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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.

  • 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.

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

  • 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.

  • Review research literature.

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

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

  • 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.

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

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

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

  • Educate staff in the use of mathematical models.

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

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

Technologies & Software

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