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Automation Risk Analysis

Will “Investment Associate” be Automated?

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AI Exposure Risk

62%

“Investment Associate” 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 Associate” 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

  • Define or recommend model specifications or data collection methods.

  • 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.

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

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

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

  • 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.

  • Maintain or modify all financial analytic models in use.

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

  • 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.

  • 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.

  • Prepare requirements documentation for use by software developers.

  • 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.

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

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

  • Interpret results of financial analysis procedures.

Technologies & Software

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