| Literature DB >> 34841038 |
Chelsea A Pelletier1, Nicole White1,2, Annie Duchesne2, Larine Sluggett3.
Abstract
BACKGROUND: Individual differences in physical activity behavior are associated with a collection of individual and environmental factors manifesting as barriers to participation. Understanding how barriers to physical activity differ based on sociodemographic characteristics can support identification and elimination of health inequities.Entities:
Keywords: Barriers; Exercise; Health promotion; Physical activity; Rural health; Rural-urban disparities; Social-ecological model
Year: 2021 PMID: 34841038 PMCID: PMC8606540 DOI: 10.1016/j.ssmph.2021.100964
Source DB: PubMed Journal: SSM Popul Health ISSN: 2352-8273
Population-weighted demographics by rural-urban location.
| Variables of interest | Rural (N = 4209008) | Urban (N = 20290454) | Total (N = 24499462) | p-value | ||||
|---|---|---|---|---|---|---|---|---|
| N | %/SE | N | %/SE | N | %/SE | |||
| 2012891 | 47.8 | 10218419 | 50.4 | 12231310 | 49.9 | 0.262 | ||
| 2196117 | 52.2 | 10072035 | 49.6 | 12268152 | 50.1 | |||
| 2072934 | 49.2 | 10270509 | 50.6 | 12343443 | 50.4 | 0.282 | ||
| 2136074 | 50.8 | 10019945 | 49.4 | 12156019 | 49.6 | |||
| 50.6 | 0.354 | 46.1 | 0.138 | 46.9 | 0.102 | <.001 | ||
| [49.9, 51.3] | [45.8, 46.3] | [46.7, 47.1] | ||||||
| 28.3 | 0.137 | 27.2 | 0.074 | 27.4 | 0.068 | <.001 | ||
| [28.0, 28.5] | [27.1, 27.4] | [27.3, 27.5] | ||||||
| 677597.1 | 16.1 | 1731009.5 | 8.5 | 2408606.6 | 9.8 | <.001 | ||
| 1206112.2 | 28.7 | 5033644 | 24.8 | 6239756.2 | 25.5 | |||
| 2325298.4 | 55.2 | 13525800.5 | 66.7 | 15851098.9 | 64.7 | |||
| 485665.7 | 11.5 | 2563632.1 | 12.6 | 3049297.8 | 12.4 | <.001 | ||
| 942434.9 | 22.4 | 4041778 | 19.9 | 4984212.9 | 20.3 | |||
| 1126413.9 | 26.8 | 4927414.2 | 24.3 | 6053828.1 | 24.7 | |||
| 899355.1 | 21.4 | 4251121.1 | 21.0 | 5150476.2 | 21.0 | |||
| 755138 | 17.9 | 4506508.5 | 22.2 | 5261646.5 | 21.5 | |||
| 1032096.9 | 24.5 | 4968586 | 24.5 | 6000682.9 | 24.5 | 0.02 | ||
| 1565836.6 | 37.2 | 7808784.6 | 38.5 | 9374621.2 | 38.3 | |||
| 1145131.2 | 27.2 | 5649887.1 | 27.8 | 6795018.3 | 27.7 | |||
| 347232.5 | 8.2 | 1475061.9 | 7.3 | 1822294.4 | 7.4 | |||
| 118710.4 | 2.8 | 388134.4 | 1.9 | 506844.8 | 2.1 | |||
| 854929.3 | 20.3 | 3281955.4 | 16.2 | 4136884.7 | 16.9 | <.001 | ||
| 2077782 | 49.4 | 10527191.8 | 51.9 | 12604973.8 | 51.5 | |||
| 988478.6 | 23.5 | 5063461.5 | 25.0 | 6051940.1 | 24.7 | |||
| 287817.7 | 6.8 | 1417845.3 | 7.0 | 1705663 | 7.0 | |||
P-values obtained by t-test for continuous variables or Chi-square test for categorical factors.
