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"Dalam menghadapi persaingan bidang ritel bahan bangunan tradisional, ritel perlu menerapkan strategi untuk mempercepat proses pelayanan. Pengaturan tata letak produk dengan mempertimbangkan hubungan asosiasi antar produk dan tingkat frekuensi pengambilan produk dapat meningkatkan efisiensi order picking. Dengan menggunakan market basket analysis melalui metode association rule dan strategi storage assignment dengan class-based storage, studi ini merancang tata letak produk untuk meningkatkan efisiensi pelayanan. Hasilnya diperoleh 6 asosiasi produk antar kategori dan 3 klasifikasi produk berdasarkan frekuensi pengambilan produk.

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Facing competition in the field of traditional building materials retail, retail needs to implement a strategy to accelerate the service process. Design of product placement layout by considering the association relationship between the product and the level of frequency of taking the product can improve the efficiency of order picking. By using market basket analysis through association rule method and storage assignment strategy with class-based storage, the study design product placement layout to improve service efficiency. The result found 6 association rules between the product category and 3 classification products based on the frequency of taking the product."

"[PT PZ Cussons adalah perusahaan yang bergerak dalam industri kebutuhan balita, yang memproduksi perawatan kulit untuk balita. Masalah yang dihadapi oleh PT PZ cussons saat ini adalah ketidakteraturan dalam persiapan bahan baku, maka akan menghambat waktu proses pengiriman ke bagian produksi, beberapa lorong ukuran yang tidak sesuai dengan ukuran material handling sehingga sulit bagi karyawan dalam proses pembuatan produk jadi di gudang. Kondisi lain yang juga hadir dalam penempatan produk di daerah yang kurang tepat, di mana barang harus memiliki frekuensi tertinggi pengiriman dan yang sering datang dan pergi dalam terus ke pintu keluar. Hal-hal seperti ini yang sering menyebabkan penanganan yan lebih lanjut dalah material handing dan kurang efektif dalam kegiatan penyimpanan. Tujuan dari penelitian ini adalah untuk memberikan tata letak penyimpanan rak bahan baku untuk gudang baru yang sesuai dengan kebutuhan ruang penyimpanan dan kebutuhan ruang sehingga material handling menjadi lebih efektif. Metode yang digunakan dalam shared storage penyimpanan adalah sebuah pendekatan di mana produk memiliki frekuensi tertinggi pengiriman dan sering keluar dari membawa lebih dekat ke pintu masuk untuk meminimalkan jarak perpindahan material handling. penelitian yang dilakukan pada tata letak yang diusulkan menghasilkan material handling jarak tempuh gudang baru adalah sebesar 8007 m. Sementara dalam tata letak jarak tempuh awal adalah sebesar 13363 m;PT PZ Cussons is a company engaged the industry needs a toddler, which produces skin care for toddlers. The problems there at PT PZ Cussons, now is an irregularity in the preparation of raw materials, it will hamper the delivery time to the production process, some of the hall sizes that do not fit the size of material handling making it difficult for employees in the manufacturing process of finished products in the warehouse. Other conditions are also present in a product placement in areas that are less precise, where the goods should have the highest frequency of delivery and who often come and go in continue to exit door. Things like this often lead to further handling is that material handing and less effective in storage activities. The aim of this study is to provide a storage rack layout of raw materials for the new warehouse in accordance with the needs of storage space and material handling needs so that the space becomes more effective. The method used in shared storage storage is an approach in which products have the highest frequency of delivery and often out of bringing it closer to the entrance to minimize the displacement distance of material handling. research done on the layout of the proposed generating material handling mileage new warehouse is at 8007 m. While the layout of the initial mileage amounted to 13 363 m.this often lead to furtehr handling is that material handling and less effective in storage activities the aim of this study to provide a storage rack layout of raw materials fo the new warehouse in accordance with the needs of storage space and material handling needs so that the space becomes mpre effective the method used in shared storage shared storage is an approach which product have the highest frequency of delivery and often out of bringing it closer to the entrance to minimize the displacement distance of material handling researcg done on the layout of the proposed generating material handling mileage new warehouse is that 8007m while the layout of the initial mileage amounted to 13363 m, PT PZ Cussons is a company engaged the industry needs a toddler, which produces skin care for toddlers. The problems there at PT PZ Cussons, now is an irregularity in the preparation of raw materials, it will hamper the delivery time to the production process, some of the hall sizes that do not fit the size of material handling making it difficult for employees in the manufacturing process of finished products in the warehouse. Other conditions are also present in a product placement in areas that are less precise, where the goods should have the highest frequency of delivery and who often come and go in continue to exit door. Things like this often lead to further handling is that material handing and less effective in storage activities. The aim of this study is to provide a storage rack layout of raw materials for the new warehouse in accordance with the needs of storage space and material handling needs so that the space becomes more effective. The method used in shared storage storage is an approach in which products have the highest frequency of delivery and often out of bringing it closer to the entrance to minimize the displacement distance of material handling. research done on the layout of the proposed generating material handling mileage new warehouse is at 8007 m. While the layout of the initial mileage amounted to 13 363 m.this often lead to furtehr handling is that material handling and less effective in storage activities the aim of this study to provide a storage rack layout of raw materials fo the new warehouse in accordance with the needs of storage space and material handling needs so that the space becomes mpre effective the method used in shared storage shared storage is an approach which product have the highest frequency of delivery and often out of bringing it closer to the entrance to minimize the displacement distance of material handling researcg done on the layout of the proposed generating material handling mileage new warehouse is that 8007m while the layout of the initial mileage amounted to 13363 m]"

