Library

Home > Library > Algorithmic credit portfolio segmentation

Algorithmic credit portfolio segmentation

Author Andy Yeh Alpha

This research article proposes a new algorithmic model for credit portfolio segmentation.

Description:

Under the new Basel bank capital framework, each bank must group its retail exposures into multiple segments with homogeneous risk characteristics. The U.S. regulatory agencies believe that each bank may use its internal risk models for the loan-level risk parameter estimates such as probability of default (PD) and loss given default (LGD) to group individual exposures into the resultant segments with homogeneous risk attributes. In stark contrast to the conventional decision-tree method, we propose a new algorithmic technique for retail consumer loan portfolio segmentation. This new technique identifies the optimal number of segments, sorts the individual loan exposures into the various segments, and then leads to the minimal degree of risk heterogeneity in comparison to the baseline equal-bin and quantile-bin schemes. Furthermore, we analyze the Monte Carlo implicit asset correlation values for the retail loan segments over time to help assess the implications for bank capital measurement. The best-fit method for retail credit portfolio segmentation results in some capital relief that serves as an economic incentive for the bank to invest in this alternative segmentation. This positive outcome accords with the core principle of statistical conservatism that the financial econometrician enshrines in the Basel regulatory requirements for bank capital measurement.

Blog+More

The Trump team blocks Broadcom's bid for Qualcomm due to national security concerns and 5G telecom network issues.

James Campbell

2018-03-06 11:35:00 Tuesday ET

The Trump team blocks Broadcom's bid for Qualcomm due to national security concerns and 5G telecom network issues.

The Trump team blocks Broadcom's bid for Qualcomm due to national economic security concerns and 5G telecom network issues. Broadcom makes microchips fo

+See More

Louis Kaplow strives to find a delicate balance between efficiency gains and redistributive taxes in the social welfare function.

Chanel Holden

2023-07-07 10:29:00 Friday ET

Louis Kaplow strives to find a delicate balance between efficiency gains and redistributive taxes in the social welfare function.

Louis Kaplow strives to find a delicate balance between efficiency gains and redistributive taxes in the social welfare function. Louis Kaplow (2010)

+See More

Federal Reserve's interest rate hike may lead to an economic recession as credit supply growth ebbs and flows through the business cycle.

Monica McNeil

2018-06-14 10:35:00 Thursday ET

Federal Reserve's interest rate hike may lead to an economic recession as credit supply growth ebbs and flows through the business cycle.

The Federal Reserve's current interest rate hike may lead to the next economic recession as credit supply growth ebbs and flows through the business cyc

+See More

The bank-credit-card model and fintech platforms have adapted well to the recent digitization of cashless finance.

Daphne Basel

2023-11-30 08:29:00 Thursday ET

The bank-credit-card model and fintech platforms have adapted well to the recent digitization of cashless finance.

In addition to the OECD bank-credit-card model and Chinese online payment platforms, the open-payments gateways of UPI in India and Pix in Brazil have adapt

+See More

Donald Trump defies the odds to become the new U.S. president.

John Fourier

2016-11-08 00:00:00 Tuesday ET

Donald Trump defies the odds to become the new U.S. president.

Donald Trump defies the odds to become the new U.S. president. He wants to make America great again. He seeks to repeal Obamacare. He has zero tole

+See More

AYA Analytica podcast provides fresh insights into the latest stock market news, economic trends, and investment portfolio strategies.

Andy Yeh Alpha

2019-01-21 10:37:00 Monday ET

AYA Analytica podcast provides fresh insights into the latest stock market news, economic trends, and investment portfolio strategies.

Andy Yeh Alpha (AYA) AYA Analytica financial health memo (FHM) podcast channel on YouTube January 2019 In this podcast, we discuss several topical issues

+See More