Market segmentation analysis to find out products and services that suit customer needs using the python KMEANS clustering method (Case study: Superindo Tambun Area, Bekasi)

Authors

  • Rizqy Gumilar Praditya Unversitas Bakrie
  • Giri Sembodo Universitas Bakrie
  • Jerry Heikal Universitas Bakrie

DOI:

https://doi.org/10.31004/jutin.v7i4.35889

Keywords:

market segmentation, k-mean clustering, phyton, superindo, online value proposition

Abstract

This study analyzes market segmentation of 1000 Superindo consumers in Tambun, Bekasi, using K-Means Clustering with Python 3.10. Variables included age, gender, occupation, purchase amount, product type, and discounts. Three main segments were identified: "Business Women" (average age 40, focus on staple goods, 16% discount), "Women Government Career" (age 39, staple goods, 16% discount), and "Professional Women" (age 38, staple goods, 15% discount). Superindo should target "Women Government Career" with the highest purchasing power. To increase sales, an online value proposition is recommended offering bundled packages of staple goods with meat and fruit.

References

Anam, C. (2023). Analisis segmentasi produk sim card seluler di kalangan remaja. Jurnal Investasi, 9(3), 155-168.

Anderson, J. C., & Narus, J. A. (2006). Business market management: Understanding, creating, and delivering value (2nd ed.). Upper Saddle River, NJ: Pearson Prentice Hall.

Apriani, A., & Heikal, J. (2024). Segmentation analysis using K-means clustering model with SPSS: Case study of Backpacker Jakarta community members. Jurnal Indonesia Sosial Sains, 5(03), 441–460.

Assauri, S. (2018). Manajemen pemasaran (Cetakan ke-16). Depok: Rajawali Pers.

Awalina, L. E. F., & Rahayu, W. I. (2023). Optimalisasi strategi pemasaran dengan segmentasi pelanggan menggunakan penerapan K-means clustering pada transaksi online retail. Jurnal Teknologi dan Informasi (JATI), 13(2), 122-137.

Azwar, T., & Heikal, J. (2024). Customer loyalty segmentation with RFM model at "ABC" Mart. Jurnal Ekonomika dan Bisnis, 4(1), 43–45.

Creswell, J. W. (2014). Research design: Qualitative, quantitative, and mixed methods approaches (4th ed.). Thousand Oaks, CA: SAGE Publications.

Farhan, M., & Heikal, J. (2024). Used car customer segmentation using K-means clustering model with SPSS program: Case study Caroline.Id. Jurnal Indonesia Sosial Sains, 5(03), 543-339.

Faza, A. H., Mutmainah, Kusumadini, L. R., Hidayat, R., & Ikaningtyas, M. (2024). Analisis segmentasi pasar dalam perencanaan bisnis industri ritel. Jurnal Ilmiah Multidisiplin, 1(4), 40-49.

Grönroos, C. (2017). Service management and marketing: Managing the service economy (4th ed.). Chichester: Wiley.

Hair, J. F., Black, W. C., Babin, B. J., & Anderson, R. E. (2009). Multivariate data analysis (7th ed.). Upper Saddle River, NJ: Pearson Prentice Hall.

Han, J., Kamber, M., & Pei, J. (2011). Data mining: Concepts and techniques (3rd ed.). Burlington, MA: Morgan Kaufmann.

Handayani, F., Kadang, J., & Syrifuddin, I. (2023). Penerapan strategi pemasaran STP (segmenting, targeting, positioning) pada usaha Toreko. Empiricism Journal, 4(1), 208–212.

Hoyer, W. D., MacInnis, D. J., & Pieters, S. (2012). Consumer behavior (6th ed.). Mason, OH: South-Western Cengage Learning.

Irna. (2023). Pengaruh segmentasi pasar berdasarkan variabel geografi, demografi, psikografi, dan perilaku terhadap keputusan nasabah memilih bank syariah di Kecamatan Belopa (Skripsi, Institut Agama Islam Negeri Palopo).

John, J. M., Shobayo, O., & Ogunleye, B. (2023). An exploration of clustering algorithms for customer segmentation in the UK retail market. Analytics, 2, 809–823.