"Implementasi Market basket analysis pada e-grocery studi kasus : bigbasket.com. Salah satu cara untuk meningkatkan keuntungan bagi perusahaan adalah memanfatkan pelanggan yang ada untuk menambah item barang pada keranjang belanjanya. Pemasar perlu memberikan rekomedasi produk yang sesuai dengan pelanggan. Pemasar tertarik untuk menganalisis perilaku konsumen dari item-item yang dibelanjanya. Proses analisis ini dinamakan Market basket analysis menggunakan konsep association rule. Market basket analysis bermanfaat bagi pemasar untuk memberikan rekomendasi produk, personalisasi konten promosi baik pada banner halaman homepage e-grocery, promosi melalui newsletter, menyusun product bundling atau cross selling, dan penempatan produk-produk yang saling berkaitan secara dekat.Data yang digunakan pada penelitian ini merupakan data sekunder transaksi Bigbasket.com pada periode Maret 2011 sampai dengan Desember 2014.Berdasarkan hasil analisis, produk yang dibeli oleh konsumen Bigbasket dikelompokan menjadi tiga jenis, most frequent category kategori produk yang paling banyak dibeli, medium frequent category kategori produk yang tidak terlalu sering dibeli, dan least frequent category kategori produk yang paling sedikit dibeli. Tren penjualan grocery dalam rentang satu tahun meningkat pada akhir tahun dimana terdapat hari besar India. Kemudian dalam rentang bulan, transaksi meningkat direntang tanggal 10-15.Berdasarkan pola tersebut, dibagi menjadi high season dan low season. Kemudian dengan menggunakan market basket analysis, menganalisis produk-produk apa saja yang bisa dilakukan price bundling dan product recommendation berdasarkan jenis kategori produknya most, medium, least frequent category product pada saat low season dan high season.Kata kunci: e-grocery, market basket analysis, price bundling, product recommendation, cross selling.

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Implementation of Market basket analysis in e grocery studi kasus bigbasket.com, India . One method to increase company rsquo s profit is to utilize the existing customer. Marketers try to influence them to add items on their shopping basket. Marketers could be able to give the right product recommendation to customer. Therefore, marketers interested in analysis the shopping behavior based on item product that customer bought. This method is used association rules concept and it is called market basket analysis. Marketers can use market basket analysis to give product recommendation, targeting promotion, bundling and cross selling, and placing the associated products. This research use seconder data from sample trasanction at Bigbasket.com period from March 2011 to December 2014.

Based on analysis, product classified into three types most frequent category, medium frequent category, and least frequent category. The grocery sales trend in the one year span is increasing by the end of the year whwn there is India celebration day Divavali . Then in around one month, the transaction increases in interval date 10 15.Based on those pattern transaction, we determine seasonal period of sales, high season and low season. Market basket analysis defines products related for price bundling and product recommendation based on the category products most, medium, least frequent category product in low and high season. Keyword e grocery, market basket analysis, price bundling, product recommendation, cross selling."

