SISTEM REKOMENDASI PARFUM ADAPTIF BERBASIS WEB DENGAN METODE WEIGHTED SCORING DAN ELIMINASI
DOI:
https://doi.org/10.62003/7jc6ex98Keywords:
Google Apps Script, PSSUQ, Serverless, Sistem Rekomendasi Parfum, Weighted ScoringAbstract
Konsumen sering menghadapi kesulitan dalam memilih parfum secara daring karena tidak dapat mencium aroma langsung, sementara UMKM parfum lokal belum memiliki sistem rekomendasi yang adaptif dan mudah diakses. Penelitian ini bertujuan merancang, mengimplementasikan, dan menguji sistem rekomendasi parfum adaptif berbasis web dengan metode eliminasi mutlak (gender dan dealbreaker) serta weighted scoring. Sistem dikembangkan menggunakan arsitektur serverless berbasis Google Apps Script (GAS) dan Google Spreadsheet sebagai basis data, dengan mekanisme cache untuk mempercepat akses. Antarmuka pengguna dibangun dengan HTML5, Tailwind CSS, dan JavaScript murni. Pengujian fungsional dilakukan dengan metode Black Box Testing, sedangkan evaluasi kelayakan menggunakan kuesioner Post-Study System Usability Questionnaire (PSSUQ) yang melibatkan 15 responden (pemilik UMKM, admin, dan calon konsumen). Hasil pengujian black box menunjukkan bahwa seluruh skenario eliminasi, perhitungan skor (maksimal teoritis 22,5 poin, dikonversi ke persentase 0–99%), batas kuota slider (maksimal 50 poin), serta operasi CRUD dan pembersihan cache berjalan presisi tanpa cacat. Hasil evaluasi PSSUQ memperoleh skor rata-rata keseluruhan 4,55 dari 5,00 (tingkat kelayakan 91%), dengan rincian System Usefulness 4,58, Information Quality 4,45, dan Interface Quality 4,62. Analisis data dari sheet Log_Analitik (58 sesi kuis, 23 sesi dengan rating) menunjukkan rata-rata rating pengguna 4,2 serta catatan positif yang relevan dengan konteks rekomendasi. Simpulannya, sistem rekomendasi parfum adaptif berbasis web yang dikembangkan sangat layak, mudah digunakan, dan siap diimplementasikan pada UMKM parfum lokal.
References
[1] E.-R. Lutan, “Challenges in Perfume Recommender Systems: Navigating Subjectivity, Context and Sensory Data,” Proceedings of the Nineteenth ACM Conference on Recommender Systems. ACM, hlm. 1469–1472, Sep. 07, 2025. doi: 10.1145/3705328.3748754.
[2] S. M. Octafia dan E. Widia, “Analisis Technology Acceptance Model (TAM) Berdasarkan Partisipasi UMKM Perempuan: Kajian Studi Kota Padang,” JIPE, vol. 13, no. 2, hlm. 102, Des 2023, doi: 10.24036/011261010.
[3] E. Widia dan S. M. Octafia, “The role of social capital for the development of women’s enterprises: A case study of MSMEs in Padang City,” Optim. J. Ekon. dan Pembang., vol. 13, no. 2, hlm. 219–230, Nov 2023, doi: 10.12928/optimum.v13i2.8693.
[4] N. G. Kusumahadi, "Rancang bangun sistem rekomendasi parfum dengan metode analytical hierarchy process dan simple additive weighting," Skripsi, Universitas Multimedia Nusantara, Tangerang, 2025.
[5] F. E. Aurora dan Z. K. A. Baizal, “Perfume Product Selection Recommender System Using Content-based Filtering Approach,” 2025 International Conference on Data Science and Its Applications (ICoDSA). IEEE, hlm. 86–90, Jul. 03, 2025. doi: 10.1109/icodsa67155.2025.11157374.
[6] L. D. Nurmuthia, R. Imtiyaz, dan N. T. Maretta Sagala, “Personalized Perfume Recommendations Based on User Descriptions Using Cosine and Jaccard Similarity,” Procedia Computer Science, vol. 269, hlm. 1097–1106, 2025, doi: 10.1016/j.procs.2025.09.051.
