APJIS Asia Pacific Journal of Information Systems

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The Journal for Information Professionals

Asia Pacific Journal of Information Systems (APJIS), a Scopus and ABDC indexed journal, is a
flagship journal of the information systems (IS) field in the Asia Pacific region.

ISSN 2288-5404 (Print) / ISSN 2288-6818 (Online)

Editor : Seung Hyun Kim

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Past Issue

Date March 2024
Vol. No. Vol. 34 No. 1
DOI https://doi.org/10.14329/apjis.2024.34.1.209
Page 209~225
Title A Prediction of Work-life Balance Using Machine Learning
Author Youngkeun Choi
Keyword Human Resource Management, Work-life Balance, Machine Learning, Data Science
Abstract This research aims to use machine learning technology in human resource management to predict employees’ work-life balance. The study utilized a dataset from IBM Watson Analytics in the IBM Community for the machine learning analysis. Multinomial dependent variables concerning workers’ work-life balance were examined, categorized into continuous and categorical types using the Generalized Linear Model. The complexity of assessing variable roles and their varied impact based on the type of model used was highlighted. The study’s outcomes are academically and practically relevant, showcasing how machine learning can offer further understanding of psychological variables like work-life balance through analyzing employee profiles.


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