Wearable activity trackers for promoting physical activity : a systematic meta-analytic review

Purpose: Although wearable activity trackers hold a promise of nudging people toward a more active lifestyle, current research reveals inconsistent findings regarding their effectiveness. The objectives of this paper are two-fold: (1) to synthesize evidence on the effects of wearable activity tracke...

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Main Authors: Li, Caining, Chen, Xiaoyu, Bi, Xinhua
Other Authors: Wee Kim Wee School of Communication and Information
Format: Article
Language:English
Published: 2021
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Online Access:https://hdl.handle.net/10356/151480
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-1514802023-03-05T15:58:58Z Wearable activity trackers for promoting physical activity : a systematic meta-analytic review Li, Caining Chen, Xiaoyu Bi, Xinhua Wee Kim Wee School of Communication and Information Social sciences::Communication Physical Activity Interventions Wearable Activity Trackers Effectiveness Meta-analysis Moderators Purpose: Although wearable activity trackers hold a promise of nudging people toward a more active lifestyle, current research reveals inconsistent findings regarding their effectiveness. The objectives of this paper are two-fold: (1) to synthesize evidence on the effects of wearable activity trackers for improving physical activities, and (2) to identify potential moderators of effect size. Methods: A systematic meta-analytic review was conducted. Forty-eight eligible papers based on forty-four distinct trials were identified through a systematic literature search process. Two authors independently extracted information from each study based on predefined data fields. Random-effects meta-analysis, subgroup analysis, and meta-regression analysis were employed. Results: First, interventions with wearable activity trackers significantly increased daily steps and weekly moderate-to-vigorous physical activity but had no impact on light physical activity or sedentary behavior. Second, daily steps and weekly moderate-to-vigorous physical activity were associated with participants’ characteristics (i.e., gender, age, medical condition, and baseline physical activity level) and intervention features (i.e., sensors, modes of expert support, and intervention duration). The identified factors explained 53% of the total variance for weekly moderate-to-vigorous physical activity. Conclusions: The use of wearable activity trackers effectively improves conscious exercise behavior, including daily steps and weekly moderate-to-vigorous physical activity, but not effective for modifying habitual behavior, such as light physical activity and sedentary behavior. We also explicitly show that the extent to which the interventions with wearable activity trackers help users is contingent on the type of users and the design and delivery of interventions. Future studies are called to validate the findings and to offer theoretical explanations. Accepted version This work is partly supported by the China Scholarship Council (CSC No.: 201906170120). 2021-07-02T00:27:57Z 2021-07-02T00:27:57Z 2021 Journal Article Li, C., Chen, X. & Bi, X. (2021). Wearable activity trackers for promoting physical activity : a systematic meta-analytic review. International Journal of Medical Informatics, 152, 104487-. https://dx.doi.org/10.1016/j.ijmedinf.2021.104487 1386-5056 https://hdl.handle.net/10356/151480 10.1016/j.ijmedinf.2021.104487 152 104487 en International Journal of Medical Informatics © 2021 Elsevier B.V. All rights reserved. This paper was published in International Journal of Medical Informatics and is made available with permission of Elsevier B.V. application/pdf
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic Social sciences::Communication
Physical Activity Interventions
Wearable Activity Trackers
Effectiveness
Meta-analysis
Moderators
spellingShingle Social sciences::Communication
Physical Activity Interventions
Wearable Activity Trackers
Effectiveness
Meta-analysis
Moderators
Li, Caining
Chen, Xiaoyu
Bi, Xinhua
Wearable activity trackers for promoting physical activity : a systematic meta-analytic review
description Purpose: Although wearable activity trackers hold a promise of nudging people toward a more active lifestyle, current research reveals inconsistent findings regarding their effectiveness. The objectives of this paper are two-fold: (1) to synthesize evidence on the effects of wearable activity trackers for improving physical activities, and (2) to identify potential moderators of effect size. Methods: A systematic meta-analytic review was conducted. Forty-eight eligible papers based on forty-four distinct trials were identified through a systematic literature search process. Two authors independently extracted information from each study based on predefined data fields. Random-effects meta-analysis, subgroup analysis, and meta-regression analysis were employed. Results: First, interventions with wearable activity trackers significantly increased daily steps and weekly moderate-to-vigorous physical activity but had no impact on light physical activity or sedentary behavior. Second, daily steps and weekly moderate-to-vigorous physical activity were associated with participants’ characteristics (i.e., gender, age, medical condition, and baseline physical activity level) and intervention features (i.e., sensors, modes of expert support, and intervention duration). The identified factors explained 53% of the total variance for weekly moderate-to-vigorous physical activity. Conclusions: The use of wearable activity trackers effectively improves conscious exercise behavior, including daily steps and weekly moderate-to-vigorous physical activity, but not effective for modifying habitual behavior, such as light physical activity and sedentary behavior. We also explicitly show that the extent to which the interventions with wearable activity trackers help users is contingent on the type of users and the design and delivery of interventions. Future studies are called to validate the findings and to offer theoretical explanations.
author2 Wee Kim Wee School of Communication and Information
author_facet Wee Kim Wee School of Communication and Information
Li, Caining
Chen, Xiaoyu
Bi, Xinhua
format Article
author Li, Caining
Chen, Xiaoyu
Bi, Xinhua
author_sort Li, Caining
title Wearable activity trackers for promoting physical activity : a systematic meta-analytic review
title_short Wearable activity trackers for promoting physical activity : a systematic meta-analytic review
title_full Wearable activity trackers for promoting physical activity : a systematic meta-analytic review
title_fullStr Wearable activity trackers for promoting physical activity : a systematic meta-analytic review
title_full_unstemmed Wearable activity trackers for promoting physical activity : a systematic meta-analytic review
title_sort wearable activity trackers for promoting physical activity : a systematic meta-analytic review
publishDate 2021
url https://hdl.handle.net/10356/151480
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