Large-scale physical activity data reveal worldwide activity inequality

被引:632
作者
Althoff, Tim [1 ]
Sosic, Rok [1 ]
Hicks, Jennifer L. [2 ]
King, Abby C. [3 ,4 ]
Delp, Scott L. [2 ,5 ]
Leskovec, Jure [1 ,6 ]
机构
[1] Stanford Univ, Dept Comp Sci, Stanford, CA 94305 USA
[2] Stanford Univ, Dept Bioengn, Stanford, CA 94305 USA
[3] Stanford Univ, Sch Med, Dept Hlth Res & Policy, Stanford, CA 94305 USA
[4] Stanford Univ, Sch Med, Stanford Prevent Res Ctr, Dept Med, Stanford, CA 94305 USA
[5] Stanford Univ, Dept Mech Engn, Stanford, CA 94305 USA
[6] Chan Zuckerberg Biohub, San Francisco, CA 94158 USA
基金
美国国家卫生研究院;
关键词
INCOME INEQUALITY; HEALTH; VALIDATION; INACTIVITY; BEHAVIORS; MORTALITY; TRACKING; PROGRESS; SLEEP; STEPS;
D O I
10.1038/nature23018
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
To be able to curb the global pandemic of physical inactivity(1-7) and the associated 5.3 million deaths per year(2), we need to understand the basic principles that govern physical activity. However, there is a lack of large-scale measurements of physical activity patterns across free-living populations worldwide(1,6). Here we leverage the wide usage of smartphones with built-in accelerometry to measure physical activity at the global scale. We study a dataset consisting of 68 million days of physical activity for 717,527 people, giving us a window into activity in 111 countries across the globe. We find inequality in how activity is distributed within countries and that this inequality is a better predictor of obesity prevalence in the population than average activity volume. Reduced activity in females contributes to a large portion of the observed activity inequality. Aspects of the built environment, such as the walkability of a city, are associated with a smaller gender gap in activity and lower activity inequality. In more walkable cities, activity is greater throughout the day and throughout the week, across age, gender, and body mass index (BMI) groups, with the greatest increases in activity found for females. Our findings have implications for global public health policy and urban planning and highlight the role of activity inequality and the built environment in improving physical activity and health.
引用
收藏
页码:336 / +
页数:16
相关论文
共 45 条
  • [11] Gender equality in sport for improved public health
    Brown, Wendy J.
    Mielke, Gregore I.
    Kolbe-Alexander, Tracy L.
    [J]. LANCET, 2016, 388 (10051) : 1257 - +
  • [12] Accuracy of Smartphone Applications and Wearable Devices for Tracking Physical Activity Data
    Case, Meredith A.
    Burwick, Holland A.
    Volpp, Kevin G.
    Patel, Mitesh S.
    [J]. JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 2015, 313 (06): : 625 - 626
  • [13] Centers for Disease Control and Prevention, 2012, VIT SIGNS MOR PEOPL
  • [14] Changing behaviors to prevent noncommunicable diseases
    Chokshi, Dave A.
    Farley, Thomas A.
    [J]. SCIENCE, 2014, 345 (6202) : 1243 - 1244
  • [15] Income inequality measures
    De Maio, Fernando G.
    [J]. JOURNAL OF EPIDEMIOLOGY AND COMMUNITY HEALTH, 2007, 61 (10) : 849 - 852
  • [16] Validation of Walk Score® for Estimating Neighborhood Walkability: An Analysis of Four US Metropolitan Areas
    Duncan, Dustin T.
    Aldstadt, Jared
    Whalen, John
    Melly, Steven J.
    Gortmaker, Steven L.
    [J]. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH, 2011, 8 (11) : 4160 - 4179
  • [17] Diurnal and Seasonal Mood Vary with Work, Sleep, and Daylength Across Diverse Cultures
    Golder, Scott A.
    Macy, Michael W.
    [J]. SCIENCE, 2011, 333 (6051) : 1878 - 1881
  • [18] Understanding individual human mobility patterns (vol 453, pg 779, 2008)
    Gonzalez, Marta C.
    Hidalgo, Cesar A.
    Barabasi, Albert-Laszlo
    [J]. NATURE, 2009, 458 (7235) : 238 - 238
  • [19] Global physical activity levels: surveillance progress, pitfalls, and prospects
    Hallal, Pedro C.
    Andersen, Lars Bo
    Bull, Fiona C.
    Guthold, Regina
    Haskell, William
    Ekelund, Ulf
    [J]. LANCET, 2012, 380 (9838) : 247 - 257
  • [20] Validation of Physical Activity Tracking via Android Smartphones Compared to ActiGraph Accelerometer: Laboratory-Based and Free-Living Validation Studies
    Hekler, Eric B.
    Buman, Matthew P.
    Grieco, Lauren
    Rosenberger, Mary
    Winter, Sandra J.
    Haskell, William
    King, Abby C.
    [J]. JMIR MHEALTH AND UHEALTH, 2015, 3 (02):