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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

  • 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.

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

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

  • Develop business methods and procedures, including accounting systems, file systems, office systems, logistics systems, and production schedules.

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

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

  • 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.

  • 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.

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

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

  • Review research literature.

  • Study and analyze information about alternative courses of action to determine which plan will offer the best outcomes.

  • Educate staff in the use of mathematical models.

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

Technologies & Software

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