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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

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

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

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

  • Educate staff in the use of mathematical 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.

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

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

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

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

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

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

  • 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.

  • 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.

Technologies & Software

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