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All Journal International Journal of Advances in Applied Sciences Jurnal Ilmiah Teknik Industri International Journal of Artificial Intelligence Research Jurnal Sistem dan Manajemen Industri PERFORMA : Media Ilmiah Teknik Industri Jurnal Ekonomi & Keuangan Islam Journal of Dedicators Community Jurnal Kridatama Sains dan Teknologi Buletin Ilmiah Sarjana Teknik Elektro Journal of Applied Data Sciences Advance Sustainable Science, Engineering and Technology (ASSET) Spektrum Industri
Qurtubi Qurtubi, Qurtubi
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Agriculture, Biological Sciences & Forestry Arts Humanities Chemical Engineering, Chemistry & Bioengineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Earth & Planetary Sciences Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Industrial & Manufacturing Engineering Materials Science & Nanotechnology Mathematics Physics Public Health Social Sciences Transportation

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Bibliometric study of association rule-market basket analysis Yanti, Roaida; Elquthb, Jundi Nourfateha; Rachmadewi, Ira Promasanti; Qurtubi, Qurtubi
International Journal of Advances in Applied Sciences Vol 13, No 2: June 2024
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/ijaas.v13.i2.pp282-290

Abstract

Association rule-market basket analysis (AR-MBA) is a data mining technique for finding distinguished relationship patterns from a collection of items. The application of AR-MBA is also increasingly widespread, starting from retail and hotels to hospitals. So, bibliometrics related to AR-MBA needs to be done to reveal what research opportunities can be later carried out by reviewing and analyzing publications about AR-MBA. 91 bibliographies in 1 decade from 2012-2022 were collected using Harzing's Publish or Perish (PoP). VOSviewer is also employed to map authorship and publication topic trends. This paper is innovative because it identifies trends and future research directions in data mining, specifically in association with AR-MBA. The findings show publication productivity, top authors, types of publications, annual topic trends within a decade, term distribution, most cited and most influential articles, and research gaps that can be opportunities for further research.
Designing Animal Market Layout by Considering Consumer Purchase Behaviors Setiawan, Danang; Fadlika, Raka Shidqi; Qurtubi, Qurtubi
Spektrum Industri Vol. 22 No. 1 (2024): Spektrum Industri - April 2024
Publisher : Universitas Ahmad Dahlan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.12928/si.v22i1.164

Abstract

Sales transaction data contains rich information and can support company competitiveness. However, this transaction data is initially unstructured and needs to be processed into insight for the company's decision-making. Market Basket Analysis (MBA) is a data mining technique that can be used to study consumer purchasing patterns. This paper presents a case study on using an MBA to obtain consumer buying behaviors where the result of the MBA is then used to design a proposed layout. The animal market governed by Yogyakarta Province, known as Pasty Market, was used as a case study. Pasty Market is an animal trading center with around 30,000 square meters area and 255 sellers that sell various kinds of animals such as songbirds, dove birds, rabbits, cats, dogs, iguanas, turtles, ornamental chickens, and ornamental fish as well as animal food and cage. With this enormous area and number of merchants, the layout of Pasty Market becomes crucial in customer satisfaction. Association rules result in four priority levels in proposed layout planning, where these rules are used to determine the proximity among items in the proposed layout. These four levels of priority, ordered by the confidence value, are (1) “songbirds” and “bird food” (confidence value 91%), (2) “ornamental fish” and “turtles” (confidence value 80-90%), (3) “birdcages” and “songbirds” (confidence value 70-80%), and (4) “cats” and “dog” as well as “birdcages” and “birds” (confidence value 50-70%). Association rules were then used as the basis for determining the proximity value between merchants, where the proximity rules were then used for designing a proposed layout.
Redesigning retail spaces based on customer habits and halal standards using market basket analysis Yanti, Roaida; Qurtubi, Qurtubi; Setiawan, Danang; Maradjabessy, Prita Nurkhalisa; Faisol, Nasruddin
International Journal of Advances in Applied Sciences Vol 14, No 4: December 2025
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/ijaas.v14.i4.pp1089-1098

