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Automation Risk Analysis

Will “Data Analyst” be Automated?

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AI Exposure Risk

62%

“Data 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 62% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

23%

“Data 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 Financial Quantitative Analysts, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Develop quantitative techniques to inform securities investing, equities investing, pricing, or valuation of financial instruments. Develop mathematical or statistical models for risk management, asset optimization, pricing, or relative value analysis.

Job Title & Hierarchy Code (SOC) Financial Quantitative Analysts #13-2099.01
ℹ️

Data is based on the reference occupation: “Financial Quantitative Analysts”

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Core Skills & Abilities

  • Develop core analytical capabilities or model libraries, using advanced statistical, quantitative, or econometric techniques.

  • Apply mathematical or statistical techniques to address practical issues in finance, such as derivative valuation, securities trading, risk management, or financial market regulation.

  • Interpret results of financial analysis procedures.

  • Maintain or modify all financial analytic models in use.

  • Research new financial products or analytics to determine their usefulness.

  • Provide application or analytical support to researchers or traders on issues such as valuations or data.

  • Research or develop analytical tools to address issues such as portfolio construction or optimization, performance measurement, attribution, profit and loss measurement, or pricing models.

  • Develop solutions to help clients hedge carbon exposure or risk.

  • Assess the potential impact of climate change on business financial issues, such as damage repairs, insurance costs, or potential disruptions of daily activities.

  • Collaborate with product development teams to research, model, validate, or implement quantitative structured solutions for new or expanded markets.

  • Prepare requirements documentation for use by software developers.

  • Analyze pricing or risks of carbon trading products.

  • Devise or apply independent models or tools to help verify results of analytical systems.

  • Develop methods of assessing or measuring corporate performance in terms of environmental, social, and governance (ESG) issues.

  • Consult traders or other financial industry personnel to determine the need for new or improved analytical applications.

  • Confer with other financial engineers or analysts on trading strategies, market dynamics, or trading system performance to inform development of quantitative techniques.

  • Define or recommend model specifications or data collection methods.

  • Produce written summary reports of financial research results.

  • Collaborate in the development or testing of new analytical software to ensure compliance with user requirements, specifications, or scope.

  • Develop tools to assess green technologies or green financial products, such as green hedge funds or social responsibility investment funds.

  • Identify, track, or maintain metrics for trading system operations.

Technologies & Software

  • DataRobot
  • Bloomberg Professional
  • Web browser software
  • C#
  • Meta Business AI
  • Amazon Web Services AWS software
  • Tableau AI
  • JavaScript
  • Microsoft Dynamics
  • Microsoft PowerPoint
  • Microsoft Excel
  • Planful AI
  • DeepSeek
  • IBM SPSS Statistics
  • Grok (xAI)
  • The MathWorks MATLAB
  • Kimi (Moonshot AI)
  • Claude (Anthropic)
  • Microsoft Visual Basic for Applications VBA
  • Perplexity AI
  • MicroStrategy Desktop
  • Oracle Java
  • Structured query language SQL
  • Microsoft Visio
  • Qwen (Alibaba)
  • UNIX
  • Linux
  • Nova (Amazon)
  • Python
  • Microsoft Visual Studio
  • Oracle JD Edwards EnterpriseOne
  • MicroStrategy
  • Microsoft Copilot
  • Microsoft Office software
  • StataCorp Stata
  • Alteryx AI
  • Microsoft Visual Basic
  • Perl
  • ChatGPT (OpenAI)
  • Llama (Meta)
  • Microsoft Azure software
  • Apache Hive
  • IBM Cognos Business Intelligence
  • R
  • Mistral (Mistral AI)
  • SAS
  • Napkin AI
  • Microsoft SQL Server
  • Microsoft Access
  • C++
  • Insightful S-PLUS
  • Tableau
  • Gemini (Google)
  • Microsoft Power BI
  • Gemini for Workspace
  • Photocopying equipment
  • Laptop computers
  • Computer data input scanners
  • Multi-line telephone systems
  • Personal computers
  • Desktop computers
  • Mainframe computers