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Journal : Journal of Applied Data Sciences

Understanding User Needs for a Mobile Health Application: Insights into Fasting, Training, and Muscle Development Setiyani, Lila; Eldawati, Eldawati; Azhar, Wafiqah Yasmin; Wati, Devi Fajar; Dedih, Dedih; Hikmayanti, Hanny
Journal of Applied Data Sciences Vol 7, No 1: January 2026
Publisher : Bright Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47738/jads.v7i1.1074

Abstract

Mobile Health (mHealth) applications are increasingly used to support intermittent fasting, fitness training, and nutrition tracking. However, existing solutions remain fragmented, focusing on isolated domains without addressing users’ holistic health needs. This study aimed to explore user needs and preferences for an integrated mobile health application that combines fasting, training, and muscle development, emphasizing feature importance, usability expectations, and privacy concerns. A mixed-methods approach was used: a survey (n = 50) captured demographic profiles, feature prioritization, and usability expectations, while interviews (n = 10) explored user experiences and challenges. Quantitative data were analyzed using descriptive statistics, while qualitative interview responses were grouped into key themes through manual coding and interpretation. Results from both approaches were triangulated to strengthen the validity and reliability of findings. Users prioritized workout progression tracking (M = 4.94, SD = 0.18, 95% CI [4.89, 4.99]) and protein/macro monitoring (M = 4.20, SD = 0.42) over fasting timers (M = 2.92/5) or motivational features (M = 2.88). Usability expectations were high (Ease of Use = 6.06/7; System Capability Fit = 6.36/7), and privacy was a non-negotiable factor (M = 5.00/5). Themes revealed frustrations with incomplete exercise libraries, fragmented features, and lack of personalization. The study highlights the need for integrated, user-centered mHealth applications that unify fasting, training, and nutrition while embedding privacy-by-design principles. Future work will advance this study through prototype development and usability testing using SUS and UMUX-Lite metrics.
Co-Authors -, Yulindawati Abilio Alfredo Abin Syamsudin Alfiansyah, Deden Moh Alpudoli, Muhamad Anwar Maulana Apit Priatna Arief Ramadhan Arienabila, Firda Arif Maulana Yusuf Arifin, Daeng Awalludin, Dudi Azhar, Wafiqah Yasmin Azis Somadulloh Bahari, Mochamad Adzan Benny Setiawan Daeng Arifin Damanhuri, Ahmad Damas Setiadi Sukardi Deden Moh Alfiansyah Dedih Dedih, Dedih Devi Fajar Wati Dewi Purwati Dudi Awaludin Effendy, Femmy Elanda, Anggi Eldawati, Eldawati Evelyn Tjandra Evelyn Tjandra Fajar Wati, Devi Fathurrozaq, Shiddieq Fauziah Gusni Femmy Femmy Effendy Finna Puspita Priasih Kriswanto Fitria Nurapriani Furqon Kautsar Syabani Gintings, Abdorrakhman Giofanny Theresia Liswadi Hamzah, M Jafat Ali Hanny Hikmayanti Handayani Hidayat , Shelza Aurelia Indahsari, Ayu Nur Inpresta Natali Inpresta Natali Istandi, Rifal Hildan J, Muhammmad Jembar Jajang Jajang Jaka Abdul Haris Jaki Wagiar Jasmine Fitriyah Yamani Jasmine Fitriyah Yamani Juwita, Rahma Luis Makluf Luis Makluf M. Wahidin Maman Suryaman Maman Suryaman Marthiasari, Ghina Fadhilla Mayra Zannuba Prawidhi Mokhamad Wahidin Murni Kurniasih Naufal Athif Syarifudin Novia Larasati Setyo Ningrum Nugroho, Lucky Satrio Puspa Dewi R. Mega Yulianto Rahayu, Dhian Nur Rahmah, Via Aulia Rahmat Gunawan Reni Rachmawati Risnawati Risnawati Risnawati Rizka Amalia Rostiani, Yeny RR. Ella Evrita Hestiandari Rusdianto Roestam Saskia, Ayu Siti Aisyah Slamet, Annisa Anggraini Sri Purwani Suhada, Karya Surya Surya Syamsudin, Abin Syarifudin, Naufal Athif Thio Viedya Susanto Tjandra, Evelyn Tobi, Tobi Tri Ratnasari Vina Maulidina Wahyu Diana Saputra Wangsih, Wangsih Wati, Devi Fajar Wiilys Wiranto Herry Utomo Yahya Suherman Yudiana Yudiana Yulindawati -