Population-weighted demographics for included vs. excluded participants.
| Variables of interest | Excluded (N=4331267.6) | Included (N=24499461.6) | Total (N=28,830,729.2) | p-value | ||||
|---|---|---|---|---|---|---|---|---|
| N | %/SE | N | %/SE | N | %/SE | |||
| 3628699.7 | 83.8 | 20290454 | 82.8 | 23919153.7 | 83.0 | 0.271 | ||
| 702567.9 | 16.2 | 4209007.6 | 17.2 | 4911575.5 | 17.0 | |||
| 2171827 | 50.1 | 12231310 | 49.9 | 14403137 | 50.0 | 0.889 | ||
| 2159441 | 49.9 | 12268152 | 50.1 | 14427593 | 50.0 | |||
| 1837785 | 42.4 | 12343442 | 50.4 | 14181227 | 49.2 | <.001 | ||
| 2493482 | 57.6 | 12156019 | 49.6 | 14649501 | 50.8 | |||
| 54.4 | 0.5 | 46.8 | 0.1 | 48 | 0.1 | <.001 | ||
| [53.4, 55.5] | [46.7, 47.1] | [47.9, 48.1] | ||||||
| 27.6 | 0.2 | 27.4 | 0.1 | 27.4 | 0.1 | 0.39 | ||
| [27.2, 27.9] | [27.3, 27.5] | [27.3, 27.5] | ||||||
| 788053.8 | 20.4 | 2455527.2 | 9.8 | 3243581 | 11.3 | <.001 | ||
| 1003997.4 | 26.1 | 6361309.1 | 25.5 | 7365306.5 | 25.5 | |||
| 2061957.2 | 53.5 | 16159884.5 | 64.7 | 18221841.7 | 63.2 | |||
| 765471.3 | 17.7 | 3049297.8 | 12.4 | 3814769.1 | 13.2 | <.001 | ||
| 1189721.1 | 27.5 | 4984212.9 | 20.3 | 6173934 | 21.4 | |||
| 1020559.8 | 23.6 | 6053828.1 | 24.7 | 7074387.9 | 24.5 | |||
| 722784.9 | 16.7 | 5150476.2 | 21.0 | 5873261.1 | 20.4 | |||
| 632730.5 | 14.6 | 5261646.6 | 21.5 | 5894377.1 | 20.4 | |||
| 339047.4 | 7.9 | 507274.4 | 2.1 | 846321.8 | 2.9 | <.001 | ||
| 593031.3 | 13.8 | 1823839 | 7.4 | 2416870.3 | 8.4 | |||
| 1392037.4 | 32.3 | 6800777.6 | 27.7 | 8192815 | 28.4 | |||
| 1170851.4 | 27.2 | 9382566.9 | 38.3 | 10553418.3 | 36.6 | |||
| 815534.9 | 18.9 | 6005768.8 | 24.5 | 6821303.7 | 23.7 | |||
| 395390.7 | 12.2 | 1781127.6 | 7.0 | 2176518.3 | 7.5 | <.001 | ||
| 692068.2 | 21.3 | 6319699.4 | 24.7 | 7011767.6 | 24.3 | |||
| 1578679.5 | 48.6 | 13162662.4 | 51.5 | 14741341.9 | 51.1 | |||
| 581186.4 | 17.9 | 4319915.1 | 16.9 | 4901101.5 | 17.0 | |||
P-values obtained from t-test or Chi-square test as appropriate.
Note: total included n's for individual self-report variables may sum to greater than the sample-wide included N due to participants missing data on some but not all items. All participants with missing data on any item were marked for sample-wide exclusion.
Population-weighted reporting of barriers for included and excluded participants.
