E-Nutrition Label: Design and Architecture of a Web-Based Front-of-Pack Nutrition Labeling System


  • Yulita Sirinti Pongtambing * Mail Universitas Negeri Makassar, Makassar, Indonesia
  • Arni Raihanah Rahman Universitas Negeri Makassar, Makassar, Indonesia
  • Eliyah Acantha Manapa Sampetoding Hasanuddin University, Makassar, Indonesia
  • (*) Corresponding Author
Keywords: FOPNLs; E-Nutrition; Nutrition Literacy; Health Literacy; Digital Health

Abstract

FOPNLs (Front of Pack Nutrition Labels) are nutritional labeling systems placed on the front of packaging to present nutritional information more simply. FOPNLs can help consumers quickly determine foods with better nutritional content and lower levels of salt, sugar, and fat. Nutrition labels influence consumer behavior and decision-making in determining healthy foods. However, the nutritional labeling system in Indonesia is not yet fully informative, and policies mandating that the food industry implement such labeling are not yet fully enforced. This study aims to develop an application model that automatically calculates FOPNLs for food products. The study resulted in a website prototype and limited testing, using the Design Science Research Method. DSRM can effectively bridge the theoretical foundations with practical requirements in the development of information system artifacts, particularly within the context of digital transformation in the healthcare sector. The result shows prototype functions well and can automatically calculate RDA and generate FOPNLs based on the nutritional label and serving size entered into the system. Functional evaluation using Black-Box Testing demonstrated a 100% success rate across all test scenarios, while the qualitative TAM-based assessment indicated that the proposed artifact was positively accepted, particularly regarding its perceived usefulness and ease of use. This prototype can be easily used by MSMEs that produce processed foods. Future research can be conducted through limited trials at the District or City UMKM Office.

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References

D. K. Sari, N. Fitriani, and A. Yani, “Persepsi Konsumen terhadap Label Gizi Front-of-Pack di Indonesia,” J. Gizi dan Pangan, vol. 17, no. 2, pp. 101–110, 2022, doi: https://doi.org/10.25182/jgp.2022.17.2.101-110.

Q. A. Huda and D. R. Andrias, “Sikap dan perilaku membaca informasi gizi pada label pangan serta pemilihan pangan kemasan,” Media Gizi Indones., vol. 11, no. 2, pp. 175–181, 2022, doi: https://doi.org/10.20473/mgi.v11i2.175-181.

L. Wibowo, N. Andarwulan, and D. Indrasti, “Kajian implementasi informasi ‘Pilihan Lebih Sehat’ label kemasan mi instan di Indonesia,” J. Mutu Pangan Indones. J. Food Qual., vol. 11, no. 1, pp. 63–70, 2024, doi: https://doi.org/10.25182/jgp.2022.17.2.109-118.

Yuliana, F. Handayani, and A. Fauzi, “Sistem Informasi Nutrisi untuk Pengambilan Keputusan Konsumen,” J. Inform., vol. 18, no. 2, pp. 120–130, 2022, doi: https://doi.org/10.30873/ji.v18i2.4100.

P. Ronitawati, Rimbawan, and A. Khomsan, “Meninjau Kembali Kebijakan Label Gizi pada Bagian Depan Kemasan (Front-of-Pack Nutrition Labeling) di Indonesia,” J. Gizi dan Pangan, vol. 16, no. 3, pp. 215–224, 2021, doi: https://doi.org/10.25182/jgp.2021.16.3.215-224.

L. Muzzioli, E. Capri, D. Ruggeri, and M. L. Sogari, “Toward Multidimensional Front-of-Pack Labels: Integrating Nutritional, Environmental, and Processing Information,” Nutrients, vol. 17, no. 14, pp. 2258–2275, 2025, doi: https://doi.org/10.3390/nu17142258.

L. Muller and B. Ruffieux, “What Makes a Front-of-Pack Nutritional Labelling System Effective: The Impact of Nutritional Knowledge, Health Motivation, and Information Processing,” Nutrients, vol. 12, no. 9, pp. 2870–2885, 2022, doi: 10.1016/j.lana.2022.100400.

L. Muller and B. Ruffieux, “What Makes a Front-of-Pack Nutritional Labelling System Effective: The Impact of Nutritional Knowledge, Health Motivation, and Information Processing,” Nutrients, vol. 12, no. 9, pp. 2870–2885, 2022, doi: https://doi.org/10.3390/nu12092870.

D. Colozza et al., “Which front-of-pack nutritional label (FOPNL) is most effective in promoting healthier dietary choices? An experimental study in Indonesia,” BMJ Public Heal., vol. 4, no. 1, 2026, doi: https://doi.org/10.1136/bmjph-2025-004319.

D. K. Sari, N. Fitriani, and A. Yani, “Persepsi Konsumen terhadap Label Gizi Front-of-Pack di Indonesia,” J. Gizi dan Pangan, vol. 17, no. 2, pp. 101–110, 2022, doi: https://doi.org/10.25182/jgp.2022.17.2.101-110.

