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Automation Risk Analysis

Will “Investment Portfolio Control Consultant” be Automated?

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AI Exposure Risk

62%

“Investment Portfolio Control Consultant” 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%

“Investment Portfolio Control Consultant” 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 or develop analytical tools to address issues such as portfolio construction or optimization, performance measurement, attribution, profit and loss measurement, or pricing models.

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

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

  • 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.

  • Produce written summary reports of financial research results.

  • Analyze pricing or risks of carbon trading products.

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

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

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

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

  • Prepare requirements documentation for use by software developers.

  • Interpret results of financial analysis procedures.

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

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

  • 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.

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

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

  • Define or recommend model specifications or data collection methods.

  • Maintain or modify all financial analytic models in use.

Technologies & Software

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