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Automation Risk Analysis

Will “Financial Analyst” be Automated?

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AI Exposure Risk

62%

“Financial 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%

“Financial 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

  • Analyze pricing or risks of carbon trading products.

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

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

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

  • Prepare requirements documentation for use by software developers.

  • 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.

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

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

  • Maintain or modify all financial analytic models in use.

  • 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 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.

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

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

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

  • Interpret results of financial analysis procedures.

  • Produce written summary reports of financial research results.

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

  • 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

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