"Pergudangan memiliki peranan tinggi dalam suatu perusahaan, terutama pada sektor migas. Salah satu peranan yang paling penting adalah melakukan aktivitas transaksi material menuju daerah user. Hal ini harus didukung dengan sistem alur material handling dari segi tata letak dan kebijakan penyimpanan material. Upaya untuk mendukung sistem alur material handling yang baik adalah kebijakan klasifikasi material dengan class based storage yang mengutamakan posisi peletakan material sesuai dengan tingkat aktivitasnya. Hal ini berpengaruh terhadap jarak tempuh material handling dari proses order picking yang akan meningkatkan performa gudang. Selain itu, jarak tempuh material handling juga dipengaruhi oleh posisi letak departemen yang dapat diselesaikan dengan algoritma differential evolution yang bekerja sesuai dengan nilai kedekatan departemen sehingga dapat memperkecil jarak antar departemen yang berdampingan sesuai dengan proses bisnisnya.Saat ini, tata letak material pada gudang MRO masih bersifat randomized dan alur material yang belum terdefinisi secara jelas akibat penumpukan material pada floor sehingga terjadi variansi waktu pada order picking. Usaha yang dapat dilakukan untuk memperbaiki hal ini adalah dengan melakukan klasifikasi material menggunakan analisa EIQ dengan mengganti kebijakan penyimpanan menjadi class based storage dan perubahan tata letak gudang yang sesuai dengan alur material handling menggunakan algoritma optimasi Differential Evolution dengan mempertimbangkan nilai kedekatan. Hasil penelitian ini menunjukkan bahwa tata letak usulan mampu menambah kapasitas gudang dari hasil optimasi ruang oleh DE dari 518 Palet menjadi 1051 Palet dan pengurangan jarak tempuh forklift sebesar 28.14 meter dengan perubahan waktu order picking sebesar 51.62 detik dari hasil pengelompokkan material dengan class based storage.

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Warehousing has a high role in a company, especially in the oil and gas sector. One of the most important role is to perform the activity of a material transaction to the user area. It should supported by the material handling workflow system in terms of layout and material storage policy. Efforts to support the workflow system is a good material handling classified material to the class policy based storage prioritizing the position of laying the material in accordance with the level of activity. This affects the distance material handling the travel of the order picking process that will increase warehouse performance. In addition, the distance mileage material handling is also influenced by the position where the department can be solved with an algorithm differential evolution which works in accordance with the value of the proximity of the department so as to minimize the distance between adjoining departments in accordance with its business processes.

Currently, the layout of the material at the warehouse MRO still is randomized and the flow of materials that have not been clearly defined due to the buildup of material on floor resulting in a variance in order picking. Businesses that can be done to fix this is to classify material using EIQ analysis by replacing the storage policy becomes class based storage and change the layout of the warehouse in accordance with the flow of material handling using Differential Evolution optimization algorithm taking into account the value of proximity. The results of this study show that the proposed layout of the warehouse is able to add capacity optimization results space by DE of 518 Palette into 1051 Pallets forklift mileage and a reduction of 28.14 meters with the time change order picking of 51.62 seconds on the results of grouping material with class based storage."

"Retailing is an industry with high level of competition. It is a customer-based industry which depends on how it could be aware of what the customers needs and requirements are. One technique most used in supermarkets is the mix merchandise. The purpose of this paper is to identify associated products, which then grouped in mix merchandise with the use of market basket analysis. This association between products then will be applied in the design layout of the product in the supermarket. The process of identifying the related products bought together in one transaction is done by using data mining technique. Apriori algorithm is chosen as a method in the data mining process. Using WEKA (Waikato Environment for Knowledge Analysis) software, the association rule between products is calculated. The results found five category association rules and fourteen sub-category association rules. These associations then will be interpreted as confidence and support to become consideration for the product layout."

"Industri ritel merupakan Salah satu jenis usaha dengan tingkat kompetisi yang tinggi. Kemampuan bisnis ini untuk tetap berlahan sangat bergantung pada kemampuannya dalam memahami konsumen. Contoh aplikasi yang paling banyak dilakukan pada bidang supermarket dalam memahami konsumen adalah teknik mix merchandise.Tujuan penelitian ini adalah untuk mengidentifikasikan produk-produk apa saja yang saling berasosiasi dan dapat digabungkan dalam kelompok mix merchandise yang sama dengan menggunakan teknik marker basket analysis.Algoritma yang dipilih dari keseluruhan proses data mining adalah algoritma Apriori. Perhitungan asosiasi dari produk dilakukan dengan menggunakan software WEKA (Waikato Environemt for Knowledge Analysis). Dari 5 aturan asosiasi kategori dan 14 aluran asosiasi sub-kategori yang didapatkan, kemudian diinterpretasikan dalam bentuk corgfidence dan suppert untuk menjadi pertimbangan dalam penyusunan tata letak produk."

