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The Menu Clustering At Doktor Kopi Using K-Means Algorithm To Increase Sales Septian Simatupang; Monsyah Juansen; Rizki Ramadhansyah; Taufiqurrahman; Windi Saputri Simamora
INFOKUM Vol. 12 No. 04 (2024): Engineering, Computer and Communication, November 2024
Publisher : Sean Institute

Show Abstract | Download Original | Original Source | Check in Google Scholar

Abstract

Coffee Doctoris a coffee shop with a variety of menus and a strategic location in Medan City, this coffee shop is currently developing a strategy to increase sales of their products. Effective menu arrangement is an important factor in increasing product sales in coffee shops or cafes. This study aims to optimize sales by utilizing the K-Means algorithm to group menus based on customer purchasing patterns. The sales data analyzed includes product types, purchase frequency, and revenue contributions from each menu. Through the clustering process, menus can be grouped into several categories, such as the best-selling, medium and less popular menus. The results of this clustering are used to design a more structured menu arrangement strategy, such as arranging menu positions on the list, special promotions, or eliminating less effective menus. The implementation of the K-Means algorithm shows that a data-based menu arrangement strategy can improve customer experience and significantly drive product sales. Thus, this study provides a practical contribution for coffee shop or cafe managers to optimize sales through a technology and data-based approach.
APLIKASI SURAT DESA PULAU KEMANG BERBASIS WEB Andi lala; Nopa Adiansyah; Monsyah Juansen; Gunawan
JUKOMIKA (Jurnal Ilmu Komputer dan Informatika) Vol. 7 No. 2 (2024): Desember
Publisher : LPPMPP Yayasan Sejahtera Bersama Bengkulu

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.54650/jukomika.v7i2.553

Abstract

Pulau Kemang Village is one of the villages located in Ulu Musi District, Empat Lawang Regency. One of the things that is often a problem in the community of Pulau Kemang Village is that making letters in the Village takes a long time because it is manual using Ms.Word and some still use bookkeeping. With these problems, a solution is needed to be able to convert the function of making letters which is still done manually by utilizing information technology, namely by making web-based letters. It is hoped that this new system can increase the efficiency and effectiveness of administration, especially village letters. From these problems, the focus of this study is to increase the efficiency of letter services with a web-based application that uses the method of implementing literature studies, observations, interviews, and type development with the waterfall method and creating a system using the PHP and MySQL programming languages ​​based on the system framework created. At the system testing stage using Beta. Beta testing is a test carried out by several website users, this will be an important step in finding out whether it is in accordance with what the researcher expects.
APLIKASI SURAT DESA PULAU KEMANG BERBASIS WEB Andi lala; Nopa Adiansyah; Monsyah Juansen; Gunawan
JUKOMIKA (Jurnal Ilmu Komputer dan Informatika) Vol. 7 No. 2 (2024): Desember
Publisher : LPPMPP Yayasan Sejahtera Bersama Bengkulu

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.54650/jukomika.v7i2.553

Abstract

Pulau Kemang Village is one of the villages located in Ulu Musi District, Empat Lawang Regency. One of the things that is often a problem in the community of Pulau Kemang Village is that making letters in the Village takes a long time because it is manual using Ms.Word and some still use bookkeeping. With these problems, a solution is needed to be able to convert the function of making letters which is still done manually by utilizing information technology, namely by making web-based letters. It is hoped that this new system can increase the efficiency and effectiveness of administration, especially village letters. From these problems, the focus of this study is to increase the efficiency of letter services with a web-based application that uses the method of implementing literature studies, observations, interviews, and type development with the waterfall method and creating a system using the PHP and MySQL programming languages ​​based on the system framework created. At the system testing stage using Beta. Beta testing is a test carried out by several website users, this will be an important step in finding out whether it is in accordance with what the researcher expects.