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Automation Risk Analysis

Will “Model Risk Manager” be Automated?

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AI Exposure Risk

62%

“Model Risk Manager” 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%

“Model Risk Manager” 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

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

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

  • 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.

  • 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.

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

  • Maintain or modify all financial analytic models in use.

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

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

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

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

  • Define or recommend model specifications or data collection methods.

  • Produce written summary reports of financial research results.

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

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

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

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

  • 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.

Technologies & Software

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