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Automation Risk Analysis

Will “Analyst” be Automated?

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AI Exposure Risk

62%

“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%

“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

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

  • Define or recommend model specifications or data collection methods.

  • 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.

  • Prepare requirements documentation for use by software developers.

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

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

  • Produce written summary reports of financial research results.

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

  • 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.

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

  • Interpret results of financial analysis procedures.

  • Maintain or modify all financial analytic models in use.

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

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

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

  • Analyze pricing or risks of carbon trading products.

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

  • 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.

Technologies & Software

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