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Automation Risk Analysis

Will “Finance Analyst” be Automated?

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AI Exposure Risk

62%

“Finance 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%

“Finance 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.

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

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

  • Produce written summary reports of financial research results.

  • Maintain or modify all financial analytic models in use.

  • Interpret results of financial analysis procedures.

  • 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.

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

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

  • Analyze pricing or risks of carbon trading products.

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

  • 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.

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

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

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

  • Prepare requirements documentation for use by software developers.

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

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

  • Define or recommend model specifications or data collection methods.

Technologies & Software

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