Little is known about patterns of physical activity in overweight and obese adults, although they are at high risk for chronic disease and can benefit from physical activity. We describe patterns of moderate-to-vigorous physical activity (MVPA) and MVPA in bouts of 10 minutes or longer in overweight and obese adults.
Overweight and obese participants (n = 1,648) who were screened for the multicenter Weight Loss Maintenance Trial wore RT3 accelerometers for at least 3 weekdays and 1 weekend day. We determined minutes spent in moderate physical activity, vigorous physical activity, and MVPA overall, by weekday vs weekend, and by time of day. We also measured bouts of at least 10 minutes of sustained MVPA.
Participants were active for an average of 15.8 minutes per day. Among those who engaged in bouts of MVPA, the average bout was 33.3 minutes long. Participants who were younger than 50 years, male, non-African American, or overweight were more active than were those who were older than 50, female, African American, or obese. Participants were more active on weekends than on weekdays and in the morning than in the afternoon or evening. Only 2% of participants were active for 60 or more minutes per day.
We found differences in physical activity patterns by demographic characteristics, day, and time of day. Weekend mornings may be an opportune time to promote additional physical activity.
The high prevalence of overweight and obesity affects Americans' health and the economic well-being of the United States. Approximately two-thirds of American adults are either overweight or obese (
Physical activity contributes to weight loss and maintenance. Although several groups recommend 30 minutes of daily moderate physical activity (MPA) (
Physical activity is typically assessed from self-report. Recent technological advances have made accelerometry, a way to objectively assess physical activity, available for large-scale research trials. Objective measures overcome many of the limitations of self-report instruments, particularly measurement error associated with recall (
We used accelerometers to measure baseline physical activity in a large sample of overweight and obese people who were screened for participation in the Weight Loss Maintenance Trial. We measured total minutes of MPA, vigorous physical activity (VPA), and moderate-to-vigorous physical activity (MVPA) and activity performed in bouts of at least 10 minutes (the minimum amount associated with health benefits [
The Weight Loss Maintenance Trial was a randomized clinical trial designed to compare the effects of 2 interventions on sustaining long-term weight loss after initial weight loss (
We assessed physical activity by using RT3 (Stayhealthy, Inc, Monrovia, California), a triaxial accelerometer that provides an objective measure of physical activity. The instrument detects acceleration from vertical, horizontal, and anterior-posterior planes and converts the information into "counts." More acceleration results in higher counts in a specified interval (typically 1 minute). The instrument has adequate intrainstrument and interinstrument coefficients of variation at the higher hertz frequencies (coefficients of variation <10% and <2.5%, respectively) when tested on a vibration table (
During a screening visit, clinic staff gave participants an RT3 that was programmed to capture data in 1-minute increments. They showed participants how to place the accelerometer above the right hip and asked them to wear the monitor during all waking hours (excluding time spent swimming and showering) for 7 days. Participants were instructed that the minimum acceptable wear time was 10 hours per day for 4 days, which had to include at least 1 weekend day. Participants returned the monitor to the clinic, where data were downloaded and assessed. Participants who did not wear the accelerometer for the minimum time were asked to wear the monitor again. If the second measurement period did not meet the minimum wear time, we processed the data record with the longest wear time. We required a minimum of 6 hours of wear time per day for 4 days, including at least 1 weekend day, for participants to be included in our analysis.
Accelerometry data were processed according to methods described elsewhere (
We measured height by using a wall-mounted stadiometer and weight by using a calibrated scale. We defined overweight as BMI 25.0 to 29.9 kg/m2 and obese as BMI 30.0 kg/m2 or higher. We administered questionnaires to assess sex, age, and race. Because most non-African Americans were white and to be consistent with prior research (
We computed total minutes of MPA, VPA, and MVPA and minutes of MVPA that occurred in bouts of at least 10 minutes (bout minutes) for each day (
To elucidate physical activity patterns, we separately examined data for weekdays vs weekends and by time of day. We defined morning as 6 am to noon, afternoon as noon to 6 pm, and evening as 6 pm to midnight. We also examined patterns of physical activity by selected demographic factors, including age, sex, race, and weight.
