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Automation Risk Analysis

Will “Continuous Improvement Specialist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #117 of 702. Estimated risk: 3.5%

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AI Exposure Risk

61%

“Continuous Improvement Specialist” 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%

“Continuous Improvement Specialist” 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.

  • 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.

  • 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.

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

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

  • Review research literature.

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

  • Educate staff in the use of mathematical models.

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

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

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

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

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

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

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

Technologies & Software

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