BUY NOW PAY LATER SERVICES ON GENERATION Z: EXPLORATORY DATA ANALYSIS USING MACHINE LEARNING

The buy now, pay later (BNPL) business model is an innovative approach to installment loans. It allows customers to take immediate possession of their purchase, with or without a down payment. Furthermore, the majority of BNPL loans are set up to require four payments. However, this type of loan c...

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Main Authors: YOSY ARISANDY, YOSY ARISANDY, YOSZA BIN DASRIL, YOSZA BIN DASRIL, SHAHRUL NIZAM BIN SALAHUDIN, SHAHRUL NIZAM BIN SALAHUDIN, MUCH AZIZ MUSLIM, MUCH AZIZ MUSLIM, ARISMAN ADNAN, ARISMAN ADNAN, GOH KHANG WEN, GOH KHANG WEN
Format: Article
Language:English
Published: jatit 2023
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Online Access:http://eprints.uthm.edu.my/10532/1/J16236_f65f1e2f56b7f4788620755a34385654.pdf
http://eprints.uthm.edu.my/10532/
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spelling my.uthm.eprints.105322024-01-03T01:35:21Z http://eprints.uthm.edu.my/10532/ BUY NOW PAY LATER SERVICES ON GENERATION Z: EXPLORATORY DATA ANALYSIS USING MACHINE LEARNING YOSY ARISANDY, YOSY ARISANDY YOSZA BIN DASRIL, YOSZA BIN DASRIL SHAHRUL NIZAM BIN SALAHUDIN, SHAHRUL NIZAM BIN SALAHUDIN MUCH AZIZ MUSLIM, MUCH AZIZ MUSLIM ARISMAN ADNAN, ARISMAN ADNAN GOH KHANG WEN, GOH KHANG WEN T Technology (General) The buy now, pay later (BNPL) business model is an innovative approach to installment loans. It allows customers to take immediate possession of their purchase, with or without a down payment. Furthermore, the majority of BNPL loans are set up to require four payments. However, this type of loan comes with its own set of risks and challenges. This article examines the risk of BNPL as a product for consumers known as Generation Z. The data used is secondary data provided by Kaggle in csv format (loan data.csv) contains 159,584 postpaid customer records and 28 features analyzed through descriptive and Exploratory Data Analysis (EDA). The results show that the majority of pay later clients are married and known as millennials are the ones who used pay later services the most (52.10%). Generation Z has the greatest rate of loan defaults which is about 34.16% with the time employee is about 0-8 months (35.8%). Furthermore, the results indicated that the unemployed generation Z has the highest default percentage of 32.16%. This Exploration data analytic is viewed as a step towards gaining a better understanding of consumers so that predictions, suggestions, and recommendations can be made for potential customers and market paylater segmentation to find the right target market, thereby positively impacting company profits. jatit 2023 Article PeerReviewed text en http://eprints.uthm.edu.my/10532/1/J16236_f65f1e2f56b7f4788620755a34385654.pdf YOSY ARISANDY, YOSY ARISANDY and YOSZA BIN DASRIL, YOSZA BIN DASRIL and SHAHRUL NIZAM BIN SALAHUDIN, SHAHRUL NIZAM BIN SALAHUDIN and MUCH AZIZ MUSLIM, MUCH AZIZ MUSLIM and ARISMAN ADNAN, ARISMAN ADNAN and GOH KHANG WEN, GOH KHANG WEN (2023) BUY NOW PAY LATER SERVICES ON GENERATION Z: EXPLORATORY DATA ANALYSIS USING MACHINE LEARNING. Journal of Theoretical and Applied Information Technology, 101 (11). pp. 4194-4204. ISSN 1992-8645
institution Universiti Tun Hussein Onn Malaysia
building UTHM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Tun Hussein Onn Malaysia
content_source UTHM Institutional Repository
url_provider http://eprints.uthm.edu.my/
language English
topic T Technology (General)
spellingShingle T Technology (General)
YOSY ARISANDY, YOSY ARISANDY
YOSZA BIN DASRIL, YOSZA BIN DASRIL
SHAHRUL NIZAM BIN SALAHUDIN, SHAHRUL NIZAM BIN SALAHUDIN
MUCH AZIZ MUSLIM, MUCH AZIZ MUSLIM
ARISMAN ADNAN, ARISMAN ADNAN
GOH KHANG WEN, GOH KHANG WEN
BUY NOW PAY LATER SERVICES ON GENERATION Z: EXPLORATORY DATA ANALYSIS USING MACHINE LEARNING
description The buy now, pay later (BNPL) business model is an innovative approach to installment loans. It allows customers to take immediate possession of their purchase, with or without a down payment. Furthermore, the majority of BNPL loans are set up to require four payments. However, this type of loan comes with its own set of risks and challenges. This article examines the risk of BNPL as a product for consumers known as Generation Z. The data used is secondary data provided by Kaggle in csv format (loan data.csv) contains 159,584 postpaid customer records and 28 features analyzed through descriptive and Exploratory Data Analysis (EDA). The results show that the majority of pay later clients are married and known as millennials are the ones who used pay later services the most (52.10%). Generation Z has the greatest rate of loan defaults which is about 34.16% with the time employee is about 0-8 months (35.8%). Furthermore, the results indicated that the unemployed generation Z has the highest default percentage of 32.16%. This Exploration data analytic is viewed as a step towards gaining a better understanding of consumers so that predictions, suggestions, and recommendations can be made for potential customers and market paylater segmentation to find the right target market, thereby positively impacting company profits.
format Article
author YOSY ARISANDY, YOSY ARISANDY
YOSZA BIN DASRIL, YOSZA BIN DASRIL
SHAHRUL NIZAM BIN SALAHUDIN, SHAHRUL NIZAM BIN SALAHUDIN
MUCH AZIZ MUSLIM, MUCH AZIZ MUSLIM
ARISMAN ADNAN, ARISMAN ADNAN
GOH KHANG WEN, GOH KHANG WEN
author_facet YOSY ARISANDY, YOSY ARISANDY
YOSZA BIN DASRIL, YOSZA BIN DASRIL
SHAHRUL NIZAM BIN SALAHUDIN, SHAHRUL NIZAM BIN SALAHUDIN
MUCH AZIZ MUSLIM, MUCH AZIZ MUSLIM
ARISMAN ADNAN, ARISMAN ADNAN
GOH KHANG WEN, GOH KHANG WEN
author_sort YOSY ARISANDY, YOSY ARISANDY
title BUY NOW PAY LATER SERVICES ON GENERATION Z: EXPLORATORY DATA ANALYSIS USING MACHINE LEARNING
title_short BUY NOW PAY LATER SERVICES ON GENERATION Z: EXPLORATORY DATA ANALYSIS USING MACHINE LEARNING
title_full BUY NOW PAY LATER SERVICES ON GENERATION Z: EXPLORATORY DATA ANALYSIS USING MACHINE LEARNING
title_fullStr BUY NOW PAY LATER SERVICES ON GENERATION Z: EXPLORATORY DATA ANALYSIS USING MACHINE LEARNING
title_full_unstemmed BUY NOW PAY LATER SERVICES ON GENERATION Z: EXPLORATORY DATA ANALYSIS USING MACHINE LEARNING
title_sort buy now pay later services on generation z: exploratory data analysis using machine learning
publisher jatit
publishDate 2023
url http://eprints.uthm.edu.my/10532/1/J16236_f65f1e2f56b7f4788620755a34385654.pdf
http://eprints.uthm.edu.my/10532/
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score 13.209306