"Industri ritel merupakan salah satu bidang usaha yang berkembang pesat. dengan tingkat kompetisi yang tinggi. Salah satu cara memenangi kompetisi tersebut adalah membangun sebuah competitive advantage melalui analisa akan perilaku pelanggan. Salah satu metode yang umum digunakan dalam memahami perilaku pelanggan dalam bisnis ini adalah market basket analysis. Market basket analysis merupakan bagian dari metode data mining yang menggunakan teknik algoritma apriori untuk mengetahui produk-produk yang berasosiasi. Perhitungan asosiasi produk dilakukan menggunakan software WEKA (Waikato Environment for Knowledge Analysis) atas input data transaksi pelanggan. Hasil dari metode ini adalah 5 aturan asosiasi kategori dan 17 aturan asosiasi sub kategori produk guna diinterpretasikan sebagai pertimbangan dalam memperbaiki tata letak dan strategi penjualan produk.

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Retail industry is one of the businesses that thrive with a high level of competition. One way to win the competition is building a competitive advantage through customer behavior analysis. One method commonly used in understanding customer behavior in this business is the market basket analysis. Market basket is a part of data mining method that use apriori algorithm to discover association of product. The calculation is done by using WEKA (Waikato Environment for Knowledge Analysis) software with customer transaction data as an input. The results of this method are 5 association rule category and 17 association rule sub category product to be interpreted as a consideration for improving product layout and marketing strategy."

"Apoteker sebagai pelaku usaha harus mengelola dan mengembangkan bisnis apotek dengan mengidentifikasi masalah dan membuat keputusan yang strategis. Metode yang dapat dilakukan untuk membantu hal tersebut adalah dengan melakukan analisis basket size. Analisis ini dapat memahami pola perilaku konsumen dan hubungannya terhadap transaksi tunai. Selain itu, analisis ini dilakukan untuk mengetahui pencapaian target basket size di Apotek Kimia Farma Taman Harapan Indah. Nilai rata-rata basket size (ABS) dapat dihitung melalui pembagian antara total stock keeping unit (SKU) dengan total transaksi. Jumlah SKU yang dicatat dikelompokkan menjadi obat over the counter (OTC), upaya pengobatan diri sendiri (UPDS), dan resep. Analisis dilakukan dari hasil observasi 7 jam per hari selama 10 hari. Berdasarkan data yang diperoleh, nilai ABS untuk obat bebas, UPDS, dan resep berturut-turut adalah 1,54; 1,38; dan 2,60. Berdasarkan hasil tersebut, basket size Apotek Kimia Farma THI belum mencapai target yang diharapkan, yaitu sebesar 2.

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Pharmacists as business actors must manage and develop the pharmacy business by identifying problems and making strategic decisions. The method that can be done to help with this is to do a basket size analysis. This analysis can understand consumer behavior patterns and their relationship to cash transactions. In addition, this analysis was conducted to determine the achievement of the target basket size at Kimia Farma Taman Harapan Indah Pharmacy. The average basket size (ABS) value can be calculated by dividing the total stock-keeping unit (SKU) by the total transactions. The number of SKUs recorded was grouped into over-the-counter (OTC) drugs, self-medication (UPDS), and prescriptions. The analysis was carried out from the results of observations 7 hours per day for 10 days. The result of ABS values for over-the-counter drugs, UPDS, and prescriptions were 1.54; 1.38; and 2.60. Based on these results, the basket size of Kimia Farma THI Pharmacy has not reached the expected target, which is 2."