| Variables of interest | Excluded (N=4331267.6) | Included (N=24499461.6) | Total (N=28,830,729.2) | p-value | ||||
|---|---|---|---|---|---|---|---|---|
| N | %/SE | N | %/SE | N | %/SE | |||
| 59766.23 | 1.8 | 364652.64 | 1.4 | 424418.87 | 1.5 | 0.004 | ||
| 388393.32 | 11.4 | 2422832.66 | 9.5 | 2811225.98 | 9.8 | |||
| 1810701.69 | 53.1 | 12561610.41 | 49.4 | 14372312.1 | 49.9 | |||
| 1150313.71 | 33.7 | 10072458.54 | 39.6 | 11222772.25 | 38.9 | |||
| 90460.47 | 2.8 | 372717.84 | 1.5 | 463178.31 | 1.6 | <.001 | ||
| 498240.93 | 15.5 | 3269083.82 | 12.8 | 3767324.75 | 13.1 | |||
| 1924449.75 | 60.0 | 15153196.09 | 59.1 | 17077645.84 | 59.2 | |||
| 691612.94 | 21.6 | 6830967.36 | 26.7 | 7522580.3 | 26.1 | |||
| 165187.5 | 5.0 | 790384.8 | 3.1 | 955572.3 | 3.3 | <.001 | ||
| 771864.3 | 23.6 | 4999807 | 19.6 | 5771671.3 | 20.0 | |||
| 1701320.8 | 51.9 | 13239604.5 | 51.8 | 14940925.3 | 51.8 | |||
| 638092.8 | 19.5 | 6524467.4 | 25.5 | 7162560.2 | 24.8 | |||
| 878143.32 | 25.6 | 7888364.37 | 31.1 | 8766507.69 | 30.4 | <.001 | ||
| 1969322.26 | 57.5 | 14427542.27 | 56.8 | 16396864.53 | 56.9 | |||
| 484760.1 | 14.1 | 2647277.67 | 10.4 | 3132037.77 | 10.9 | |||
| 93998.87 | 2.7 | 441320.34 | 1.7 | 535319.21 | 1.9 | |||
| 687973 | 20.0 | 5983834.5 | 23.6 | 6671807.5 | 23.1 | 0.066 | ||
| 1961285.3 | 57.0 | 13972368.6 | 55.0 | 15933653.9 | 55.3 | |||
| 685402.3 | 19.9 | 4749147.1 | 18.7 | 5434549.4 | 18.8 | |||
| 106408 | 3.1 | 684310.5 | 2.7 | 790718.5 | 2.7 | |||
| 549635.1 | 16.9 | 6483431.8 | 25.3 | 7033066.9 | 24.4 | <.001 | ||
| 1929996 | 59.3 | 14848993.4 | 58.1 | 16778989.4 | 58.2 | |||
| 634826.5 | 19.5 | 3572545.6 | 14.0 | 4207372.1 | 14.6 | |||
| 139338.8 | 4.3 | 671962.1 | 2.6 | 811300.9 | 2.8 | |||
| 865148.06 | 28.1 | 9124212.2 | 35.4 | 9989360.26 | 34.6 | <.001 | ||
| 1649956.33 | 53.5 | 13467874.05 | 52.3 | 15117830.38 | 52.4 | |||
| 478851.81 | 15.5 | 2564759.97 | 10.0 | 3043611.78 | 10.6 | |||
| 87922.57 | 2.9 | 592004.21 | 2.3 | 679926.78 | 2.4 | |||
| 1005478.9 | 29.6 | 9854006.7 | 38.7 | 10859485.6 | 37.7 | <.001 | ||
| 1959451.9 | 57.7 | 13669967.4 | 53.7 | 15629419.3 | 54.2 | |||
| 338191.5 | 10.0 | 1595908.7 | 6.3 | 1934100.2 | 6.7 | |||
| 91420.7 | 2.7 | 316303.3 | 1.2 | 407724 | 1.4 | |||
| 1012888.25 | 29.7 | 9921909.78 | 39.0 | 10934798.03 | 37.9 | <.001 | ||
| 2099144.11 | 61.6 | 13786627.89 | 54.2 | 15885772 | 55.1 | |||
| 264094.29 | 7.8 | 1558592.06 | 6.1 | 1822686.35 | 6.3 | |||
| 29473.81 | 0.9 | 157999.01 | 0.6 | 187472.82 | 0.7 | |||
| 1092824.2 | 38.8 | 9632549.4 | 37.0 | 10725373.6 | 37.2 | 0.246 | ||
| 1067459 | 37.9 | 10850832.2 | 41.7 | 11918291.2 | 41.3 | |||
| 654242.6 | 23.2 | 5532821.8 | 21.3 | 6187064.4 | 21.5 | |||
| 1462692.8 | 56.1 | 16429488.58 | 62.7 | 17892181.38 | 62.1 | 0.008 | ||
| 773658.62 | 29.7 | 7132026.4 | 27.2 | 7905685.02 | 27.4 | |||
| 295804.26 | 11.3 | 2230102.5 | 8.5 | 2525906.76 | 8.8 | |||
