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Automation Risk Analysis

Will “Portfolio Manager” be Automated?

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AI Exposure Risk

62%

“Portfolio Manager” 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%

“Portfolio Manager” 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.

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

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

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

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

  • 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.

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

  • Prepare requirements documentation for use by software developers.

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

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

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

  • Define or recommend model specifications or data collection methods.

  • 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.

  • Interpret results of financial analysis procedures.

  • Analyze pricing or risks of carbon trading products.

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

  • 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.

  • Produce written summary reports of financial research results.

Technologies & Software

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