We used repeated-measures analysis of variance to determine the effects of age, sex, race, and weight on activity, while accounting for within-person day-to-day and within-day correlations. We determined the effects of weekend vs weekday and time of day on activity by using the same analytic procedures. Because of the expected redundancy of results when analyzing MVPA in segments (weekend vs weekday and time of day) by age, sex, race, and overweight status, we do not report the results of these analyses. For most analyses, we normalized total minutes of daily physical activity to a 12-hour day to equalize the different intervals participants actually wore the accelerometers; for example, if a participant wore the accelerometer for 10 hours and recorded 15 minutes of MVPA, this would be normalized to 18 minutes in a 12-hour day. For time-of-day analyses, we included only participants for whom data were available for at least 3 hours in a time interval (eg, mornings), and no normalization was done. We used SAS version 9.1 (SAS Institute, Inc, Cary, North Carolina) for all statistical analyses.
Of the 1,685 participants who were screened for inclusion in the Weight Loss Maintenance Trial, 1,648 (98%) wore their accelerometers for at least 6 hours per day and made up the study sample. Of the 1,685 who were screened, 82% wore their accelerometers for at least 10 hours per day. Mean age of participants was 60 years (standard deviation, 9 years). Two-thirds of participants were women, 43% were African American, and 79% were obese. Mean BMI was 28.2 kg/m2 among overweight participants and 35.9 kg/m2 among obese participants.
On average, participants were active for less than 16 minutes per day, and less than 3 of these minutes was spent in VPA (
Although mean minutes of MVPA differed significantly by weekday vs weekend day, the magnitude of the difference was negligible (0.2 min) (
A total of 810 (49%) participants recorded at least 1 MVPA bout of at least 10 minutes during the monitoring period. These bouts lasted an average of 33.3 minutes (
When all MVPA minutes were considered, approximately one-fourth of participants met recommendations of 30 minutes of MVPA on 5 days per week (
On average, our participants were active for less than 16 minutes per day. Almost half of participants had at least 1 bout of MVPA that lasted at least 10 minutes, and each bout, on average, exceeded 30 minutes. MVPA was most likely in the morning and on weekends, and mornings were times in which MVPA was most likely to occur.
Similar findings have been reported in national data sets that used self-report instruments (
This study is among the first large-scale studies to objectively measure physical activity and examine activity levels across different times of day. In general, overweight and obese adults were more likely to be active in the morning, particularly on weekends. Adults aged 50 years or more were active 2 minutes less than were adults aged less than 50 years, and this finding supports previous findings that older adults are less active in the evening than are younger adults (
Information from this study has implications for physical activity promotion. Overweight and obese adults were most active on weekends and mornings. Efforts to encourage additional physical activity at times when adults are most likely to be active should promote weekend mornings. Conversely, efforts that seek to encourage activity at times when baseline activity is low should promote weekday afternoons and evenings.
Because of the various methods in which physical activity data are collected and reported, making comparisons across studies is difficult. National self-report data suggest that approximately 50% of all adults (
NHANES accelerometry data indicate that only 3.5% of US adults meet physical activity recommendations (
Few participants met the more stringent recommendation of at least 60 minutes of physical activity per day. A recent study (
The number of minutes of physical activity determined by accelerometry depends on the cutpoints used, which could overestimate or underestimate true physical activity levels. Only 1 validation study used the RT3 to assess accelerometry counts by oxygen uptake (
Physical activity data are often skewed, and this was the case with our data. We considered presenting the data as medians and interquartile ranges rather than as means and standard deviations. However, other studies of physical activity that used accelerometry reported means (
Strengths of our study are a large sample size, the use of accelerometry data, high adherence with wearing the accelerometer (98%), diverse demographic characteristics of the sample, and our ability to examine daily and weekly patterns of physical activity. Although NHANES collected accelerometer data from 2002 through 2004 (
We found that previously reported differences in physical activity by demographic features and weight status persist when physical activity is measured with an objective method. We also found that obese people are physically active, although not at recommended levels. Weekend mornings, a time when our participants were more active, may be an opportune time to promote additional physical activity, particularly in bouts of 10 minutes or longer, to meet national recommendations.
This study was supported in part by National Heart, Lung, and Blood Institute grants 5-U01 HL68920, 5-U01 HL68734, 5-U01 HL68676, 5-U01 HL68790, and 5-U01 HL68955.