| 76816.96 | 2.9 | 430139.07 | 1.6 | 506956.03 | 1.8 | |||
| 1464091 | 51.2 | 15219868.1 | 58.6 | 16683959.1 | 57.9 | <.001 | ||
| 704910.6 | 24.7 | 5666590.8 | 21.8 | 6371501.4 | 22.1 | |||
| 338786 | 11.9 | 2809016.3 | 10.8 | 3147802.3 | 10.9 | |||
| 350239.8 | 12.3 | 2277226.8 | 8.8 | 2627466.6 | 9.1 | |||
| 2470805.43 | 77.0 | 21145223.89 | 82.5 | 23616029.32 | 81.9 | <.001 | ||
| 521035.59 | 16.2 | 2897694.48 | 11.3 | 3418730.07 | 11.9 | |||
| 144692.07 | 4.5 | 1167901.15 | 4.6 | 1312593.22 | 4.6 | |||
| 72745.72 | 2.3 | 410630.87 | 1.6 | 483376.59 | 1.7 | |||
| 1751483.9 | 56.2 | 16547853.6 | 64.3 | 18299337.5 | 63.5 | <.001 | ||
| 857618.7 | 27.5 | 6051014.9 | 23.5 | 6908633.6 | 24.0 | |||
| 383543.5 | 12.3 | 2504463.2 | 9.7 | 2888006.7 | 10.0 | |||
| 122321.8 | 3.9 | 612429.6 | 2.4 | 734751.4 | 2.5 | |||
| 0.321 | 0.02 | 0.238 | 0.01 | 0.26 | 0.01 | <.001 | ||
| [0.285, 0.356] | [0.238, 0.266] | [0.247, 0.273] | ||||||
| 0.639 | 0.03 | 0.502 | 0.01 | 0.516 | 0.01 | <.001 | ||
| [0.588, 0.690] | [0.482, 0.521] | [0.498, 0.535] | ||||||
Population-weighted frequency of barriers reported by rural-urban location.
| Domain | Item | Urban (n=20290454) | Rural (n=4209008) | Total (n=24499462) | |
|---|---|---|---|---|---|
| Prefer to be active | no barrier | 17959591 (88.5%) | 3853494 (91.6%) | 21813085 (89.0%) | |
| barrier | 2330863 (11.5%) | 355514 (8.4%) | 2686377 (11.0%) | ||
| Confidence to be active | no barrier | 18751193 (92.4%) | 3906477 (92.8%) | 22657670 (92.5%) | |
| barrier | 1539261 (7.6%) | 302531 (7.2%) | 1841792 (7.5%) | ||
| Enjoy activity | no barrier | 18877756 (93.0%) | 3967611 (94.2%) | 22845367 (93.2%) | |
| barrier | 1412698 (7.0%) | 241396 (5.7%) | 1654094 (6.8%) | ||
| See people active in community | no barrier | 17497544 (86.2%) | 3520208 (83.6%) | 21017752 (85.8%) | |
| barrier | 2792910 (13.8%) | 688800 (16.4%) | 3481710 (14.2%) | ||
| Receive support to be active | no barrier | 15833855 (78.0%) | 3114416 (74.0%) | 18948271 (77.3%) | |
| barrier | 4456599 (22.0%) | 1094592 (26.0%) | 5551191 (22.7%) | ||
| Access to free or low-cost facilities | no barrier | 18493058 (91.1%) | 3002813 (71.3%) | 21495871 (87.7%) | |
| barrier | 1797396 (8.9%) | 1206195 (28.7%) | 3003591 (12.3%) | ||
| Has energy to be active | no barrier | 17785534 (87.7%) | 3735362 (88.7%) | 21520896 (87.8%) | |
| barrier | 2504920 (12.3%) | 473646 (11.3%) | 2978566 (12.2%) | ||
| Has time to be active | no barrier | 15870781 (78.2%) | 3385728 (80.4%) | 19256509 (78.6%) | |
| barrier | 4419673 (21.8%) | 823279 (19.6%) | 5242952 (21.4%) | ||
| Can afford to be active | no barrier | 16911558 83.3%) | 3522204 (83.7%) | 20433762 (83.4%) | |
| barrier | 3378897 (16.7%) | 686804 (16.3%) | 4065701 (16.6%) | ||
Odds ratios for the effect of location on likelihood of reporting individual resource-related barriers (reference: urban).
