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Automation Risk Analysis

Will “Quantitative Analyst” be Automated?

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AI Exposure Risk

62%

“Quantitative 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%

“Quantitative 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

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

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

  • Produce written summary reports of financial research results.

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

  • Analyze pricing or risks of carbon trading products.

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

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

  • Define or recommend model specifications or data collection methods.

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

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

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

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

  • Interpret results of financial analysis procedures.

  • 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.

  • Maintain or modify all financial analytic models in use.

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

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

  • 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.

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

Technologies & Software

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