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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

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

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

  • Interpret results of financial analysis procedures.

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

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

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

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

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

  • 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.

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

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

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

  • Analyze pricing or risks of carbon trading products.

  • 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.

  • Produce written summary reports of financial research results.

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

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

Technologies & Software

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