Analisis Kualitas Tidur, Pola Aktivitas Fisik, Massa Otot, Massa Lemak, dan Body Mass Index Pada Member Idachi Fitness

Muhammad Phirous Rauzan, Yati Rohayati, Kuston Sultoni, Jajat Jajat, Adang Suherman, Widy Dewi Nuryanti

Abstract

Physical fitness is an important component in maintaining health and quality of life. This study aims to analyze the relationship between sleep quality, physical activity patterns, muscle mass, fat mass, and body mass index (BMI) in fitness center members. Using a quantitative correlational approach, this study involved 54 participants selected through purposive sampling technique. The instruments used included the Pittsburgh Sleep Quality Index (PSQI), 24h Movement Questionnaire (QMov24h), and body composition measurements using the Karada Scan. The results showed that good sleep quality and involvement in structured physical activity were associated with a more ideal body composition, characterized by higher muscle mass, balanced fat mass, and BMI in the normal category. In contrast, moderate and vigorous physical activity did not show a significant relationship to body composition. These findings emphasize the importance of comprehensive lifestyle management that includes sleep quality, daily activity, and body composition monitoring to achieve optimal fitness.

Keywords

Sleep Quality, Physical Activity, Muscle Mass, Fat Mass, Body Mass Index, Fitness Center

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References

Andrade, A., Dominski, F. H., Pereira, M. L., de Liz, C. M., & Buonanno, G. (2018). Infection risk in gyms during physical exercise. Environmental Science and Pollution Research, 25, 19675–19686.

Asonitou, K., Yiannaki, S., & Koutsouki, D. (2024). “Exercise Is Medicine” through Time: Prescription of Adapted Physical Activity in Treatment and Rehabilitation.

Avci, A. B., Balci, G. A., & Basaran, T. (2024). Exercise and resting periods: Thermal comfort dynamics in gym environments. Building Simulation, 17(9), 1557–1578.

Baso, M. C., Langi, F. L. F. ., & Sekeon, S. A. . (2018). Hubungan Antara Aktivitas Fisik Dengan Kualitas Tidur Pada Remaja Di Sma Negeri 9 Manado. Jurnal Kesmas, 7(5), 5–10. https://ejournal.unsrat.ac.id/index.php/kesmas/article/view/22146

Chao, T.-C., Chiang, S.-L., Lai, C.-Y., Huang, C.-Y., Lee, M.-S., Lin, C.-H., Chang, C.-C., & Lin, C.-H. (2024). Association between physical activity amount and cardiorespiratory fitness, sleep quality, and health-related quality of life in patients with long COVID: A cross-sectional study. Archives of Physical Medicine and Rehabilitation, 105(9), 1673–1681.

Christie, A. D., Seery, E., & Kent, J. A. (2016). Physical activity, sleep quality, and self-reported fatigue across the adult lifespan. Experimental Gerontology, 77, 7–11.

Colpaert, F. C. (2015). State Dependence of Memory. In Encyclopedia of Psychopharmacology (pp. 1640–1647). https://doi.org/10.1007/978-3-642-36172-2_184

Donal Nababan, S. K. M., Saragih, V. C. D., Yuniarti, T., KM, S., Yuniarti, E., Andriyani, A., Ardiani Sulistiani, S. S. T., Keb, M., Isnani Nurhayati, S. K. M., & Wahyuningsih, A. (2023). Gizi dan Kesehatan Masyarakat. Cendikia Mulia Mandiri.

Frisch, N., Heischel, L., Wanner, P., Kern, S., Gürsoy, Ç. N., Roig, M., Feld, G. B., & Steib, S. (2024). An acute bout of high‐intensity exercise affects nocturnal sleep and sleep‐dependent memory consolidation. Journal of Sleep Research, 33(4), e14126.

Gong, M., Sun, M., Sun, Y., Jin, L., & Li, S. (2024). Effects of Acute Sleep Deprivation on Sporting Performance in Athletes: A Comprehensive Systematic Review and Meta-Analysis. Nature and Science of Sleep, 935–948.

Jajat, A., Indonesia, U. P., Sudrazat, A., Indonesia, U. P., Zaky, M., & Sultoni, K. (2024). Implementation of Artificial Intelligence (AI) Machine Learning for Analysis of Physical Activity Behavior, Sedentary Behavior, and Obesity Risk Authors. Indonesian Journal of Sport Management. https://doi.org/https://doi.org/10.31949/ijsm.v4i4.11807

Jajat, J., Sudrazat, A., Zaky, M., & Sultoni, K. (2024). Implementation of Artificial Intelligence (AI) Machine Learning for Analysis of Physical Activity Behavior, Sedentary Behavior, and Obesity Risk. Indonesian Journal of Sport Management, 4(4).

