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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

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

  • Review research literature.

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

  • Educate staff in the use of mathematical models.

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

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

  • 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.

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

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

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

  • 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.

  • 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.

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

Technologies & Software

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