K. L. Fuchs, J. Lian, L. Michels, S. Mayer, E. Toniato, and V. Tiefenbeck, “Effects of digital food labels on healthy food choices in online grocery shopping,” Nutrients, vol. 14, no. 10, p. 2044, 2022, doi: 10.3390/nu14102044.

B. Tezci and R. Montanari, “Unlocking the Potential of Nutrition Labels: A Looks at the Power of (Digital) Nudges,” Eur. J. Priv. Law Technol., vol. 188, pp. 74–88, 2023, doi: 10.57230/ejplt222BT.

B. Gassler, C. K. Faesel, and A. Moeser, “Toward a differentiated understanding of the effect of Nutri-Score nutrition labeling on healthier food choices,” Agribusiness, vol. 39, no. 1, pp. 28–50, Jan. 2023, doi: https://doi.org/10.1002/agr.21762.

P. A. Gunawan and Y. S. Kunto, “Pengaruh brand image dan nutrition label terhadap keputusan pembelian mie instan lemonilo: Efek moderasi orientasi makanan sehat,” J. Manaj. Pemasar., vol. 16, no. 1, pp. 48–56, 2022, doi: https://doi.org/10.9744/pemasaran.16.1.48-56.

R. R. Harahap, S. Aisyah, and M. Arif, “Pengaruh Atribut Produk Dan Label Halal Sebagai Variabel Moderating Terhadap Keputusan Pembelian Produk Kemasan Di Kota Medan,” J. Ilm. Manaj. dan Bisnis, vol. 23, no. 1, pp. 45–56, 2022, doi: https://doi.org/10.30596/jimb.v23i1.9876.

M. Boland and J. Bronlund, “eNutrition-The next dimension for eHealth?,” Trends Food Sci. Technol., vol. 91, pp. 634–639, 2022, doi: https://doi.org/10.1016/j.tifs.2019.08.001.

Y. S. Pongtambing, E. A. M. Sampetoding, and E. S. Manapa, “Sistem Informasi Kesehatan Dan Telemedicine: Narrative Review,” Compromise J. Community Prof. Serv. J., vol. 1, no. 4, pp. 52–58, 2023, doi: https://doi.org/10.57213/compromisejournal.v1i4.72.

H. O. Yilmaz, S. Arslan, and S. Yilmaz, “How Do e-Nutrition Literacy and Faith Shape Positive Nutrition Attitudes? A Machine Learning Approach in Türkiye,” Nutrients, vol. 18, no. 3, p. 413, 2026, doi: https://doi.org/10.3390/nu18030413.

K. E. Kappler, “E-Health and the Digitization of Health,” in Handbook of economics and sociology of conventions, Springer, 2022, pp. 1–19.

K. Peffers, T. Tuunanen, M. A. Rothenberger, and S. Chatterjee, “A Design Science Research Methodology for Information Systems Research,” J. Manag. Inf. Syst., vol. 24, no. 3, pp. 45–77, Dec. 2007, doi: 10.2753/MIS0742-1222240302.

K. Peffers, T. Tuunanen, and B. Niehaves, “Design science research genres: introduction to the special issue on exemplars and criteria for applicable design science research,” Eur. J. Inf. Syst., vol. 27, no. 2, pp. 129–139, 2023, doi: https://doi.org/10.1080/0960085X.2018.1458066.

J. Vom Brocke, A. Hevner, and A. Maedche, “Applying the Technology Acceptance Model to Mobile Banking Adoption among Older Adults,” in Design science research. Cases, Springer, 2020, pp. 1–13. doi: 10.1007/978-3-030-46781-4_1.

A. Pangestika and L. W. Widianti, “IMPLEMENTASI PENGUJIAN BLACK BOX TESTING MENGGUNAKAN TEKNIK EQUIVALENTS PARTITIONS PADA APLIKASI TAPERA DIGITAL SERVICES FITUR PENDAFTARAN PEKERJA MANDIRI,” J. Sist. Inf. dan Cerdas Bisnis, vol. 18, no. 1, pp. 57–62, 2025, doi: https://doi.org/10.33005/sibc.v18i1.432.

Y. Hwang and D. J. Kim, “Applying the Technology Acceptance Model to Mobile Banking Adoption among Older Adults,” Int. J. Inf. Manage., vol. 56, pp. 102234–102245, 2021, doi: https://doi.org/10.1016/j.ijinfomgt.2020.102234.

Y. S. Pongtambing, E. A. M. Sampetoding, I. Irmayanti, P. Juanti, and E. Ristiana, “Sosialisasi kandungan mikronutrien label gizi di produk kemasan pada pegawai Dinas UMKM dan Koperasi Kabupaten Maros,” Paramacitra J. Pengabdi. Masy., vol. 2, no. 02, pp. 300–305, 2025, doi: https://doi.org/10.62330/pjpm.v2i02.


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Article History
Submitted: 2026-03-20
Published: 2026-04-30
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How to Cite
Pongtambing, Y., Rahman, A., & Sampetoding, E. A. (2026). E-Nutrition Label: Design and Architecture of a Web-Based Front-of-Pack Nutrition Labeling System. Journal of Information System Research (JOSH), 7(3), 754-762. https://doi.org/10.47065/josh.v7i3.9549
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