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Automation Risk Analysis

Will “Quantitative Risk Analyst” be Automated?

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AI Exposure Risk

62%

“Quantitative Risk 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 Risk 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

  • Produce written summary reports of financial research results.

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

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

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

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

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

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

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

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

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

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

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

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

  • Prepare requirements documentation for use by software developers.

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

  • Maintain or modify all financial analytic models in use.

  • Interpret results of financial analysis procedures.

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

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

  • Define or recommend model specifications or data collection methods.

  • Analyze pricing or risks of carbon trading products.

Technologies & Software

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