[7] A. Alshehri, "Balancing personalization and transparency in user-centered AI systems through explainable deep learning interfaces," J. Eng. Sci. Comput., vol. 7, hlm. 120–136, 2025, doi: 10.63070/jesc.2025.026.
[8] P. Bairagi dan S. Arora, “A mini-approach for retail banking with transparent recommendation system enabled by explainable AI,” Discov Artif Intell, vol. 6, no. 1, Jan 2026, doi: 10.1007/s44163-025-00817-5.
[9] L. Gurevitch, V. Bogina, O. Barkan, Y. Schein, Y. Elisha, dan N. Koenigstein, “LXR: Learning to eXplain Recommendations,” ACM Trans. Recomm. Syst., vol. 4, no. 2, hlm. 1–39, Nov 2025, doi: 10.1145/3732292.
[10] R. A. Malik, S. M. Octafia, dan V. S. Gunawan, “Easily Determining Post-Study System Usability for Anime Community E-Commerce Analysis,” Appl. Inf. Syst. Manage., vol. 7, no. 2, hlm. 39–44, Sep. 2024, doi: 10.15408/aism.v7i2.39352.
[11] A. Insan Asry, “Implementation of Google App Script in Cloud-Based Data Search Application,” JEAT, vol. 1, no. 2, hlm. 88–93, Des 2022, doi: 10.61844/jeat.v1i2.405.
[12] S. . Baipod, J. Sriwongsa, T. Kunasit, E. Srilaphat, P. Kunasit, and S. Lata, “An Innovative System for Student Project Management and Retrieval Using Serverless Web Application Technology”, KSU-Journal Sci Tech & Innov., vol. 5, no. 1, pp. 114–129, Apr. 2026., doi: 10.14456/KSTI.2026.8.
[13] D. Airinei dan D. Homocianu, “Cloud Computing Based Web Applications. Examples and Considerations on Google Apps Script,” SSRN Journal, 2017, doi: 10.2139/ssrn.2964756.
[14] S. W. S dan T. Dirgahayu, “PENGEMBANGAN SISTEM INFORMASI PENDANAAN SUMBER DAYA MANUSIA MENGGUNAKAN GOOGLE APPS SCRIPT,” EDUSAINTEK, vol. 11, no. 4, hlm. 2238–2254, Okt 2024, doi: 10.47668/edusaintek.v11i4.1448.
[15] J. M. Kihoro dan P. Ndegwa, “Serverless Apps: A Google-drive-based Sacco Management System”, AJCDT, vol. 4, no. 1, hlm. 36–40, Des. 2019. Tersedia: https://journals.cuk.ac.ke/index.php/AJCDT/article/view/10.
[16] A. Insan Asry, “Implementation of Google App Script in Cloud-Based Data Search Application,” JEAT, vol. 1, no. 2, hlm. 88–93, Des 2022, doi: 10.61844/jeat.v1i2.405.
[17] S. Samuel dan T. L. Anita, “The relationship between trends in technology use and repurchase intention,” 10.5267/j.ijdns, vol. 7, no. 1, hlm. 449–456, 2023, doi: 10.5267/j.ijdns.2022.9.001.
[18] X. Ye, H. Batool, dan S.-Z. Huang, “The effect of e-commerce livestreaming services on customer loyalty: a test of the chain mediation model,” J Innov Entrep, vol. 12, no. 1, Jun. 2023, doi: 10.1186/s13731-023-00310-2.
[19] J. Y. Shiu, S. T. Liao, dan S.-Y. Tzeng, “How does online streaming reform e-commerce? An empirical assessment of immersive experience and social interaction in China,” Humanit Soc Sci Commun, vol. 10, no. 1, Mei 2023, doi: 10.1057/s41599-023-01731-w.
[20] G. Lyu, H. Hu, G. Zhuang, dan C. Xi, “C2M strategies on an e-commerce platform under brand competition,” Transportation Research Part E: Logistics and Transportation Review, vol. 177, hlm. 103184, Sep. 2023, doi: 10.1016/j.tre.2023.103184.
[21] R. A. Malik dan M. R. Frimadani, “UI/UX Analysis and Design Development of Less-ON Digital Startup Prototype by Using Lean UX,” J. RESTI (Rekayasa Sist. Teknol. Inf.), vol. 6, no. 6, hlm. 958–965, Des 2022, doi: 10.29207/resti.v6i6.4454.