Kadarsah, D., & Heikal, J. (2024). Customer segmentation with K-means clustering: Suzuki Mobil Bandung customer case study. Indonesian Journal of Social Technology, 5(3), 768-774.

Keller, K. L. (2013). Strategic brand management (4th ed.). Harlow: Pearson Education.

Kotler, P. (2007). Marketing management (12th ed.). Upper Saddle River, NJ: Pearson Prentice Hall.

Kotler, P., & Armstrong, G. (2018). Principles of marketing (17th ed.). Harlow: Pearson Education.

Kotler, P., & Keller, K. L. (2016). Marketing management (15th ed.). Harlow: Pearson Education.

Kumar, V., & Reinartz, W. (2016). Customer relationship management: Strategy, technology, and implementation (2nd ed.). New York: Springer.

Levy, M., & Weitz, B. A. (2012). Retailing management (8th ed.). New York: McGraw-Hill.

Monalisa, D., Riswanto, A., Thaha, A. R. R., Burhanudin, J., Zahara, A. E., Muwarni, I., Judijanto, L., Purwoko, P., Nurchayati, N., Pertiwi, S., Boari, Y., & Dewi, L. K. C. (2023). Strategi pemasaran: Mengukir sukses melalui strategi pemasaran terbaik. Jambi: PT. Sonpedia Publishing Indonesia.

Muhima, R. R., Kurniawan, M., Wardhana, S. R., Yudhana, A., Sunardi, S., & Rahmawati, W. M. (2022). Kupas tuntas algoritma clustering: Konsep, perhitungan manual, dan program. Yogyakarta: Andi.

Mujahidin, A., & Khoirianingrum, I. (2019). Analisis segmentasi, targeting, positioning (STP) pada Zakiyya House Bojonegoro. Dalam Prosiding Seminar Nasional Unimus (Vol. 2, pp. 284-294). Semarang: Universitas Muhammadiyah Semarang.

Perdhana, R., & Heikal, J. (2024). Enhancing customer segmentation in online transportation services: A comprehensive approach using K-means clustering and RFM model. Indonesian Interdisciplinary Journal of Sharia Economics (IIJSE), 7(2), 2849-2865.

Porter, M. E. (2008). The five competitive forces that shape strategy. Harvard Business Review, 86(1), 78-93.

Putri, E. S. M. (2018). Pengembangan value proposition dalam penetapan strategi segmenting, targeting, dan positioning: Studi pada PT. Bali Pasadena Rattan (Skripsi, Universitas Brawijaya).

Ramadhan, A. G. (2023). Data mining untuk segmentasi pelanggan dengan algoritma K-means: Studi kasus pada data pelanggan di toko retail. Syntax Literate: Jurnal Ilmiah Indonesia, 8(10), 5698-5715.

Ries, A., & Trout, J. (2001). Positioning: The battle for your mind (2nd ed.). New York: McGraw-Hill.

Rohman, H., Aripin, M. H., & Leliana, A. (2024). Analisis faktor-faktor yang mempengaruhi minat beli konsumen pada warung kelontong Madura. Jurnal Bisnis dan Kewirausahaan, 13(4), 435-446.

Santoso, R. P., Ningsih, L. S. R., & Irawati, W. (2024). Implementation of segmenting, targeting, and positioning strategies in improving marketing performance. BIMA: Journal of Business and Innovation Management, 6(2), 280-292.

Schindler, P. S. (2012). Business research methods (10th ed.). New York: McGraw-Hill.

Smith, W. R. (2011). Product differentiation and market segmentation as alternative marketing strategies. Journal of Marketing, 4(3), 63–65.

Downloads

Published

2024-10-15

How to Cite

Praditya , R. G. ., Sembodo, G. ., & Heikal, J. . (2024). Market segmentation analysis to find out products and services that suit customer needs using the python KMEANS clustering method (Case study: Superindo Tambun Area, Bekasi). Jurnal Teknik Industri Terintegrasi (JUTIN), 7(4), 2072–2081. https://doi.org/10.31004/jutin.v7i4.35889

Issue

Section

Articles of Research