Category: Risk
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Building Fraud Models for Small Business Lending: Methodologies and Best Practices
Small business lending has undergone a dramatic digital transformation with digital platforms, embedded finance ecosystems, and automated credit underwriting. However, the rapid digital transformation has also increased exposure to sophisticated fraud schemes. The rise of generative AI has lately amplified these risks even further. AI-generated documents, synthetic identities, and deepfake-enabled verification bypasses are increasing rapidly…
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Demystifying Credit Risk: Understanding Probability of Default (PD), Loss Given Default (LGD), and Exposure at Default (EAD)
In the world of credit risk modeling and financial risk management, three key metrics help financial institutions assess and manage their credit risk exposure: Probability of Default (PD), Loss Given Default (LGD), and Exposure at Default (EAD). These metrics are fundamental in the calculation of expected credit loss (ECL) and regulatory capital requirements under frameworks…