| 0.93 [0.78, 0.97] | not run | not run | not run | |
| 0.95 [0.84, 1.07] |
Note: although the CI for the base model doesn't include 1, the p-value of the regression slope estimate is > 0.20.
Odds ratios for the effect of location on likelihood of reporting individual motivation-related barriers (reference: urban).
| Any motivation-related barriers | Prefer to be active | Confidence to be active | Enjoy physical activity | |
|---|---|---|---|---|
| 0.78 [0.69, 0.89] | 0.71 [0.60, 0.84] | 0.94 [0.80, 1.12] | 0.81 [0.68, 0.97] | |
| 0.69 [0.60, 0.79] | 0.69 [0.58, 0.81] | <Secondary school: 0.62 [0.43, 0.91] | Income$0-29.9k: 0.48 [0.32, 0.71] | |
| Secondary school: 0.59 [0.40, 0.85] | Income$30-59.9k: 1.14 [0.83, 1.57] | |||
| Post-secondary: 0.96 [0.74, 1.23] | Income$60-99.9k: 0.57 [0.38, 0.88] | |||
| Income$100-149.9k: 0.77 [0.51, 1.18] | ||||
| Income$150k+: 0.86 [0.50, 1.46] |
Note: The optimally fitted model for reporting any motivation-related barrier included the covariates age, BMI, income, perceived health, and sense of belonging to community. The optimally fitted model for preference to be active included the same covariates with the addition of sex. The optimally fitted model for confidence to be active included sex, age, BMI, income, perceived health, sense of belonging to community, and education. The optimally fitted model for enjoyment of physical activity included covariates sex, BMI, income, perceived health, and sense of belonging to community.
Fig. 1Proportion of sample reporting barriers related to enjoyment of physical activity (income * location)—higher # reflects more people reporting.
Fig. 2Proportion of sample reporting barriers related to confidence to be active (education * location)—higher # reflects more people reporting barrier.
Note: HS, high school.
Odds ratios for the effect of location on likelihood of reporting social and built environmental barriers (reference: urban).
| Any environmental barriers | See people active | Access to facilities | Support to be active | |
|---|---|---|---|---|
| 1.86 [1.67, 2.07] | 1.22 [1.07, 1.41] | 4.13 [3.57, 4.79] | 1.25 [1.11, 1.40] | |
| 1.84 [1.65, 2.06] | Income$0-29.9k: 0.89 [0.67, 1.19] | 4.15 [3.58, 4.83] | 1.17 [1.04, 1.32] | |
| Income$30-59.9k: 1.11 [0.86, 1.43] | ||||
| Income$60-99.9k: 1.24 [0.94, 1.65] | ||||
| Income$100-149.9k: 1.09 [0.78, 1.50] | ||||
| Income$150k+: 2.06 [1.39, 3.04] |
Note: The optimally fitted model for reporting any social or built environmental barrier included covariates season of data collection, sex, age, income, perceived health, and sense of belonging to community. The optimally fitted model for seeing people active in community included covariates season of data collection, sex, income, and sense of belonging to community. The optimally fitted model for access to facilities included covariates age, income, perceived health, and sense of belonging to community. Finally, the optimally fitted model for receiving support to be active included covariates season of data collection, sex, age, income, perceived health and sense of belonging to community.
Fig. 3Proportion of sample reporting barriers related to seeing people active in community (income * location) – higher value = more people reporting.