Abstract

The halal retailing standard was first introduced by the Department of Malaysian Standards in 2010, known as MS 2400-3:2010. This standard was developed to protect Muslim consumers with the assurance of halal products. However, this management system needs to be more prescriptive on how the retail layout should be organized. In addition, this management also overrides the consideration of customer purchase behaviors or preferences. This research aims to design the layout of retail outlets by considering customer buying behavior and halal retailing standards. This study used the association rule-market basket analysis (AR-MBA) to determine the pattern of customer shopping behavior. One Islamic retail in Indonesia was used as a case study, where one-month sales transaction data was analyzed using AR-MBA. In addition, the activity relationship chart (ARC) was used to qualitatively analyze the placement of a product department by considering halal retailing standards. The results of AR-MBA obtained 21 associations among product departments, which were then used as a basis for proposed layouts while still considering the product characteristics and halal retailing standards. This research output provided a proposed product layout for retail outlets by considering quantitative factors (AR-MBA output) and qualitative factors (MS standard).
Identifikasi Risiko Rantai Pasok dengan Metode House of Risk (HOR) Hadi, Juniardo Akmal; Febrianti, Melinska Ayu; Yudhistira, Gisya Amanda; Qurtubi, Qurtubi
Performa: Media Ilmiah Teknik Industri Vol 19, No 2 (2020): Performa: Media Ilmiah Teknik Industri
Publisher : Industrial Engineering, Faculty of Engineering, Universitas Sebelas Maret

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.20961/performa.19.2.46388

Abstract

Modern era has an impact on the manufacturing industry. Relate to technology to turn raw goods into finished goods. Look at competitive in competition between companies that are required to customer demand. PT XYZ is a textile company. The dynamic demand for fabrics has the impact of abundant inventory and uncertain raw material delivery waiting times make it difficult for the company to meet all demand. Risk identification using Failure Mode and Effect Analysis (FMEA) method, assessing the importance of the effectiveness business processes in the risk implications that occur. Then, the House of Risk (HOR) approach can be analyzed against potential risks in the company when conducting production and look at the degree of probability risk as well as the impact that occurs and impacts decision making so as not to be detrimental. The results of this study show that there are 5 risk events and 28 risk agents that become supply chain risks as well as recommendations to the priority risk agents
Evaluasi Stasiun Kerja Industri Garmen dengan Motion Study Yudhistira, Gisya Amanda; Utami, Rona Sutra Dewangga Dyah; Astuti, Rahmaniyah Dwi; Qurtubi, Qurtubi
Performa: Media Ilmiah Teknik Industri Vol 22, No 1 (2023): Performa: Media Ilmiah Teknik Industri
Publisher : Industrial Engineering, Faculty of Engineering, Universitas Sebelas Maret

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.20961/performa.22.1.72083

Abstract

Keberlanjutan suatu perusahaan berkaitan dengan kinerja sumber dayanya, dan tentu idak terlepas dari manajemen sumber daya manusia dan kegiatan operasional yang ada. Seperti pada industri garmen, banyaknya sumber daya harus dikelola dan diawasi dengan baik guna mencapai kinerja yang diinginkan. Hasil observasi awal ditemukan ada tidak kesesuaian antara rata-rata hasil produksi 40 unit per jam dengan ketercapaian produk yang ada yaitu 33 unit per jam. Sehingga perlu identifikasi lanjutan untuk menyelesaikan permasalahan ini. Menggunakan metode motion study, di proses proses penyatuan panel dan aksesoris, diketahui pada tangan kanan terdapat 99 gerakan efektif dan terdapat 10 gerakan tidak efektif, pada tangan kiri terdapat 16 gerakan efektif dan gerakan 21 tidak efektif. Di proses penjahitan zipper otomatis, pada tangan kanan terdapat 13 gerakan efektif dan tiga gerakan tidak efektif, pada tangan kiri terdapat 12 gerakan efektif dan 6 gerakan tidak efektif. Sehingga perbaikan layout sangat direkomendasikan untuk mengurangi ketidakefektifan gerakan kerja.
Co-Authors 'Azzam, Abdullah Alfiyani, Lisa Ali Parkhan Bachtiar, Machdum Danang Setiawan Elquthb, Jundi Nourfateha Fadlika, Raka Shidqi Fahrezha, Muhammad Faisol, Nasruddin Fatmariyanti, Yanti Febrianti, Melinska Ayu Firdantara, Zahra Nasywari Hadi, Juniardo Akmal Haswika, Haswika Iftitah, Nur Imam Djati Widodo Istiqomah, Khairunnisa Nurul Joko Sulistio, Joko Khairullah, Rafi Maghfiroh, Meilinda F.N. Mahardiningtyas, Syafira Maradjabessy, Prita Nurkhalisa Mufid, Nisrina Faiza Prakoso, Nur Abdillah Bagus Rachmadewi, Ira Promasanti Rahmaniyah Dwi Astuti Raihanto, Muhammad Satya Siswahyudianto Solekha, Putri Jasmine Sugarindra, Muchamad Supriyadi Supriyadi Trisnaningtias, Dicka Meilana Utami, Rona Sutra Dewangga Dyah Vembri Noor Helia, Vembri Noor Wahyudhi Sutrisno, Wahyudhi Yanti, Roaida Yudhanata, Muhammad Fadhila Yudhistira, Gisya Amanda Zaputra, Afriza Syawal