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Automation Risk Analysis

Will “Procedure Analyst” be Automated?

Historical Context: Oxford Study (2013)

Ranked #117 of 702. Estimated risk: 3.5%

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AI Exposure Risk

61%

“Procedure 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%

“Procedure 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

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

  • Educate staff in the use of mathematical models.

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

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

  • 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.

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

  • Review research literature.

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

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

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

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

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

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

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

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

Technologies & Software

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