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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

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

  • Educate staff in the use of mathematical models.

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

  • Review research literature.

  • 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.

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

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

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

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

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

  • 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.

  • 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.

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

Technologies & Software

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