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Business Analytics Commons

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Finance and Financial Management

Singapore Management University

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Full-Text Articles in Business Analytics

An Integrated Framework On Human-In-The-Loop Risk Analytics, Peng Liu Jan 2023

An Integrated Framework On Human-In-The-Loop Risk Analytics, Peng Liu

Research Collection Lee Kong Chian School Of Business

Risk analytics is an integral component in the overall assessment of the risk profile for potential and existing obligors. For example, credit worthiness is often assessed via the use of scorecards, which are regulatory credit risk models developed based on historical data and domain expertise in banks and financial institutions. A pure statistical model, however, often fails to entertain regulatory requirements on both predictiveness and interpretability at the same time. Instead, practical risk models are developed by incorporating expert opinions within the development process, such as forcing the direction of travel for certain financial factors. In this article, the author …


How Sector Volatility Spills Into Related Markets, Singapore Management University Mar 2019

How Sector Volatility Spills Into Related Markets, Singapore Management University

Perspectives@SMU

Research reveals the linkages that let a meltdown go global