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Automation Risk Analysis

Will “Quantitative Research Analyst” be Automated?

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AI Exposure Risk

62%

“Quantitative Research 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 Research 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

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

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

  • Maintain or modify all financial analytic models in use.

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

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

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

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

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

  • Prepare requirements documentation for use by software developers.

  • 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.

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

  • Produce written summary reports of financial research results.

  • Interpret results of financial analysis procedures.

  • Define or recommend model specifications or data collection methods.

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

  • Analyze pricing or risks of carbon trading products.

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

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

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

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

Technologies & Software

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