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 SEC sues Elon Musk for his August 2018 tweet that he has secured external finance to convert Tesla into a private company.

Amy Hamilton

2018-09-29 12:39:00 Saturday ET

The SEC sues Elon Musk for his August 2018 tweet that he has secured external finance to convert Tesla into a private company.

The Securities and Exchange Commission (S.E.C.) sues Elon Musk for his August 2018 tweet that he has secured external finance to convert Tesla into a privat

+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

The modern world's most powerful nations, America and China, stumble into a Thucydides trap.

Fiona Sydney

2018-05-29 11:40:00 Tuesday ET

The modern world's most powerful nations, America and China, stumble into a Thucydides trap.

America and China, the modern world's most powerful nations may stumble into a **Thucydides trap** that Harvard professor and political scientist Graham

+See More

The global asset management industry is central to modern capitalism.

Amy Hamilton

2022-02-22 09:30:00 Tuesday ET

The global asset management industry is central to modern capitalism.

The global asset management industry is central to modern capitalism. Mutual funds, pension funds, sovereign wealth funds, endowment trusts, and asset ma

+See More

The Economist offers a special report that the new normal state of economic affairs shines fresh light on the division of labor between central banks and governments.

Jonah Whanau

2019-11-15 13:34:00 Friday ET

The Economist offers a special report that the new normal state of economic affairs shines fresh light on the division of labor between central banks and governments.

The Economist offers a special report that the new normal state of economic affairs shines fresh light on the division of labor between central banks and go

+See More

AYA fintech finbuzz illustrative video tutorials on YouTube

Amy Hamilton

2019-05-05 10:46:10 Sunday ET

AYA fintech finbuzz illustrative video tutorials on YouTube

This video collection shows the major features of our AYA fintech network platform for stock market investors: (1) AYA stock market content curation;&nbs

+See More