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

To secure better E.U. economic arrangements, Jeremy Corbyn encourages Labour legislators to back a second referendum on Brexit.

Olivia London

2019-06-17 11:25:00 Monday ET

To secure better E.U. economic arrangements, Jeremy Corbyn encourages Labour legislators to back a second referendum on Brexit.

To secure better economic arrangements with European Union, Jeremy Corbyn encourages Labour legislators to back a second referendum on Brexit. In recent tim

+See More

President Trump targets Amazon in his call for U.S. Postal Service to charge higher delivery prices on the ecommerce giant.

Laura Hermes

2018-01-03 08:38:00 Wednesday ET

President Trump targets Amazon in his call for U.S. Postal Service to charge higher delivery prices on the ecommerce giant.

President Trump targets Amazon in his call for U.S. Postal Service to charge high delivery prices on the ecommerce giant. Trump picks another fight with an

+See More

JPMorgan Chase CEO Jamie Dimon defends capitalism in his recent annual letter to shareholders.

Chanel Holden

2019-04-26 09:33:00 Friday ET

JPMorgan Chase CEO Jamie Dimon defends capitalism in his recent annual letter to shareholders.

JPMorgan Chase CEO Jamie Dimon defends capitalism in his recent annual letter to shareholders. As Dimon explains here, socialism inevitably produces stagnat

+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

Disruptive innovations contribute to business success in new blue-ocean markets after iterative continuous improvements.

Rose Prince

2020-04-24 11:33:00 Friday ET

Disruptive innovations contribute to business success in new blue-ocean markets after iterative continuous improvements.

Disruptive innovations tend to contribute to business success in new blue-ocean markets after iterative continuous improvements. Clayton Christensen and

+See More

Can the Chinese renminbi become the next dual global reserve currency in addition to the American dollar?

Daphne Basel

2020-08-01 07:28:00 Saturday ET

Can the Chinese renminbi become the next dual global reserve currency in addition to the American dollar?

Technological advances, geopolitical risks, and pandemic outbreaks cannot shake investor confidence in the American dollar as the global reserve currency.

+See More