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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

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

  • Maintain or modify all financial analytic models in use.

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

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

  • Analyze pricing or risks of carbon trading products.

  • 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.

  • 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.

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

  • Prepare requirements documentation for use by software developers.

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

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

  • Produce written summary reports of financial research results.

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

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

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

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

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

  • Define or recommend model specifications or data collection methods.

  • Interpret results of financial analysis procedures.

Technologies & Software

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