Session 4 : <em>Model Governance and Key Risk Indicators of Model Performance</em>

This presentation will focus first on providing an overview of Channel and the Risk, Analytics, & Data Strategy team that performed this case study. We will start by sharing Channel’s process for model development & validation as well as how the business ultimately approves the use of these models through our Risk Committee framework. Then, we’ll showcase the development of our key risk indicators and provide some context around how Channel defined our risk appetite as it relates to model performance. Finally, we will share how we defined ranges of acceptable values for the key risk indicators, and thresholds that would trigger action. We’ll finish up by sharing the output from our most recent quarterly update meeting and how we interpret the results.

Publication Details

Journal
Open PRAIRIE (South Dakota State University)
Published
2025-02-07
Primary Topic
Big Data and Business Intelligence
Type
article
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article

Session 4 : Model Governance and Key Risk Indicators of Model Performance

Open PRAIRIE (South Dakota State University)
Big Data and Business Intelligence
article

Session 4 : Model Governance and Key Risk Indicators of Model Performance

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Abstract

This presentation will focus first on providing an overview of Channel and the Risk, Analytics, & Data Strategy team that performed this case study. We will start by sharing Channel’s process for model development & validation as well as how the business ultimately approves the use of these models through our Risk Committee framework. Then, we’ll showcase the development of our key risk indicators and provide some context around how Channel defined our risk appetite as it relates to model performance. Finally, we will share how we defined ranges of acceptable values for the key risk indicators, and thresholds that would trigger action. We’ll finish up by sharing the output from our most recent quarterly update meeting and how we interpret the results.

Open PRAIRIE (South Dakota State University)
Openalex Percentile: Top 35%
Big Data and Business Intelligence
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Session 4 : <em>Model Governance and Key Risk Indicators of Model Performance</em> · Open PRAIRIE (South Dakota State University) (2025) | TGRS Research Map | TGRS