[22] R. A. Malik dan M. R. Frimadani, “Lean UX: Applied PSSUQ to Evaluate Less-ON UI/UX Analysis and Design,” International Journal of Advances in Data and Information Systems, vol. 4, no. 1, hlm. 73–85, Apr 2023, doi: 10.25008/ijadis.v4i1.1263.
[23] J. Brooke, "SUS: A retrospective," J. Usability Stud., vol. 8, no. 2, hlm. 29–40, Feb. 2013.
[24] J. Gothelf and J. Seiden, LEAN UX: Designing Great Products with Agile Teams, 3rd ed., O'REILLY Media, 2021.
[25] J. Saad, S. Martinelli, L. S. Machado, C. R. B. de Souza, A. Alvaro, dan L. Zaina, “UX work in software startups: A thematic analysis of the literature,” Information and Software Technology, vol. 140, hlm. 106688, Des 2021, doi: 10.1016/j.infsof.2021.106688.
[26] M. Zorzetti, I. Signoretti, L. Salerno, S. Marczak, dan R. Bastos, “Improving Agile Software Development using User-Centered Design and Lean Startup,” Information and Software Technology, vol. 141, hlm. 106718, Jan 2022, doi: 10.1016/j.infsof.2021.106718.
[27] T.-W. Chang, Y. Lee, dan H.-Y. Huang, “Visualizing Design Process by Using Lean UX to Improve Interdisciplinary Team’s Effectiveness – A Case Study,” 2018 22nd International Conference Information Visualisation (IV). IEEE, hlm. 434–437, Jul. 2018. doi: 10.1109/iv.2018.00081.
[28] V. S. Gunawan, S. Maria, J. Simatupang, dan D. Savitri, “PENERAPAN WEB TRANSAKSI TANDAN BUAH SAWIT (TBS) PADA PENGEPUL H. MUSLIMIN,” DASTIS, vol. 1, no. 01, hlm. 23–39, Des 2023, doi: 10.62003/t03fps67.
[29] M. Mukhtar, S. Maria, M. Muhammad, V. S. Gunawan, dan D. Y. Prasetyo, “Implementasi metode waterfall pada Sistem Pengolahan Data Activity Daily Harvasted Dan Plantation Daily,” JTEKSIS, vol. 7, no. 3, hlm. 467–472, Jul. 2025, doi: 10.47233/jteksis.v7i3.2084.
[30] R. A. Malik, M. R. Frimadani, dan D. J. Putra, “Enrichment of microscopic photographs by utilizing CNN regarding soil-transmitted helminths identification,” IJAAS, vol. 13, no. 1, hlm. 46, Mar 2024, doi: 10.11591/ijaas.v13.i1.pp46-53.
[31] R. A. Malik dan W. Firmansyah, “Pengukuran Tingkat Kepuasan Mahasiswa Terhadap Bahan Ajar Mata Kuliah PTI Menggunakan Algorithma K-Means Clustering,” J. Janitra Inform. Sis. Inf., vol. 3, no. 2, hlm. 49–55, Nov 2023, doi: 10.25008/janitra.v3i2.174.
[32] Y. Kurnia, S. M. Octafia, dan D. Hadia, “Fenomena ‘Financial Influencer’ dan Pengaruhnya Terhadap Literasi Keuangan Gen-Z di Kota Padang,” J. E. strategy, vol. 6, no. 1, hlm. 44–57, Mei 2025, doi: 10.36490/jes.v6i1.1726.
[33] D. Hadia, S. M. Octafia, and A. Weriframayeni, "Affectors on the Manufacturing Sector's Labor Absorption," AFEBI Economic and Finance Review (AEFR), vol. 9, no. 2, pp. 109–123, 2024.
[34] Rio Andika Malik, Faizal Riza, dan Sarjon Defitb, “Quickly Assess the Acceptability Sentiment of White Paracetamol Intake Using KNN-SMOTE Based On Receptive Deciding,” LKJITI, vol. 15, no. 01, hlm. 51–63, Okt 2025, doi: 10.24843/lkjiti.2024.v15.i01.p05.







