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Shinta Permata Sari
Universitas Muhammadiyah Surakarta
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Journal : Jurnal Sistem Komputer dan Informatika (JSON)

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Analisis Dan Visualisasi Data Penjualan Menggunakan Exploratory Data Analysis dan K-Means Clustering Sari, Shinta Permata; Putri, Raissa Amanda
Jurnal Sistem Komputer dan Informatika (JSON) Vol. 5 No. 2 (2023): Desember 2023
Publisher : Universitas Budi Darma

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30865/json.v5i2.7180

Abstract

Many innovations in the retail sector are closely related to digitalization and technological advances. The value of sales data is increasing as a resource for businesses in today's digital era. Sales data consists of details about the items sold, the clients they serve, sales patterns, and other elements that influence how well a business operates. However, effectively handling and understanding vast and complex sales data can be difficult and confusing. So with this problem the author will determine the annual sales level of the products that are most widely marketed by applying Exploratory Data Analysis (EDA) and the K-Means Clustering Algorithm, the method used is to determine the sales level based on the attributes used, the sales level will later be divided into 3, namely clusters 1 is high, cluster 2 is medium and cluster 3 is low. Based on the results of the EDA and K-Means methods, the results of a sales comparison for 4 years have a average value, indicating that sales in 2019 have large average values between 2020, 2021 and 2022. From the visualization results it can be concluded that there are 27 products in the cluster-1 category, 10 products in the cluster-2 category, and 5 products in the cluster-3 category.
Co-Authors Adhilla Harumningtyas Adinda Salsabila Aji, Bagus Prasetyo Almira Ayudia Mahsa Amelia Fatimah Az Zahra Aminuyati Andiani, Diva Nur Andy Dwi Bayu Bawono Anggi Adellia Annisa Tri Widyastuti Annur Rofiq Aprilaurina, Khoirunisa Arianto, Novita Ariska Widya Puspitasari Arsyi Dela Fatmawati Artwidi Fitrianingrum Aulia Chatur Hermawan Aulia Zahwa Salsabilla Ayu Aris Diyanti Ayu Mandira Putri Sholekhah Azaria, Callista Donna Azizah, Jihan Nur Bambang Suharjito Banu Witono, Banu Cystoma Aurora Wicaksananingtyas Darmawan, Ashilla Safaniza Dian Nugraheni Diva Tirta Nirwana Rahmadetta Dwi Astuti Ellen Monata Wahono Eny Kusumawati Erlinda Lusiana Erti Hamimi Fania Maulida Pangesti Fatahuddin, Amir Fatmawati, Arsyi Dela Fatwasari Soeratno Putri Febrian Febrian Feronika, Bela Fifi Nur Afiyah Fitri Rachmawati Ayuning Tyas Fivit Apriliya Florella, Maria Gehad Mohammed Sultan Saif Gita Olyvia Olyvia Fachrunnisa* Habiddin Hartama, Fadia Rahmadhini Hilwa, Zulafa Alfina Himmatus Sholikhah Himmatus Sholikhah Himmatus Sholikhah Ilmiatunnisa, Rahmatin Ilmiatunnisa’, Rahmatin Indrastanti, Sri Retno Inka, Deva Ananda Intan Kusumawati Cahyaningrum Jihan Nur Azizah Kharisma, Tharisya Putri Khusnul Khotimah Krisyanti, Novia Nurafni Lestari, Dinda Fitri Novia Lina Ayu Safitri Lintang Kurniawati LMS Kristiyanti, LMS LMS. Kristiyanti Lubis, Annisa Fitri Madjid, Aulia Nuur Margono, Tiara Pramudya Wardani Melaty, Khoirul Putri Milia, Riska Nabiil Afifah Putri Setiawan Nafisah Zulaikha Rahmalia Nastiti, Nadila Tri Naura Calista Adhianto Ningsih, Suhesti Novida Pratiwi Novita Arianto Nugraheni*, Dian Nugraheni, Alifa Putri Nugraheni, Isnawati Nuraini, Revalina Intan Nurma Handayani, Nurma Nurrahmawati, Shafira Nursiam, Nursiam Permatasari, Rizky Puput Prabowo, Himawan Ganjar Pradiska, Rieka Ayu Pranata, Ivandra Bagus Purbaningsih, Restu Aurelia Puspitasari, Ariska Widya Putra, Ramdhani Bayu Putri Sholekhah, Ayu Mandira Putri, Hanifah Yaffa Eka Putri, Lutfi Zunaida Raden Roro Sekar Hayuningrum Rafine, Zhilan Syabrilla Permata Rahayu, Ruli Eko Rahmadetta, Diva Tirta Nirwana Rahmalia, Nafisah Zulaikha Raissa Amanda Putri Ramadhani, Alia Pramudita Ratih Dwi Siswani Restu Aurelia Purbaningsih Rita Wijayanti Rosa Fadilla, Silvya Rosyadi, Rozi Irfan Safitri, Fibriani Ayu Salsabil Faddhila Putri Setiawan Salsabilla, Aulia Zahwa Satria Pinandita Satria Pinandita Septiana Anggraini, Septiana Setiawan, Nabiil Afifah Putri Setiawan, Salsabil Faddhila Putri Setiyaningrum, Dinar Kurnia Setiyawati, Ika Shafira Nurrahmawati Sholikhah, Himmatus Siswani, Ratih Dwi Siti Khotimah Sri Widyaningsih Subikhi, Alif Akbar Suhesti Ningsih Suhesti Ningsih, Suhesti Sumini Sumini Syafaqoh, Rizki Zahroh Syarifah, Pramita Devi Mutia Tharisya Putri Kharisma Tunazjah, Savina Wafiatun Mukharomah Wahyuningtyas, Adinda Putri Wardhana, Sania Adelina Wayan Novitasari Wijayanti, Rista Putri Winasis, Dery Awang Yanuarta RE, Ramel Zada, Qonita Avena