The applicability of a uniform credit scoring model as an alternative to existing consumer loan application evaluation process

This research paper talks about the applicability of a uniform credit scoring model to complement the existing consumer loan evaluation process in the NCR, Philippines. Based on research, loan officers are still using the conventional way of lending out money to consumers which is the judgmental app...

Full description

Saved in:
Bibliographic Details
Main Authors: Miguel, Jurdayne, Parian, Arjay, Leong, Audric, Pages, Andrew
Format: text
Language:English
Published: Animo Repository 2011
Subjects:
Online Access:https://animorepository.dlsu.edu.ph/etd_bachelors/18494
Tags: Add Tag
No Tags, Be the first to tag this record!
Institution: De La Salle University
Language: English
id oai:animorepository.dlsu.edu.ph:etd_bachelors-19007
record_format eprints
spelling oai:animorepository.dlsu.edu.ph:etd_bachelors-190072022-02-08T08:07:43Z The applicability of a uniform credit scoring model as an alternative to existing consumer loan application evaluation process Miguel, Jurdayne Parian, Arjay Leong, Audric Pages, Andrew This research paper talks about the applicability of a uniform credit scoring model to complement the existing consumer loan evaluation process in the NCR, Philippines. Based on research, loan officers are still using the conventional way of lending out money to consumers which is the judgmental approach, wherein loan officers use scientific intuition based on past experiences/ records. This approach is not 100% efficient, which is why the Statistical Approach was made. The statistical approach or quantitative approach is the tool that will quantify the characteristics of the borrower. In this case, the efficiency rate is expected to increase which will cut losses and will optimally bring profits. The researchers concentrated on the general binary logit model which will give an answer of either 1 or 0 1 signifies the Acceptance of Loan Application, while 0 signifies the Rejection of Application. This model is designed to quantify the characteristics of the borrower. Based on the articles written by scholars, the researchers found out that the most important variables that are needed were generally the income and expenditure of the applicant. The researchers used the 2006 Family Income and Expenditure Survey from NSO. These variables are needed to show the capacity of the borrower to pay back the debt given its cash flow. After running the data through the use of Stata 10 Data Analysis and Statistical Software, the results shown were illogical. Expenditure, was deemed insignificant, wherein in fact, it is one of the most important variable. On the other hand, same variables were used to fill-in the mock loan application forms. These forms were later on assessed by the loan officers. Results show that only 8.82% were approved and 91.18% were rejected. This only shows that the model introduced in this study may still be further developed to optimally fit the society's standards and later be used as a complementary tool for lenders. 2011-01-01T08:00:00Z text https://animorepository.dlsu.edu.ph/etd_bachelors/18494 Bachelor's Theses English Animo Repository Loans, Personal Loans Consumer credit Finance and Financial Management
institution De La Salle University
building De La Salle University Library
continent Asia
country Philippines
Philippines
content_provider De La Salle University Library
collection DLSU Institutional Repository
language English
topic Loans, Personal
Loans
Consumer credit
Finance and Financial Management
spellingShingle Loans, Personal
Loans
Consumer credit
Finance and Financial Management
Miguel, Jurdayne
Parian, Arjay
Leong, Audric
Pages, Andrew
The applicability of a uniform credit scoring model as an alternative to existing consumer loan application evaluation process
description This research paper talks about the applicability of a uniform credit scoring model to complement the existing consumer loan evaluation process in the NCR, Philippines. Based on research, loan officers are still using the conventional way of lending out money to consumers which is the judgmental approach, wherein loan officers use scientific intuition based on past experiences/ records. This approach is not 100% efficient, which is why the Statistical Approach was made. The statistical approach or quantitative approach is the tool that will quantify the characteristics of the borrower. In this case, the efficiency rate is expected to increase which will cut losses and will optimally bring profits. The researchers concentrated on the general binary logit model which will give an answer of either 1 or 0 1 signifies the Acceptance of Loan Application, while 0 signifies the Rejection of Application. This model is designed to quantify the characteristics of the borrower. Based on the articles written by scholars, the researchers found out that the most important variables that are needed were generally the income and expenditure of the applicant. The researchers used the 2006 Family Income and Expenditure Survey from NSO. These variables are needed to show the capacity of the borrower to pay back the debt given its cash flow. After running the data through the use of Stata 10 Data Analysis and Statistical Software, the results shown were illogical. Expenditure, was deemed insignificant, wherein in fact, it is one of the most important variable. On the other hand, same variables were used to fill-in the mock loan application forms. These forms were later on assessed by the loan officers. Results show that only 8.82% were approved and 91.18% were rejected. This only shows that the model introduced in this study may still be further developed to optimally fit the society's standards and later be used as a complementary tool for lenders.
format text
author Miguel, Jurdayne
Parian, Arjay
Leong, Audric
Pages, Andrew
author_facet Miguel, Jurdayne
Parian, Arjay
Leong, Audric
Pages, Andrew
author_sort Miguel, Jurdayne
title The applicability of a uniform credit scoring model as an alternative to existing consumer loan application evaluation process
title_short The applicability of a uniform credit scoring model as an alternative to existing consumer loan application evaluation process
title_full The applicability of a uniform credit scoring model as an alternative to existing consumer loan application evaluation process
title_fullStr The applicability of a uniform credit scoring model as an alternative to existing consumer loan application evaluation process
title_full_unstemmed The applicability of a uniform credit scoring model as an alternative to existing consumer loan application evaluation process
title_sort applicability of a uniform credit scoring model as an alternative to existing consumer loan application evaluation process
publisher Animo Repository
publishDate 2011
url https://animorepository.dlsu.edu.ph/etd_bachelors/18494
_version_ 1772835327272026112