Jamil, F. M., Hermawan, I., Arifin, Z., & Kurniawati, A. (2024). Partisipasi Masyarakat Garut Dalam Melakukan Olahraga Gym (Penelitian Kualitatif Deskriptif di Masagi Fitness Garut). Jurnal Intelek Dan Cendikiawan Nusantara, 1(3), 3806–3822.

Jurado-Fasoli, L., De-la-O, A., Molina-Hidalgo, C., Migueles, J. H., Castillo, M. J., & Amaro-Gahete, F. J. (2020). Exercise training improves sleep quality: A randomized controlled trial. European Journal of Clinical Investigation, 50(3), 1–11. https://doi.org/10.1111/eci.13202

Jurado‐Fasoli, L., De‐la‐O, A., Molina‐Hidalgo, C., Migueles, J. H., Castillo, M. J., & Amaro‐Gahete, F. J. (2020). Exercise training improves sleep quality: A randomized controlled trial. European Journal of Clinical Investigation, 50(3), e13202.

Karner-Rezek, K., Beat, K., Matthias, F., Christian, S., Manuela, K., & and Rosemann, T. (2013). The effects of an 8-week multicomponent inpatient treatment program on body composition and anaerobic fitness in overweight and obese children and adolescents. International Journal of General Medicine, 6(null), 159–166. https://doi.org/10.2147/IJGM.S40187

Kencana, M. M., Jajat, J., Zaky, M., Sultoni, K., & Ruhayati, Y. (2025). Prediksi Mood Berdasarkan Pola Aktivitas Fisik pada Remaja Menggunakan Algoritma Machine Learning. Jurnal Keolahragaan, 11(1), 9–15.

Liang, W.-M., Ji, Y.-X., Xiao, J., Truskauskaitė, I., Hendrixson, A., Bai, Z.-M., & Ruksenas, O. (2024). Respiratory patterns and physical fitness in healthy adults: a cross-sectional study. BMC Public Health, 24(1), 228.

Ling, C. H. Y., de Craen, A. J. M., Slagboom, P. E., Gunn, D. A., Stokkel, M. P. M., Westendorp, R. G. J., & Maier, A. B. (2011). Accuracy of direct segmental multi-frequency bioimpedance analysis in the assessment of total body and segmental body composition in middle-aged adult population. Clinical Nutrition, 30(5), 610–615. https://doi.org/10.1016/j.clnu.2011.04.001

Liu, D., Yuge, T., Min, L., & and Yang, S. (2025). The Impact of Physical Exercise on Sleep Quality Among College Students: The Chain Mediating Effects of Perceived Stress and Ruminative Thinking. Psychology Research and Behavior Management, 18(null), 361–373. https://doi.org/10.2147/PRBM.S510207

Liu, Y., Ruth, Z., Linda, L., & and Gray, J. M. (2023). Occupational harmony: Embracing the complexity of occupational balance. Journal of Occupational Science, 30(2), 145–159. https://doi.org/10.1080/14427591.2021.1881592

Okely, A. D., Kariippanon, K. E., Guan, H., Taylor, E. K., Suesse, T., Cross, P. L., Chong, K. H., Suherman, A., Turab, A., & Staiano, A. E. (2021). Global effect of COVID-19 pandemic on physical activity, sedentary behaviour and sleep among 3-to 5-year-old children: a longitudinal study of 14 countries. BMC Public Health, 21, 1–15.

Pengpid, S., & and Peltzer, K. (2020). Fruit and Vegetable Consumption is Protective from Short Sleep and Poor Sleep Quality Among University Students from 28 Countries. Nature and Science of Sleep, 12(null), 627–633. https://doi.org/10.2147/NSS.S263922

Pengpid, S., & Peltzer, K. (2020). Fruit and vegetable consumption is protective from short sleep and poor sleep quality among university students from 28 countries. Nature and Science of Sleep, 12, 627–633. https://doi.org/10.2147/NSS.S263922

Potter, A. W., Chin, G. C., Looney, D. P., & Friedl, K. E. (2025). Defining overweight and obesity by percent body fat instead of body mass index. The Journal of Clinical Endocrinology & Metabolism, 110(4), e1103–e1107.

Qumry, F., & Supriyanto, C. (2024). Dampak Covid-19 Terhadap Sport Industry (GYM) Di Kabupaten Jombang. Jurnal Kesehatan Olahraga, 12(01), 43–52.

