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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

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

  • Maintain or modify all financial analytic models in use.

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

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

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

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

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

  • Prepare requirements documentation for use by software developers.

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

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

  • Define or recommend model specifications or data collection methods.

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

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

  • Analyze pricing or risks of carbon trading products.

  • Produce written summary reports of financial research results.

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

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

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

  • 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.

  • Interpret results of financial analysis procedures.

Technologies & Software

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