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Automation Risk Analysis

Will “Systems Analyst” be Automated?

Historical Context: Oxford Study (2013)

Ranked #117 of 702. Estimated risk: 3.5%

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AI Exposure Risk

61%

“Systems Analyst” 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%

“Systems Analyst” 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

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

  • Educate staff in the use of mathematical models.

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

Technologies & Software

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