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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

  • 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.

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

  • Analyze pricing or risks of carbon trading products.

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

  • Produce written summary reports of financial research results.

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

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

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

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

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

  • Prepare requirements documentation for use by software developers.

  • Interpret results of financial analysis procedures.

  • Maintain or modify all financial analytic models in use.

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

  • Define or recommend model specifications or data collection methods.

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

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

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

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

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

Technologies & Software

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