Analysis

Will “Risk Analyst” be Automated?

Historical Context: Oxford Study (2013)

Ranked #117 of 702. Estimated risk: 3.5%

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AI Exposure Risk

61%

“Risk Analyst” 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%

“Risk Analyst” 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

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

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

  • Review research literature.

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

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

  • 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.

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

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

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

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

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

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

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

  • Educate staff in the use of mathematical models.

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

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

Technologies & Software

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