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Price Intelligence Using K-Means Clustering and Linear Regression, Case Study of Store Dk Nutritionindo at Tokopedia Arma Fauzi; Bambang Purnomosidi DP; Faizal Makhrus; widyastuti Andriyani
Journal of Intelligent Software Systems Vol 1, No 1 (2022): July
Publisher : LPPM UTDI (d.h STMIK AKAKOM) Yogyakarta

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (503.929 KB) | DOI: 10.26798/jiss.v1i1.602

Abstract

The ability to find the right price recommendation will determine the fate of product sales in the market. This is necessary to prevent whey concentrate products from being sold in the market and to avoid customers fleeing or switching to other competitors. This study uses a price intelligence approach using the k-means clustering method for price grouping based on the closest competitor and demand forecasting using linear regression to determine fair and competitive prices. The results of the k-means clustering price of 145000 from dk nutritionindo are included in C4. The closest competitor has 7 prices cheaper and 5 prices more expensive. The highest price is 495000 and the lowest price is 90000. The results of the 26th month to 33rd month demand forecasting have 2 graphs up and 6 graphs down. Forecasting confusion matrix test produces 62.5% accuracy, 75% precision, 60% recall. With MAPE = 28.95% according to Lewis (1982) then the influence of forecasting is declared feasible (good enough). Because the trend chart illustrates a decline, it is recommended that the shop lowers the price with a recommended price range from 135000 to 90000.
Inovasi Keripik Pisang Salut dengan Pendekatan Multistrategi untuk Meningkatkan Nilai Ekonomi Komoditas Pisang Iqbal, Muhammad; Faizal Makhrus
Jurnal Pengabdian, Riset, Kreativitas, Inovasi, dan Teknologi Tepat Guna Vol 2 No 2 (2024): November
Publisher : Direktorat Pengabdian kepada Masyarakat

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.22146/parikesit.v2i2.16061

Abstract

Makalah ini menyajikan pengembangan dan implementasi inisiatif socio-entrepreneurship yang berfokus pada peningkatan nilai ekonomi produk pisang di Kalurahan Mertelu, Kecamatan Gedangsari, melalui produksi Keripik Pisang Salut. Inisiatif ini menanggapi kurang optimalnya pemanfaatan panen pisang yang melimpah di wilayah tersebut, yang sering kali dijual dengan harga rendah atau dibuang. Program yang dilaksanakan bekerja sama dengan tim KKN-PPM UGM ini bertujuan untuk mengubah pasokan pisang lokal menjadi produk bernilai tambah dengan mengembangkan varian baru keripik pisang berbalut rasa. Metode yang digunakan meliputi pengumpulan data melalui observasi dan wawancara dengan pemangku kepentingan lokal, diikuti oleh serangkaian sesi pelatihan dan pendampingan bagi pengusaha lokal. Sesi ini mencakup pengembangan produk, manajemen usaha, dan pemasaran digital. Hasilnya menunjukkan peningkatan signifikan dalam kualitas produk, jangkauan pasar, dan kepatuhan hukum di antara bisnis yang berpartisipasi. Makalah ini menyimpulkan bahwa inisiatif ini berhasil meningkatkan nilai ekonomi industri pisang lokal sambil berkontribusi pada pengentasan kemiskinan dan pemberdayaan masyarakat di Mertelu.
Strategy for Optimizing the Potential of Local Resources Through Mapping the Potential of Mertelu Village & Hargomulyo Village and Hargomulyo Village, Gedangsari District, Gunungkidul DI Yogyakarta Muhammad Iqbal; Faizal Makhrus
Help: Journal of Community Service Vol. 1 No. 2 (2024): September 2024
Publisher : PT Agung Media Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.62569/hjcs.v1i2.57

Abstract

The community service program conducted in Gedangsari District, Gunungkidul, Yogyakarta, aimed to optimize the potential of local resources in Mertelu and Hargomulyo Villages through comprehensive territorial mapping. The initiative was driven by the need to enhance the economic development of rural areas with abundant but underutilized natural resources. The methodology involved participatory mapping, GIS analysis, structured interviews, and direct observations to document the distribution of natural resources, MSMEs, and infrastructure. The results revealed significant opportunities for developing eco-tourism and agricultural industries, particularly in areas with underutilized land. Additionally, the program successfully increased community capacity by providing training in mapping technologies, leading to greater local involvement in planning processes. The conclusion underscores the effectiveness of territorial mapping as a tool for rural development, highlighting the potential for this approach to be replicated in other regions facing similar challenges. Future community empowerment efforts should focus on sustainable practices and continued capacity-building to ensure long-term economic and social benefits for the local population.