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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

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

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

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

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

  • Analyze pricing or risks of carbon trading products.

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

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

  • Define or recommend model specifications or data collection methods.

  • 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.

  • Interpret results of financial analysis procedures.

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

  • Prepare requirements documentation for use by software developers.

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

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

  • 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.

  • Produce written summary reports of financial research results.

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

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

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

Technologies & Software

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