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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

  • 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.

  • 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.

  • Educate staff in the use of mathematical models.

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

  • 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.

  • 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.

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

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

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

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

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

  • Review research literature.

Technologies & Software

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