Sistem Rekomendasi Produk Skincare Halal Berbasis Komposisi Bahan menggunakan Metode Simple Additive Weighting

Velisa Amanda Putri, Sri Winiarti, Nurkhasanah Nurkhasanah

Abstract


The rapid development of the skincare industry has increased the complexity of product ingredient composition, making it difficult for consumers to determine products that suit their skin needs. This challenge is even more complex for Muslim consumers who must consider the halal aspects of skincare product ingredients. Lack of understanding regarding ingredient content, skin problems, skin type, and product halal status leads to a high risk of errors in skincare selection. Therefore, this study aims to implement a halal skincare product recommendation system based on ingredient content using the Simple Additive Weighting (SAW) method. The system uses seven criteria: ingredient content, halal logo, BPOM logo, ingredient safety, skin problems, skin type, and age. Alternatives consist of 61 skincare products, 22 facial washes, 23 moisturizers, and 16 sunscreens obtained from questionnaires with 300 respondents. The novelty of this study lies in the integration of halal aspects, skin conditions, and government regulations in a multi-criteria decision-making (MCDM)-based decision-making model. The SAW method is used to weight and rank alternatives based on preference values. The results show that the SAW method is able to generate product recommendations according to user characteristics. For normal-dull skin conditions, the best recommendations are Emina Bright Prebiotic Tranexamic (0.7800), Somethinc Skin Goals Moisture Silk Creme (0.8300), and Wardah UV Shield Active Protection Serum SPF 50 PA++++ (0.7050). For sensitive-acne skin conditions, the best recommendations are Skintific 3x Acid Acne Gel Cleanser (0.9750), Something Acne Treatment Moisturizer Gel (1.0000), and Wardah UV Shield Acne Calming Sunscreen SPF 50 PA++++ (0.8300). The results of the Black Box Testing showed that all system functions were running well, while the expert judgment by a dermatology specialist showed that the system was running well.

Keywords


Decision Making; Halal; Multi-Criteria; Recommendation System; Skincare; Simple additive Weighting

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References


I. Z. Jalolidinovna, “Morphology and histology of skin,” Texas J. Med. Sci., vol. 16, no. 16, pp. 52–56, 2023, doi: 10.62480/tjms.2023.vol16.pp52-56.

N. Fuad, A. M. Bohari, S. A. Kassim, and Z. Ahmad, “Factors Influencing Customer Awareness Of Halal Cosmetic Products,” Adv. Int. J. Business, Entrep. Smes, vol. 5, no. 16, pp. 35–46, 2023, doi: 10.35631/AIJBES.516004.

C. Siripanich, Y. C. Chow, and F. R. Ali, “Clinical implications of skincare : lessons from placebo-controlled dermatology trials,” Ski. Heal. Dis., vol. 00, no. 00, pp. 1–7, 2026, doi: 10.1093/skinhd/vzag020.

A. Koswara and L. Herlina, “Global trends in the halal beauty and skincare industry : A search engine-based market analysis,” Int. J. Halal Ind., vol. 1, no. 1, pp. 84–99, 2025, doi: 10.20885/IJHI.vol1.iss1.art6 JEL.

S. Winiarti dan M. A. Agustin, “Smart Halal Classifier : Solusi Humanis Berbasis AI untuk Verifikasi Produk Halal melalui Analisis Teks Label dan Komposisi”.

W. Darmalaksana, “Kosmetik Halal sebagai Hadis Lifestyle untuk Kesehatan : Studi Takhrij dan Syarah,” Al-Tadabbur J. Ilmu Al-Qur’an dan Tafsir, vol. 6, no. 2, pp. 217–230, 2021, doi: 10.30868/at.v6i02.1634.

R. Vikaliana, I. Sukarno, R. Zuraidah, and R. Mohd, “Exploring Halal Awareness and Its Impact on Skincare Purchase Intentions : A Structural Equation Modeling Approach,” Ikon. J. Ekonomi dan Bisnis Islam, vol. 9, no. 1, pp. 15–32, 2024, doi: 10.24042/ijebi.v9i1.21091.

A. N. Latif, M. Alianita, W. Musaadah, dan R. Hidayat, “Mengatasi Tantangan dan Memanfaatkan Peluang Industri Halal Kosmetik dan Obat-Obatan Menuju Wajib Halal 2026 : Analisis SWOT,” IJH Indones. J. Halal, vol. 7, no. 2, pp. 146–155, 2026, doi: 10.14710/halal.v7i2.23506.

M. Abdurrahman, “Strategy for Developing the Halal Cosmetic Industry in Indonesia to Improve Competitiveness in the Global Market,” Profit J. Kaji. Ekonomi dan Perbankan. Syariah, vol. 9, no. 1, pp. 340–349, 2025, doi: 10.33650/profit.v9i2.11630.

S. Markets, “Panopticism on The Consumption of Halal Products in Indonesian Muslim Society Markets,” JISEL J. Islam. Econ. Laws, vol. 6, no. 2, pp. 41–59, 2023, doi: 10.23917/jisel.v6i2.22313.

M. Fadhilah, P. D. Cahyani, dan T. Nurjanah, “Meningkatkan keputusan pembelian produk kosmetik melalui kepercayaan merek , kualitas produk , dan label halal,” J. Ekon. Manaj. dan Akunt., vol. 25, no. 2, pp. 319–328, 2023.

N. Cahyani, Listiawati, dan Y. Pajaria, “Pengaruh Label Halal dan Label BPOM Terhadap Keputusan Pembelian Produk Kosmetik pada Konsumen Muslim di Kota Palembang,” J. Econ. Dev., vol. 2, no. 1, pp. 44–59, 2025, doi: 10.70656/jend.v2i1.336.

