Faktor Penentu Tingkat Kualitas Kredit Perusahaan Segmen Middle Commercial Studi Kasus di PT. Bank X

Credit disbursement to middle commercial segment with credit limit between IDR 5 billion up to IDR 15 billion contain high risk. This high risk must be managed, through a method and system of measurement of reliable credit application. The purpose nevertheless is to identify and quantify these risks...

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Main Authors: , Vina Aprilianti, , Dr. Setiyono Miharjo
Format: Theses and Dissertations NonPeerReviewed
Published: [Yogyakarta] : Universitas Gadjah Mada 2012
Subjects:
ETD
Online Access:https://repository.ugm.ac.id/98387/
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spelling id-ugm-repo.983872016-03-04T08:49:18Z https://repository.ugm.ac.id/98387/ Faktor Penentu Tingkat Kualitas Kredit Perusahaan Segmen Middle Commercial Studi Kasus di PT. Bank X , Vina Aprilianti , Dr. Setiyono Miharjo ETD Credit disbursement to middle commercial segment with credit limit between IDR 5 billion up to IDR 15 billion contain high risk. This high risk must be managed, through a method and system of measurement of reliable credit application. The purpose nevertheless is to identify and quantify these risks in order to minimize potential loss which might happen if debitur being delinquent. Application rating system as one of method to measure credit risk is effective enough to be able to estimate the amount of loss when the loans defaulted, or when the collectibility of customer loans decreased to non-performing loans. Before the rating model established, to be preceded by the determination of the factors that determine the level of credit quality customers in the commercial segment. The aim of this research is to examine factors which could describe level of credit quality borrowers / potential borrowers in middle commercial segment. The process begin with evaluating corporate rating models which used to assess the application of commercial middle segment of borrowers, obtain the determinants of the level of credit quality in middle commercial segment based on financial ratio from company in middle commercial segment, and arrange credit rating model for middle commercial segment. The result from evaluation on corporate rating model which used to assess borrowers / potential borrowers in middle commercial segment showed it is not fit for use and need to be replaced with a new rating model.. With method which use internal by Bank X namely stepwise logistic regression at level confidence 95%, based on data, obtained four determinants of the level of credit quality in this segment such as Debt to Assets, Assets Turnover, Ebitda to Interest, and Return On Assets. The model validity then examined with result based KS test (Kolmogorov Smirnov) with value 73,9% and ROC (Receiver Operating Characteristic) with value 0,931 which mean this model reliable enough to capture the differences population betwen customer default and non-default. Based on four factors above then conducted rating system for middle commercial segment. Finally from rating system which occured based on four determine factors such as Debt to Assets, Assets Turnover, Ebitda to Interest, and Return On Assets, will provide a level of probability of default for each risk class. By knowing the determinants and ratings of individual borrowers / potential borrowers could make as the basis for credit analysis and to give pricing or determination of the value of collateral coverage. [Yogyakarta] : Universitas Gadjah Mada 2012 Thesis NonPeerReviewed , Vina Aprilianti and , Dr. Setiyono Miharjo (2012) Faktor Penentu Tingkat Kualitas Kredit Perusahaan Segmen Middle Commercial Studi Kasus di PT. Bank X. UNSPECIFIED thesis, UNSPECIFIED. http://etd.ugm.ac.id/index.php?mod=penelitian_detail&sub=PenelitianDetail&act=view&typ=html&buku_id=52204
institution Universitas Gadjah Mada
building UGM Library
country Indonesia
collection Repository Civitas UGM
topic ETD
spellingShingle ETD
, Vina Aprilianti
, Dr. Setiyono Miharjo
Faktor Penentu Tingkat Kualitas Kredit Perusahaan Segmen Middle Commercial Studi Kasus di PT. Bank X
description Credit disbursement to middle commercial segment with credit limit between IDR 5 billion up to IDR 15 billion contain high risk. This high risk must be managed, through a method and system of measurement of reliable credit application. The purpose nevertheless is to identify and quantify these risks in order to minimize potential loss which might happen if debitur being delinquent. Application rating system as one of method to measure credit risk is effective enough to be able to estimate the amount of loss when the loans defaulted, or when the collectibility of customer loans decreased to non-performing loans. Before the rating model established, to be preceded by the determination of the factors that determine the level of credit quality customers in the commercial segment. The aim of this research is to examine factors which could describe level of credit quality borrowers / potential borrowers in middle commercial segment. The process begin with evaluating corporate rating models which used to assess the application of commercial middle segment of borrowers, obtain the determinants of the level of credit quality in middle commercial segment based on financial ratio from company in middle commercial segment, and arrange credit rating model for middle commercial segment. The result from evaluation on corporate rating model which used to assess borrowers / potential borrowers in middle commercial segment showed it is not fit for use and need to be replaced with a new rating model.. With method which use internal by Bank X namely stepwise logistic regression at level confidence 95%, based on data, obtained four determinants of the level of credit quality in this segment such as Debt to Assets, Assets Turnover, Ebitda to Interest, and Return On Assets. The model validity then examined with result based KS test (Kolmogorov Smirnov) with value 73,9% and ROC (Receiver Operating Characteristic) with value 0,931 which mean this model reliable enough to capture the differences population betwen customer default and non-default. Based on four factors above then conducted rating system for middle commercial segment. Finally from rating system which occured based on four determine factors such as Debt to Assets, Assets Turnover, Ebitda to Interest, and Return On Assets, will provide a level of probability of default for each risk class. By knowing the determinants and ratings of individual borrowers / potential borrowers could make as the basis for credit analysis and to give pricing or determination of the value of collateral coverage.
format Theses and Dissertations
NonPeerReviewed
author , Vina Aprilianti
, Dr. Setiyono Miharjo
author_facet , Vina Aprilianti
, Dr. Setiyono Miharjo
author_sort , Vina Aprilianti
title Faktor Penentu Tingkat Kualitas Kredit Perusahaan Segmen Middle Commercial Studi Kasus di PT. Bank X
title_short Faktor Penentu Tingkat Kualitas Kredit Perusahaan Segmen Middle Commercial Studi Kasus di PT. Bank X
title_full Faktor Penentu Tingkat Kualitas Kredit Perusahaan Segmen Middle Commercial Studi Kasus di PT. Bank X
title_fullStr Faktor Penentu Tingkat Kualitas Kredit Perusahaan Segmen Middle Commercial Studi Kasus di PT. Bank X
title_full_unstemmed Faktor Penentu Tingkat Kualitas Kredit Perusahaan Segmen Middle Commercial Studi Kasus di PT. Bank X
title_sort faktor penentu tingkat kualitas kredit perusahaan segmen middle commercial studi kasus di pt. bank x
publisher [Yogyakarta] : Universitas Gadjah Mada
publishDate 2012
url https://repository.ugm.ac.id/98387/
http://etd.ugm.ac.id/index.php?mod=penelitian_detail&sub=PenelitianDetail&act=view&typ=html&buku_id=52204
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