Rodrigues, B., Júdice, P. B., Marques, A., Carraça, E. V., Lopes, L., Sousa-Sá, E., Encantado, J., Videira-Silva, A., Cliff, D. P., Mendes, R., & Santos, R. (2024). 24-hour Movement Questionnaire (QMov24h) for adults: development process and measurement properties. The International Journal of Behavioral Nutrition and Physical Activity, 21(1), 116. https://doi.org/10.1186/s12966-024-01667-7

Şahįn, G. (2018). The Importance of Physical Activity Level and Exercise Characteristics on Sleep Quality in Older Adults. Activities, Adaptation & Aging, 42(3), 250–259. https://doi.org/10.1080/01924788.2017.1398039

Semplonius, T., & Willoughby, T. (2018). Long-term links between physical activity and sleep quality. Med. Sci. Sports Exerc, 50, 2418–2424.

Septiadi, R., Suherman, A., Sultoni, K., Ruhayati, Y., & Nuryanti, W. D. (2024). Pola Aktivitas Fisik Mahasiswa Berdasarkan Jenis Ekstrakurikuler: Analisis Objektif dengan Accelometer Actigraph. JOKER (Jurnal Ilmu Keolahragaan), 5(3), 681–688.

Sholahuddin, A., Jajat, J., Damayanti, I., Sultoni, K., Suherman, A., Rahayu, N. I., Nurhayati, Y., & Zaky, M. (2024). Klasifikasi Aktivitas Fisik Berbasis Data Accelerometer ActivPAL dan ActiGraph: Metode Analisis dengan Machine Learning. Jurnal Dunia Pendidikan, 4(2), 857–869.

Shook, R. P. (2016). Obesity and energy balance: What is the role of physical activity? Expert Review of Endocrinology & Metabolism, 11(6), 511–520. https://doi.org/10.1080/17446651.2016.1243465

Silva, V. P. O., Silva, M. P. O., Silva, V. L. de S., Mantovani, D. B. C., Mittelmann, J. V, Oliveira, J. V. V, Pessoa, J. P. de L., Chaves, Y. L., Haddad, M. P., & Andrielli, O. (2022). Effect of physical exercise on sleep quality in elderly adults: a systematic review with a meta-analysis of controlled and randomized studies. Journal of Ageing and Longevity, 2(2), 85–97.

Sim, J. E., Josh, L., Luis, M., Daniel, H., & and Facer-Childs, E. R. (2023). Sleep patterns before and after competition: A real-world examination of elite athletes. Journal of Sports Sciences, 41(22), 2014–2026. https://doi.org/10.1080/02640414.2024.2308960

Some, M., N., R., & and Ohonba, A. (2016). The Impact of Obesity on Employment in South Africa. Studies in Economics and Econometrics, 40(2), 87–104. https://doi.org/10.1080/10800379.2016.12097299

Souza, B. J., & and Ebbeck, V. (2018). Perspectives on Increasing Positive Attitudes Toward Larger Members in Fitness Centers. Journal of Applied Sport Psychology, 30(1), 96–118. https://doi.org/10.1080/10413200.2017.1337822

Sultoni, K., Peralta, L., & Cotton, W. (2023). Technology-Supported Physical Activity Course for Increasing Physical Activity Levels of University Students: System Development and Pilot Implementation. Int. J. Human Movement. Sports Sciences, 1(11), 44–57.

Talpatty, E. A., Sapulete, I. M., & Marunduh, S. R. (2025). Hubungan Latihan Fisik dengan Kualitas Tidur pada Mahasiswa Kedokteran. Jurnal Inovasi Global, 3(2), 339–355.

Tranter, B., & and Donoghue, J. (2017). Housing tenure, body mass index and health in Australia. International Journal of Housing Policy, 17(4), 469–488. https://doi.org/10.1080/14616718.2016.1241937

Tross, L. F. S., Helton, M. D., & and Callegari Zanetti, M. (2024). Maintaining exercise in fitness centre settings: insights from the physical activity maintenance theory. International Journal of Qualitative Studies on Health and Well-Being, 19(1), 2409832. https://doi.org/10.1080/17482631.2024.2409832

Tucker, P. (2003). The impact of rest breaks upon accident risk, fatigue and performance: A review. Work & Stress, 17(2), 123–137. https://doi.org/10.1080/0267837031000155949

Wang, F., & Boros, S. (2021). The effect of physical activity on sleep quality: a systematic review. European Journal of Physiotherapy, 23(1), 11–18.

Weaver, R. G., White III, J. W., Finnegan, O., Armstrong, B., Beets, M. W., Adams, E. L., Burkart, S., Dugger, R., Parker, H., & von Klinggraeff, L. (2024). Understanding Accelerated Summer Body Mass Index Gain by Tracking Changes in Children’s Height, Weight, and Body Mass Index Throughout the Year. Childhood Obesity, 20(3), 155–168.

DOI: http://dx.doi.org/10.25157/jkor.v11i1.19764

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