Skip to main content
. 2023 Jun 29;25:e46783. doi: 10.2196/46783

Table 2.

Study characteristics.

Study Sample size, n Age (years), mean (SD; range) Sex or gender Race or ethnicity Location Movement behaviors
Andorko et al [48],a 2019 39 university students 20.22 (1.59; 18-25) 56% female 38% Asian, 23% Black or African American, 28% White, 8% multiracial, 3% other, and 3% Hispanic United States PAb,c,d and SBb,c,e
Bedard et al [49],a 2017 86 first-year university students 18.3 (0.51; —f) 53% female and 47% male 30% Asian, 7% South Asian, 6% Middle Eastern, 4% Black, 2% Indigenous, and 4% multiracial Canada PAg
Bernstein et al [50],a,h 2019 76 undergraduate students 19.80 (1.24; 18-22) 70% female and 29% male 42.11% White, 7.89% African American, 34.21% Asian or Asian American, 2.63% Native American or American Indian, 11.84% multiracial, and 5.26% Hispanic or Latinx United States PAb
Bruening et al [42],a 2016 41 university students 18.72 (0.50; —) 27% male 51% White, 10% Black, 12% multiracial or other, and 27% Hispanic United States PAb and SBb
Burke et al [51],a 2022 119 undergraduate students 19.87 (1.75; 18-26) 89.1% female 63.9% White, 15.1% Asian, 6.7% Black, 5% multiracial, 8.4% other, 0.8% preferred not to answer, and 8.4% Hispanic United States Sleepc,g
Das-Friebel et al [52],a 2020 101 undergraduate students 19.70 (1.09; 18-22) 65.3% female The United Kingdom Sleepc,g
Gilchrist et al [53],a 2021 89 undergraduate students 20.39 (1.59; 18-29) 53% female 75% White United States PAb
Kim et al [54],a 2015 22 undergraduate students 21.9 (2.6; —) 90.9% male and 9.1% female Japan PAg
Kono et al [55],a 2022 83 undergraduate students 20.24 (1.37; —) 60.2% female Japan PAb, sleepb
MacIntyre et al [56],a 2020 74 undergraduate students 20.4 (1.63; 18-25) 100% women 59.5% Black, 41.9% White, and 12.2% other races United States PAc,g
Maher et al [57],a 2020 50 first-year university students (—; 18-19) 70% female 100% Black; 4% White; 2% another racial group; and 18% Hispanic, Latinx, or Spanish United States PAg
Maher et al [58],a 2022 Same sample as Maher et al [58] Same sample as Maher et al [57] Same sample as Maher et al [57] Same sample as Maher et al [57] United States PAg and sleepc,g
Marquet et al [43],a 2017 47 university students; subsample from Marquetet al [59] 19.5 (2.1; —) 49% female and 51% male 70% White, 21% Asian, and 9% other United States PAb,c,g
Marquet et al [59],a 2018 74 university students 19.6 (—) 50% female and 50% male 77% White United States PAb,c,g
Mead and Irish [60],a 2022 79 university students 19.01 (1.16; 18-25) 58.2% female and 41.8% male 83.5% White, 5.1% Black, and 11.4% Asian United States Sleepc,g
Miller et al [61],k 2004 83 first-year university students 18.3 (0.9; —) 55.4% female 66.3% White, 24.10% Asian, 2.4% African American, 4.8% other, and 2.4% Hispanic United States PAc and sleepc
Milyavskaya et al [62],a 2018 (study 1) 159 first-year university students 18.0 (1.04; —) 72% female Canada PAb and sleepb
Nadell et al [44],a 2015 188 young adults 21.32 (—) 53.2% female 61.7% White, 13.3% Black, 4.3% Asian or Pacific Islander, 4.3% other, and 16.5% Hispanic United States PAc
Parsons et al [63],a 2022 101 young adults 21.69 (1.91; 18-24) 84.2% female and 15.8% male United Kingdom Sleepc
Ponnada et al [45],a 2022 Pilot: 15 young adults; main study: 81 young adults Pilot: —; 18-24; main study: 21.7 (2.4; —) 45% female and 55% male 54% White, 46% Asian or Pacific Islander, 9% Black, 7% Native Indian or Alaska Native, and 37% Hispanic United States PAb,g and SBb,g
Romanzini et al [64],a 2019 126 young adults —; 18-25 Brazil SBb,g
Runyan et al [65],a,h 2013 81 first-semester undergraduate students 18.26 (0.49; —) 56.8% female and 43.2% male 93.8% White United States PAb,c
Sala et al [66],a 2017 129 university students 19.19 (1.40; 17-23) 100% female 51.2% European American, 26.4% Asian, 10.1% multiracial, 5.4% Black, and 6.2% Hispanic United States PAb
Sano et al [67],a 2018 201 university students —; 18-25 35.8% female and 64.2% male United States PAb,g and sleepb,g
Shah et al [68],a 2021 14 young adults 21.6 (2.8; —) 71.4% female United States PAg and sleepg
Sladek et al [69],a 2020 61 young adults 20.91 (0.36; —) 25% male 51% White or European American, 5% Black or African American, 5% Asian American or Pacific Islander, 10% multiracial, and 6.1% Hispanic or Latinx United States Sleepc,g
Sperry et al [70],a 2018 49 university students 19.3 (1.7; 18-25) 77.6% female 36.7% White or European American, 8% African American, 8.2% Asian or Pacific Islander, 4.1% biracial, 6.1% preferred not to answer, and 6.1% Hispanic or Latinx United States PAb
Sperry and Kwapil [71],a 2022 233 young adults 18.81 (1.04; —) 71% female 52% White, 22% Asian, and 13% Black United States Sleepc
Strahler et al [46],a,i 2016 33 university students 22.8 (3.3; —) Germany PAc,g
Titone et al [72],a 2020 107 young adults 21.82 (2.16; 18-27) 55% female 59.8% White, 17.8% Black or African American, 11.2% Asian, 0.9% American Indian or Alaskan Native, 3.7% Biracial, and 3.7% other race United States Sleepg
von Haaren et al [73],a 2013 29 university students 21.3 (1.7; —) Germany PAg
von Haaren et al [74],a,h 2016 61 university students 21.4 (1.8; —) 100% male Germany PAg,j
van Woerden and Bruening [47],a,i 2022 805 first-year university students 71% female and 29% male 49% White, 11% Black, 14% other, and 27% Hispanic United States PAb
Walter et al [75],h 2013 23 apprentices 19.43 (1.85; —) 52.2% female and 47.8% male Germany PAg
Wen et al [76],a 2022 96 university students 21.4 (2.92; —) 38.9% male China PAg and sleepg
Wu et al [77],a 2021 1584 university students 62% female United States PAg and sleepg
Yap et al [78],a 2022 89 undergraduate students 20.54 (1.64; —) 76.5% female, 20.5% male, and 3% other 84.7% Asian, 9.2% White or European, and 6.1% other race Australia Sleepc,j

aObservational study design.

bData were collected via electronic ecological momentary assessment.

cData were collected via a recall survey (daily, weekly, or longer) or diary.

dPA: physical activity.

eSB: sedentary behavior.

fNot reported.

gData were collected via an accelerometer (or a pedometer).

hRandomized controlled trial component within the study design.

iSecondary analysis.

jData collection via another method.

kQuasi-experimental study design.