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Automation Risk Analysis

Will “Structurer” be Automated?

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AI Exposure Risk

62%

“Structurer” 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%

“Structurer” 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

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

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

  • Produce written summary reports of financial research results.

  • Maintain or modify all financial analytic models in use.

  • Define or recommend model specifications or data collection methods.

  • Interpret results of financial analysis procedures.

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

  • Analyze pricing or risks of carbon trading products.

  • Prepare requirements documentation for use by software developers.

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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