"ABSTRAKIndonesia Basketball League IBL merupakan liga professional bola basket di Indonesia yang dikelola oleh operator event dengan pengawasan dan penunjukan dari persatuan bola basket Indonesia Perbasi . Dimulai pada tahun 2003, IBL mulai membuat rencana perubahan untuk memperbaiki sistem kompetisi mereka, seperti sistem draft pemain, audit finansial tim, upah minimum kerja dan batas gaji tim serta rencana lainnya.Akan tetapi, dengan keadaan ekosistem industry olahraga basket dan IBL sekarang, meliputi kondisi pemain, sponsor, keuangan , pengemar dan eksposur media. Menimbulkan pertanyaan yaitu ldquo;apakah struktur dan perencanaan IBL telah berada di jalan yang benar? rsquo; rsquo;.Di dalam Analisa ini, penulis akan membuat perbandingan dengan liga lainnya dan menganalisa celah di dalam IBL yang belum terpenuhi. Di akhir, penulis akan mengkorelasikan Analisa perbandingan dan celah di pembangunan yang mempengaruhi struktur dan rencana IBL kedepannya. Kata kunci: liga olahraga, bisnis olahraga, ekosistem industri olahraga, sponsor dan media, biaya gaji minimum atlit.

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ABSTRACTIndonesia Basketball League IBL is a professional basketball league in Indonesia managed by an event operator with a direct supervision and appointment of the Indonesian basketball association Perbasi . Started in 2003, IBL currently to encourage their performance, such as player draft systems, financial audits for teams, payment of minimum wages for their athletes and a salary cap. However, with the basketball sports itself and IBL industry sports ecosystem situation currently, that includes players, sponsors, finance, fans and media exposure. The question arises, Is the structure and planning of IBL already on the right path? . In this analysis, the author will make a comparison with other comparative leagues and analyze the gaps in IBL that have not been met. Lately, the author will make a correlation between the gap and the structure proposed and the effect that may occur for the IBL in the future. Keywords: sports leagues, sports, sports industry, sponsors and media, minimum salary costs for athletes."

"[Penelitian ini bertujuan untuk menganalisa pengaruh market power dan non interest income serta interaksi antara diversifikasi pendapatan non interest income dan market power terhadap stabilitas individual bank di negara negara ASEAN 5 Penelitian ini menggunakan perhitungan Z score sebagai proksi stabilitas bank dan Lerner Index sebagai indikator market power Dengan menggunakan sampel 76 bank yang listed di bursa masing masing negara ASEAN 5 yaitu Bursa Efek Indonesia IDX Bursa Malaysia KLSE Singapore Exchange SGX Stock Exchange of Thailand SET dan Philippine Stock Exchange PSE pada periode 2009 ndash 2013 model penelitian diestimasi menggunakan fixed effect model Hasil estimasi menunjukkan bahwa bank dengan market power yang besar memiliki tingkat stabilitas bank yang lebih rendah ketika mendiversifikasikan pendapatannya non interest income ;The study examines the effect of market power and non interest income and whether revenue diversification non interest income interacts with market power impacting on individual bank stability in ASEAN 5 Countries This research is used Z score as proxy for bank stability and Lerner Index as an indicator of market power The sample consists of 76 listed banks in Indonesia Stock Exchange IDX Bursa Malaysia KLSE Singapore Exchange SGX Stock Exchange of Thailand SET and Philippine Stock Exchange PSE for period 2009 ndash 2013 By using fixed effect model to estimate the equation model the result suggests that banks with greater market power are less stable when they diversify into non traditional activities non interest income ;The study examines the effect of market power and non interest income and whether revenue diversification non interest income interacts with market power impacting on individual bank stability in ASEAN 5 Countries This research is used Z score as proxy for bank stability and Lerner Index as an indicator of market power The sample consists of 76 listed banks in Indonesia Stock Exchange IDX Bursa Malaysia KLSE Singapore Exchange SGX Stock Exchange of Thailand SET and Philippine Stock Exchange PSE for period 2009 ndash 2013 By using fixed effect model to estimate the equation model the result suggests that banks with greater market power are less stable when they diversify into non traditional activities non interest income , The study examines the effect of market power and non interest income and whether revenue diversification non interest income interacts with market power impacting on individual bank stability in ASEAN 5 Countries This research is used Z score as proxy for bank stability and Lerner Index as an indicator of market power The sample consists of 76 listed banks in Indonesia Stock Exchange IDX Bursa Malaysia KLSE Singapore Exchange SGX Stock Exchange of Thailand SET and Philippine Stock Exchange PSE for period 2009 ndash 2013 By using fixed effect model to estimate the equation model the result suggests that banks with greater market power are less stable when they diversify into non traditional activities non interest income ]"