M. Uta et al., “Knowledge-based recommender systems : overview and research directions,” Front. Big Data, vol. 7, no., pp. 1–19, 2024, doi: 10.3389/fdata.2024.1304439.

I. Saifudin and T. Widiyaningtyas, “Systematic Literature Review on Recommender System: Approach, Problem, Evaluation Techniques, Datasets,” IEEE Access, vol. 12, no., pp. 19827–19847, 2024, doi: 10.1109/ACCESS.2024.3359274.

Y. H. Alfaifi, “Recommender Systems Applications : Data Sources, Features, and Challenges,” mdpi J. Inf., vol. 15, no. 10, 2024, doi: 10.3390/info15100660.

L. M. De Campos and J. M. F. Juan, “An explainable content-based approach for recommender systems : a case study in journal recommendation for paper submission,” User Model. User-adapt. Interact., vol. 34, no. 4, pp. 1431–1465, 2024, doi: 10.1007/s11257-024-09400-6.

R. Calvin, “ScienceDirect Hybrid MCDM Career Recommendation System for Information System Students Using AHP, VIKOR and Weighted Euclidean Distance,” Procedia Comput. Sci., vol. 234, no., pp. 364–372, 2024, doi: 10.1016/j.procs.2024.03.016.

N. Imania, J. Salat, R. Rizki, dan Z. Razi, “Sistem Pendukung Keputusan Pemilihan Skincare untuk Wajah Sensitif di Klinik Kecantikan La Beautee Care Blok Sawah dengan Menggunakan Metode Topsis dan Metode Saw berbasis Web,” J. Real Ris., vol. 5, no. 1, pp. 219–226, 2023, doi: 10.47647/jrr.v5i1.1149.

I. A. Lubis dan A. H. Hasugian, “Sistem Pendukung Keputusan Dalam Pemilihan Skincare Berdasarkan Jenis Kulit Menggunakan Metode SAW,” Progresif J. Ilm. Komput., vol. 20, no. 1, p. 65, 2024, doi: 10.35889/progresif.v20i1.1771.

V. No dan J. Hal, “Tren Pengembangan Sistem Pendukung Keputusan Metode Simple Additive Weighting : Systematic Literature Review,” JTeksis J. Teknol. Dan Sist. Inf. Bisnis, vol. 7, no. 1, pp. 29–35, 2025, doi: 10.47233/jteksis.v7i1.1727.

M. I. Rahayu, M. K. Siregar, dan M. Desnia, “Sistem Rekomendasi Pemilihan Produk Basic Skincare Berdasarkan Jenis Kulit Menggunakan Algoritma Simple Additive Weighting (SAW),” J. Teknol. Inf. dan Komun., vol. 12, no. 2, pp. 1–6, 2022, doi: 10.58761/jurtikstmikbandung.v11.i2.100.

M. A. Hastiko, I. Sunoto, and I. Mutia, “Sistem Pendukung Keputusan Pemilihan Suplier Ikan Hias Menggunakan Simple Additive Weighting (SAW),” J. Ris. dan Apl. Mhs. Inform., vol. 5, no. 3, pp. 542–551, 2024, doi: 10.30998/jrami.v5i3.9860.

Z. M. Dhanul Paridzhi, Ilyas, “Perbandingan Metode SAW DAN WP pada Sistem Pendukung Keputusan dalam Pemilihan Produk Skincare Pria,” JUTI-UNISI (Jurnal Tek. Ind. UNISI), vol. 8, no. 2, pp. 12–17, 2024, doi: 10.32520/juti.v8i2.3503.

F. A. Damanik, “Metode SAW DAN TOPSIS dalam Sistem Pendukung Keputusan:Tinjauan Literatur Sistematis,” JUWIRA, vol. 3, no. 1, pp. 108–118, 2023, doi: 10.61696/juwira.v3i1.444.

N. L. Maulidiyah dkk., “Sistem pendukung keputusan moisturizer lidah buaya untuk kulit berminyak menggunakan metode saw berbasis website,” Jatisi, vol. 12, no. 3, pp. 78–90, 2025, doi: 10.35957/jatisi.v12i3.13266.

M. A. Suryawan dan E. M. Hasiri, “Analisis Keputusan Multi-Kriteria Menggunakan SAW dengan Pendekatan Interpretabilitas Model,” JISTech, vol. 2, no. 2, pp. 100–105, 2025, doi: 10.71234/jistech.v2i2.102.

Y. A. Nuraeni, N. Nurjanah, S. A. Hendrawan, dan A. Muhiban, “Analisis Perbandingan Metode SAW, WP, dan SMART untuk Pemilihan Skincare,” TRANSFORMASI, vol. 20, no. 2, pp. 40–63, 2024.

S. Trisdiatin dan E. G. Wahyuni, “Implementasi Sistem Pendukung Keputusan Skincare berbasis Web dengan Metode Simple Additive Weighting,” Sist. J. Sist. Inf., vol. 14, no. 5, pp. 2500–2518, 2025, doi: 10.32520/stmsi.v14i5.5505.

H. Taherdoost, “Analysis of Simple Additive Weighting Method ( SAW ) as a Multi-Attribute Decision-Making Technique : A Step-by-Step Guide,” J. Manag. Sci. Eng. Res., vol. 06, no. 01, pp. 21–24, 2023, doi: 10.30564/jmser.v6i1.5400.

J. D. Manik dan A. R. Samosir, “Penerapan Metode Simple Additive Weighting dalam Penerimaan Siswa Magang pada Universitas Budi Darma,” sudo J. Tek. Inform., vol. 1, no. 2, pp. 51–59, 2022, doi: 10.56211/sudo.v1i2.14.




DOI: https://doi.org/10.37905/euler.v14i2.38877

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