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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

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

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

  • Interpret results of financial analysis procedures.

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

  • Analyze pricing or risks of carbon trading products.

  • Produce written summary reports of financial research results.

  • Define or recommend model specifications or data collection methods.

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

  • 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.

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

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

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

  • 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.

  • Prepare requirements documentation for use by software developers.

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

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

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

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

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

Technologies & Software

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