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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

  • 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.

  • Educate staff in the use of mathematical models.

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

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

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

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

  • 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.

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

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

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

  • Review research literature.

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

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

  • 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.

Technologies & Software

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