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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.

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

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

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

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

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

  • 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.

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

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

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

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

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

  • Review research literature.

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

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

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

Technologies & Software

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