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Automation Risk Analysis

Will “Material Liaison” be Automated?

Historical Context: Oxford Study (2013)

Ranked #117 of 702. Estimated risk: 3.5%

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AI Exposure Risk

61%

“Material Liaison” 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%

“Material Liaison” 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

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

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

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

  • 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.

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

  • Educate staff in the use of mathematical models.

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

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

  • 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.

  • Review research literature.

  • 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.

  • 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.

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

Technologies & Software

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