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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

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

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

  • Analyze pricing or risks of carbon trading products.

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

  • Interpret results of financial analysis procedures.

  • Prepare requirements documentation for use by software developers.

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

  • Maintain or modify all financial analytic models in use.

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

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

  • 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.

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

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

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

  • Produce written summary reports of financial research results.

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

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

  • 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.

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

Technologies & Software

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