Model Risk Management with Modelscape

Manage financial models throughout a lifecycle across multiple domains and programming languages

Modelscape™ provides workflow tools for model lifecycle support including governance, automation, documentation, and operation in a unified, customizable system. Use Modelscape if you have a role related to model development and deployment in financial services.

Modelscape provides workflow tools for creating, documenting, validating, deploying, and managing models and associated data. Modelscape supports models you build in MATLAB^®, Python^®, R, SAS^®, and other programming languages.

To host Modelscape for your organization, contact MathWorks Consulting Services. After you have set up Modelscape, to use it in MATLAB R2023a, download the Support Software Downloader for your operating system, run it, and install Modelscape for MATLAB.

Topics

Get Started with Modelscape
Learn the basics of Modelscape.
Modelscape Governance
Manage model inventory, risk scoring, workflows, and reporting.
Modelscape Develop
Develop models with automated documentation and reproducible processes.
Modelscape Validate
Validate models in an interactive environment and perform scenario analysis, issue tracking, and approval tracking.
Modelscape Test
Perform automated preproduction build and test with traceability.
Modelscape Deploy
Host and scale production models in a secure, controlled environment.
Extensibility
Customize Modelscape environment.

Functions

`checkModel`	Check Modelscape model validity
`packageModel`	Create Docker image of Modelscape model

Apps

Inventory Browser	Create Modelscape models and add dependencies
Lifecycle Designer	Create and edit lifecycles in Modelscape
Review Editor	Validate Modelscape models and submit reviews

Live Editor Tasks

Remove Risk Factors	Remove or include data and record reasons in Modelscape
Screen Risk Factors	Remove risk factors from data in Modelscape

Featured Examples

Model Development and Experiment Manager

Use MATLAB® Experiment Manager with Modelscape™ at various stages of model development.

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Remove Risk Factors

Remove or include variables from a table and record the corresponding reasons using the Modelscape™ Remove Risk Factors task.

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Fairness Metrics in Modelscape

Detect bias in data and statistical models using a special suite of metrics in Modelscape™.

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Screen Risk Factors by Custom Criteria

Use the Screen Risk Factors task to automatically exclude risk factors from a table based on their predictive power.

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Model Documentation in Modelscape

Add content to a Microsoft® Word document from MATLAB®.

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Metrics Handlers

Manage Modelscape™ test metrics and their associated threshold objects using MetricsHandler objects.

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Credit Scorecard Validation Metrics

Implement a Probability of Default (PD) model validation suite covering the techniques laid out in the BCBS Working Paper 14.

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Validation of Credit Models in ECB Templates

Fill in the European Central Bank (ECB) model validation templates using Modelscape™ in MATLAB®.

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Validation of External Models

Use MATLAB® model validation tools on models existing outside of MATLAB using Modelscape™.

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File Attachments in Modelscape Review Editor

Attach files to reviews using Review Editor app in the Modescape™ Review Environment (MRE).

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Customization of Signoff Forms in Review Editor

Customize review sign off forms using Review Editor app in the Modelscape™ Review Environment (MRE).

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Model Implementation for Modelscape Deploy

Use and implement the Modelscape™ Deploy™.

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Customizing Model Inventory: Risk Tiering

Customize the Model Inventory to hold information specific to your organization.

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Test Metrics in Modelscape

Implement various test metrics in MATLAB® using Modelscape™.

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