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Automation Risk Analysis

Will “Technical Analyst” be Automated?

Historical Context: Oxford Study (2013)

Ranked #117 of 702. Estimated risk: 3.5%

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AI Exposure Risk

61%

“Technical 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%

“Technical 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

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

  • Educate staff in the use of mathematical models.

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

  • Review research literature.

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

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

  • 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.

  • 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.

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

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

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

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

  • 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.

Technologies & Software

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