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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

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

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

  • Interpret results of financial analysis procedures.

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

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

  • Maintain or modify all financial analytic models in use.

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

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

  • Prepare requirements documentation for use by software developers.

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

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

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

  • Analyze pricing or risks of carbon trading products.

  • 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.

  • 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.

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

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

Technologies & Software

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