Management Analysis Journal
Vol 11 No 4 (2022): Management Analysis Journal

Customer Clustering Using The K-Means Clustering Algorithm in Shopping Mall in Indonesia

Iksan Adityo Mulyo (Management, Central Queensland (CQU) - Bakrie University, Indonesia)
Jerry Heikal (Business Administration, Central Queensland (CQU) - Bakrie University, Indonesia)



Article Info

Publish Date
04 Jan 2023

Abstract

interest in purchasing a product is difficult because the number of visitors varies. As a marketing plan strategy, it is supposed to market the new product similar to customers' interests. This study aims to identify the customer's characteristics, product categories and target segmentation in the shopping mall using the K-Means Clustering algorithm. There were ten variables, age, sex, annual income, spending score, marital status, home location, work location, product interest, social media and children. The application of SPSS V.25 assisted data processing. The total population in this study were 200 participants. In this case, there were 3 clusters with each persona. First Cluster was Gadget Lovers, the second Cluster was Beauty Influencer, and 3rd Cluster was Mature Beauty. The target segment was the customer with profile men & women ages 29 and 40 years old and annual incomes IDR 65,000,000 and 87,000,000, with Instagram as their favorite social media. The product that should be more focused on was Gadget (hand phone & Tablet + accessories) since 1st Cluster (Gadget Lovers) & 2nd the Cluster (Beauty Influencers), who had a total of 58% of the total population, was likely to buy that product in Shopping Mall. Based on the author's buyer persona, Online Valuable Proposition (OVP) for this product is Trusted.

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Journal Info

Abbrev

maj

Publisher

Subject

Decision Sciences, Operations Research & Management

Description

Management Analysis Journal (MAJ) is an open-access electronic journal focusing on scientific work on the field of business. This journal applies the theory developed from business research and connects it to actual business situations. The articles within this journal are published quarterly ...