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

Stock market misvaluation and corporate investment payout

John Fourier

2022-11-15 10:30:00 Tuesday ET

Stock market misvaluation and corporate investment payout

Stock market misvaluation and corporate investment payout The behavioral catering theory suggests that stock market misvaluation can have a first-order

+See More

President Trump approves a phase one trade agreement with China.

Joseph Corr

2020-01-01 13:39:00 Wednesday ET

President Trump approves a phase one trade agreement with China.

President Trump approves a phase one trade agreement with China. This approval averts the introduction of new tariffs on Chinese imports. In return, China s

+See More

What are the mainstream legal origins of President Trump's new tariff policies?

Amy Hamilton

2025-06-13 08:23:00 Friday ET

What are the mainstream legal origins of President Trump's new tariff policies?

What are the mainstream legal origins of President Trump’s new tariff policies? We delve into the mainstream legal origins of President Trump&rsquo

+See More

CNBC All-America Economic Survey indicates 54% majority approval of the Trump team's supply-side economic reform.

Jonah Whanau

2018-07-11 09:39:00 Wednesday ET

CNBC All-America Economic Survey indicates 54% majority approval of the Trump team's supply-side economic reform.

In recent times, the Trump administration sees the sweet state of U.S. economic expansion as of early-July 2018. The latest CNBC All-America Economic Survey

+See More

Warren Buffett offloads a few stocks from the Berkshire Hathaway portfolio in November 2018.

Peter Prince

2018-11-27 10:37:00 Tuesday ET

Warren Buffett offloads a few stocks from the Berkshire Hathaway portfolio in November 2018.

Warren Buffett offloads a few stocks from the Berkshire Hathaway portfolio in mid-November 2018. The latest S.E.C. report shows that the Oracle of Omaha sol

+See More

Tencent Music Entertainment debuts its IPO on NYSE to strike a chord with stock market investors.

Amy Hamilton

2018-12-19 17:41:00 Wednesday ET

Tencent Music Entertainment debuts its IPO on NYSE to strike a chord with stock market investors.

Tencent Music Entertainment debuts its IPO on NYSE to strike a chord with stock market investors. Tencent Music goes public and marks the biggest IPO by a m

+See More