The opinions expressed by authors contributing to this journal do not necessarily reflect the opinions of the US Department of Health and Human Services, the Public Health Service, the Centers for Disease Control and Prevention, or the authors’ affiliated institutions. Use of trade names is for identification only and does not imply endorsement by any of the groups named above. URLs for nonfederal organizations are provided solely as a service to our users. URLs do not constitute an endorsement of any organization by CDC or the federal government, and none should be inferred. CDC is not responsible for the content of Web pages found at these URLs.
Baseline Physical Activity Level of Participants Screened for Inclusion in the Weight Loss Maintenance Trial
| Variable | Mean (SD) Minutes of Daily Physical Activity | ||
|---|---|---|---|
| MPA | VPA | MVPA | |
| Total sample (n = 1,648) | 13.6 (18.0) | 2.2 (8.0) | 15.8 (22.5) |
| <50 (n = 454) | 15.0 (17.1) | 2.4 (7.5) | 17.3 (21.1) |
| ≥50 (n = 1,194) | 13.1 (18.3) | 2.1 (8.2) | 15.3 (23.0) |
| Male (n = 550) | 18.8 (23.0) | 3.6 (10.8) | 22.4 (29.6) |
| Female (n = 1,098) | 11.0 (14.1) | 1.5 (6.0) | 12.5 (16.9) |
| Non-African American (n = 946) | 14.7 (19.7) | 2.5 (9.2) | 17.2 (24.8) |
| African American (n = 702) | 12.2 (15.3) | 1.8 (6.0) | 13.9 (18.8) |
| Overweight (n = 351) | 16.7 (20.1) | 3.0 (9.2) | 19.6 (24.6) |
| Obese (n = 1,297) | 12.8 (17.3) | 2.0 (7.6) | 14.8 (21.8) |
Abbreviations: SD, standard deviation; MPA, moderate physical activity; VPA, vigorous physical activity; MVPA, moderate-to-vigorous physical activity.
Minutes of physical activity were recorded on an accelerometer worn for ≥6 hours/day and extrapolated to a 12-hour day. See the "Methods" section for definitions of MVA, VPA, and MVPA.
Repeated-measures analysis of variance adjusted for clinical site and other covariates in table;
Baseline Physical Activity Level of Participants Screened for Inclusion in the Weight Loss Maintenance Trial, by Weekday vs Weekend Day and Time of Day
| Variable | Mean (SD) Minutes of Daily MVPA | ||||
|---|---|---|---|---|---|
| Weekday vs Weekend Day | Time of Day | ||||
| Weekday | Weekend | Morning | Afternoon | Evening | |
| Total sample (n = 1,648) | 15.8 (20.9) | 16.0 (25.9) | 8.3 (15.3) | 7.6 (13.8) | 3.1 (8.3) |
| <50 (n = 454) | 17.4 (19.7) | 17.2 (24.2) | 8.2 (13.8) | 8.5 (12.8) | 4.4 (10.0) |
| ≥50 (n = 1,194) | 15.2 (21.4) | 15.5 (26.5) | 8.4 (15.9) | 7.3 (14.2) | 2.6 (7.5) |
| Male (n = 550) | 21.8 (27.0) | 23.9 (34.9) | 11.3 (19.2) | 11.2 (19.2) | 4.0 (9.5) |
| Female (n = 1,098) | 12.7 (16.3) | 12.0 (18.5) | 6.8 (12.6) | 5.7 (9.6) | 2.7 (7.5) |
| Non-African American (n = 946) | 16.7 (22.5) | 18.4 (29.5) | 8.7 (16.3) | 8.4 (15.6) | 3.3 (8.9) |
| African American (n = 702) | 14.5 (18.6) | 12.7 (19.3) | 7.8 (13.8) | 6.5 (10.9) | 2.9 (7.5) |
| Overweight (n = 351) | 19.3 (22.7) | 20.5 (28.5) | 10.6 (17.3) | 8.9 (14.5) | 4.3 (10.4) |
| Obese (n = 1,297) | 14.8 (20.3) | 14.8 (25.0) | 7.7 (14.7) | 7.2 (13.6) | 2.8 (7.6) |
Abbreviations: SD, standard deviation; MVPA, moderate-to-vigorous physical activity.
