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Variability in Physical Inactivity Responses of University Students during COVID-19 Pandemic: A Monitoring of Daily Step Counts Using a Smartphone Application

Author

Listed:
  • Shoji Konda

    (Department of Health and Sport Sciences, Graduate School of Medicine, Osaka University, Suita 5650871, Japan
    Department of Sports Medical Biomechanics, Graduate School of Medicine, Osaka University, Suita 5650871, Japan)

  • Issei Ogasawara

    (Department of Health and Sport Sciences, Graduate School of Medicine, Osaka University, Suita 5650871, Japan
    Department of Sports Medical Biomechanics, Graduate School of Medicine, Osaka University, Suita 5650871, Japan)

  • Kazuki Fujita

    (Department of Health and Sport Sciences, Graduate School of Medicine, Osaka University, Suita 5650871, Japan
    Center for Education in Liberal Arts and Sciences, Osaka University, Suita 5600043, Japan)

  • Chisa Aoyama

    (Department of Health and Sport Sciences, Graduate School of Medicine, Osaka University, Suita 5650871, Japan)

  • Teruki Yokoyama

    (Department of Health and Sport Sciences, Graduate School of Medicine, Osaka University, Suita 5650871, Japan)

  • Takuya Magome

    (Department of Health and Sport Sciences, Graduate School of Medicine, Osaka University, Suita 5650871, Japan
    Department of Sociology, Otemon Gakuin University, Suita 5678502, Japan)

  • Chen Yulong

    (Center for Education in Liberal Arts and Sciences, Osaka University, Suita 5600043, Japan)

  • Ken Hashizume

    (Department of Health and Sport Sciences, Graduate School of Medicine, Osaka University, Suita 5650871, Japan)

  • Tomoyuki Matsuo

    (Department of Health and Sport Sciences, Graduate School of Medicine, Osaka University, Suita 5650871, Japan)

  • Ken Nakata

    (Department of Health and Sport Sciences, Graduate School of Medicine, Osaka University, Suita 5650871, Japan)

Abstract

This study investigated the changes in physical inactivity of university students during the COVID-19 pandemic, with reference to their academic calendar. We used the daily step counts recorded by a smartphone application (iPhone Health App) from April 2020 to January 2021 (287 days) for 603 participants. The data for 287 days were divided into five periods based on their academic calendar. The median value of daily step counts across each period was calculated. A k-means clustering analysis was performed to classify the 603 participants into subgroups to demonstrate the variability in the physical inactivity responses. The median daily step counts, with a 7-day moving average, dramatically decreased from 5000 to 2000 steps/day in early April. It remained at a lower level (less than 2000 steps/day) during the first semester, then increased to more than 5000 steps/day at the start of summer vacation. The clustering analysis demonstrated the variability in physical inactivity responses. The inactive students did not recover daily step counts throughout the year. Consequently, promoting physical activity is recommended for inactive university students over the course of the whole semester.

Suggested Citation

  • Shoji Konda & Issei Ogasawara & Kazuki Fujita & Chisa Aoyama & Teruki Yokoyama & Takuya Magome & Chen Yulong & Ken Hashizume & Tomoyuki Matsuo & Ken Nakata, 2022. "Variability in Physical Inactivity Responses of University Students during COVID-19 Pandemic: A Monitoring of Daily Step Counts Using a Smartphone Application," IJERPH, MDPI, vol. 19(4), pages 1-12, February.
    • Handle: RePEc:gam:jijerp:v:19:y:2022:i:4:p:1958-:d:745906
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    References listed on IDEAS

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    1. Terence Moriarty & Kelsey Bourbeau & Fabio Fontana & Scott McNamara & Michael Pereira da Silva, 2021. "The Relationship between Psychological Stress and Healthy Lifestyle Behaviors during COVID-19 among Students in a US Midwest University," IJERPH, MDPI, vol. 18(9), pages 1-11, April.
    2. Tim Althoff & Rok Sosič & Jennifer L. Hicks & Abby C. King & Scott L. Delp & Jure Leskovec, 2017. "Large-scale physical activity data reveal worldwide activity inequality," Nature, Nature, vol. 547(7663), pages 336-339, July.
    3. Jan Wilke & Lisa Mohr & Adam S. Tenforde & Pascal Edouard & Chiara Fossati & Marcela González-Gross & Celso Sánchez Ramírez & Fernando Laiño & Benedict Tan & Julian David Pillay & Fabio Pigozzi & Davi, 2021. "A Pandemic within the Pandemic? Physical Activity Levels Substantially Decreased in Countries Affected by COVID-19," IJERPH, MDPI, vol. 18(5), pages 1-11, February.
    4. Francesca Gallè & Elita Anna Sabella & Giovanna Da Molin & Osvalda De Giglio & Giuseppina Caggiano & Valeria Di Onofrio & Stefano Ferracuti & Maria Teresa Montagna & Giorgio Liguori & Giovanni Battist, 2020. "Understanding Knowledge and Behaviors Related to CoViD–19 Epidemic in Italian Undergraduate Students: The EPICO Study," IJERPH, MDPI, vol. 17(10), pages 1-11, May.
    5. Jeong-Hui Park & Eunhye Yoo & Youngdeok Kim & Jung-Min Lee, 2021. "What Happened Pre- and during COVID-19 in South Korea? Comparing Physical Activity, Sleep Time, and Body Weight Status," IJERPH, MDPI, vol. 18(11), pages 1-13, May.
    6. Marie Pierre Tavolacci & Edwin Wouters & Sarah Van de Velde & Veerle Buffel & Pierre Déchelotte & Guido Van Hal & Joel Ladner, 2021. "The Impact of COVID-19 Lockdown on Health Behaviors among Students of a French University," IJERPH, MDPI, vol. 18(8), pages 1-14, April.
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