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Automation Risk Analysis

Will “Risk Model Auditor” be Automated?

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AI Exposure Risk

62%

“Risk Model Auditor” 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%

“Risk Model Auditor” 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

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

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

  • Interpret results of financial analysis procedures.

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

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

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

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

  • Analyze pricing or risks of carbon trading products.

  • 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.

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

  • Maintain or modify all financial analytic models in use.

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

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

  • Produce written summary reports of financial research results.

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

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

  • Define or recommend model specifications or data collection methods.

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

  • Prepare requirements documentation for use by software developers.

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

Technologies & Software

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