Minutes of physical activity were recorded on an accelerometer worn for ≥6 hours/day and extrapolated to a 12-hour day for weekday vs weekend day analyses. See the "Methods" section for definition of MVPA.
Repeated-measures analysis of variance
Mean Length of Physical Activity Bouts of ≥10 Minutes Among Participants Screened for Inclusion in the Weight Loss Maintenance Trial Who Recorded ≥1 Such Bout, by Weekday vs Weekend Day and Time of Day
| Variable | Mean (SD) Minutes of MVPA per Bout | |||||
|---|---|---|---|---|---|---|
| Overall (1,807 bouts) | Weekday vs Weekend Day | Time of Day | ||||
| Weekday (1,291 bouts) | Weekend (516 bouts) | Morning (742 bouts) | Afternoon (721 bouts) | Evening (325 bouts) | ||
| Total (n = 810) | 33.3 (26.2) | 31.8 (23.4) | 36.9 (31.8) | 34.3 (23.7) | 28.6 (24.5) | 28.9 (16.4) |
| <50 (n = 220) | 31.9 (24.0) | 29.7 (21.1) | 37.7 (29.6) | 32.0 (22.0) | 26.5 (21.0) | 29.0 (16.9) |
| ≥50 (n = 590) | 33.8 (26.9) | 32.6 (24.2) | 36.7 (32.5) | 35.0 (24.2) | 29.3 (25.5) | 28.8 (16.1) |
| Male (n = 348) | 35.7 (31.7) | 34.1 (27.5) | 39.4 (39.5) | 35.3 (26.9) | 31.1 (30.4) | 28.1 (15.8) |
| Female (n = 462) | 31.3 (20.2) | 30.1 (19.4) | 34.6 (22.1) | 33.6 (20.8) | 25.9 (15.7) | 29.5 (16.9) |
| Non-African American (n = 512) | 33.9 (27.7) | 32.1 (24.1) | 38.2 (34.1) | 33.9 (25.2) | 29.6 (25.4) | 29.7 (16.7) |
| African American (n = 298) | 32.1 (23.1) | 31.5 (22.1) | 34.0 (25.7) | 35.1 (21.0) | 26.0 (21.8) | 27.6 (15.9) |
| Overweight (n = 229) | 33.5 (24.6) | 32.0 (21.8) | 37.2 (30.2) | 36.0 (22.5) | 28.2 (22.3) | 30.3 (17.7) |
| Obese (n = 581) | 33.2 (26.9) | 31.8 (24.1) | 36.8 (32.6) | 33.5 (24.3) | 28.7 (25.3) | 28.2 (15.7) |
Abbreviations: SD, standard deviation; MVPA, moderate-to-vigorous physical activity.
Minutes of physical activity were recorded on an accelerometer worn for ≥6 hours/day and extrapolated to a 12-hour day for overall and weekday vs weekend day analyses. See the "Methods" section for definition of MVPA.
19 bouts were excluded because they crossed time periods.
Repeated-measures analysis of variance found significant differences in overall bout minutes by sex and weight status (both
Repeated-measures analysis of variance found significant differences for the total subsample by weekday vs weekend day and by time of day (both
Percentage of Participants Screened for Inclusion in the Weight Loss Maintenance Trial Who Met Different National Recommendations for Physical Activity
| Variable | % of Participants | |
|---|---|---|
| ≥30 min MVPA/d on ≥5 d/wk | ≥60 min MVPA/d | |
| Overall (n = 1,648) | 25.7 | 2.1 |
| <50 (n = 454) | 29.3 | 2.4 |
| ≥50 (n = 1,194) | 24.3 | 1.9 |
| Male (n = 550) | 40.2 | 4.6 |
| Female (n = 1,098) | 18.4 | 0.8 |
| Non-African American (n = 946) | 28.4 | 2.6 |
| African American (n = 702) | 21.9 | 1.3 |
| Overweight (n = 351) | 36.2 | 3.4 |
| Obese (n = 1,297) | 22.8 | 1.7 |
Abbreviation: MVPA, moderate-to-vigorous physical activity.
Operationalized as ≥150 min MVPA in 7 d.
References 5 and 6.
Reference 7.