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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.

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

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

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

  • 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.

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

  • 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.

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

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

  • 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.

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

  • Review research literature.

  • 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.

Technologies & Software

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