Acceptability, usage, and efficacy of mindfulness apps for college student mental health: A systematic review and meta-analysis of RCTs.
Liva G Lamontagne, Jennifer L Doty, David C Diehl, Tyler S Nesbit, Nicholas A Gage, Nayha Kumbkarni, Sophia P Leon
Journal of affective disorders December 15, 2024 DOI: 10.1016/j.jad.2024.09.014 via PubMed
Summary
AI-generated from the abstractMindfulness training apps may improve mental health among college students, with moderate certainty of evidence. A systematic review and meta-analysis of 47 studies found that these apps reduced stress by 0.435 standard deviation units and increased emotional well-being by 0.431 units, approaching medium effect sizes. Smaller effects were observed for depression (0.219 units) and anxiety (0.218 units). Distressed participants showed larger improvements in all outcomes except depression. The evidence was moderate for stress, depression, and well-being, and low-to-moderate for anxiety. Sustained usage remains a challenge, and more research is needed on optimal implementation and dosage.
Study at a glance
| Characteristics | Systematic review and meta-analysis Peer reviewed |
|---|---|
| Sample size | 2,974 |
| Population | Non-clinical samples of college students |
| Intervention | mindfulness training apps |
| Topics | Anxiety Depression Meditation |
| Keywords | Mental health Mobile application |
| Citations | 11 |
| Key finding | Mindfulness training apps reduced stress and improved emotional well-being with moderate effect sizes, and had smaller effects on depression and anxiety, among college students. |
Abstract
Preventing anxiety and depression among college students is a pressing public health need. Recent meta-analyses have examined mobile mindfulness interventions in adult populations; however, college students are in a unique developmental stage and institutional setting. We conducted a systematic literature review and meta-analysis of published and unpublished studies in English language on the acceptability, usage, and efficacy of mindfulness training apps on mental health among non-clinical samples of college students. Out of 167 reviewed studies, 47 were included in the narrative review. Additionally, we summarized effects from 19 stress, 12 anxiety, 13 depression, and 8 emotional well-being trials (total N = 2974) using robust variance estimation meta-regression and evaluated certainty of evidence with the GRADE approach. Apps were acceptable, with usage levels varying. They reduced stress by 0.435 standard deviation units, 95 % CI (-0.615,-0.255), and increased emotional well-being by 0.431 (0.162,0.7) approaching medium effect sizes. The apps had small effects on depression (B = -0.219 (-0.374, -0.065)) and anxiety (B = -0.218 (-0.42, -0.016)). Certainty of evidence was moderate for stress, depression, and well-being; and low-to-moderate for anxiety. Distressed participants had larger improvements in all outcomes except depression. Small sample sizes in the original studies and small numbers of studies limit the precision of our effect estimates. The small number of studies with objective usage data impedes our ability to characterize the optimal dose. With moderate certainty of evidence, mindfulness training apps may improve student mental health with similar or larger effect sizes than in the general adult population. However, sustained usage may be a challenge, and more research is needed on the optimal implementation strategy, dose, and equity.