Maintenance Notice

Due to necessary scheduled maintenance, the JMIR Publications website will be unavailable from Wednesday, July 01, 2020 at 8:00 PM to 10:00 PM EST. We apologize in advance for any inconvenience this may cause you.

Who will be affected?

Accepted for/Published in: JMIR Mental Health

Date Submitted: Aug 10, 2020
Date Accepted: Oct 27, 2020

The final, peer-reviewed published version of this preprint can be found here:

The Reach, Use, and Impact of a Free mHealth Mindfulness App in the General Population: Mobile Data Analysis

Kozlov E, Bantum E, Pagano I, Walser R, Ramsey K, Taylor K, Jaworski B, Owen J

The Reach, Use, and Impact of a Free mHealth Mindfulness App in the General Population: Mobile Data Analysis

JMIR Ment Health 2020;7(11):e23377

DOI: 10.2196/23377

PMID: 33245289

PMCID: 7732704

Assessing the Reach, Use and Impact of a Free mHealth Mindfulness app in the General Population

  • Elissa Kozlov; 
  • Erin Bantum; 
  • Ian Pagano; 
  • Robin Walser; 
  • Kelly Ramsey; 
  • Katherine Taylor; 
  • Beth Jaworski; 
  • Jason Owen

ABSTRACT

Background:

Because smartphones are now used by most Americans, it is increasingly possible for mental health mobile applications to be disseminated to the general public. However, little is known about how mobile mental health apps are used by the general population outside of a controlled research design.

Objective:

To describe how the general population engages with Mindfulness Coach, an iOS and Android based app designed to deliver a mindfulness training course.

Methods:

Using anonymous download and analytics data, we characterize the reach, usage, retention and impact of Mindfulness Coach. We included mobile analytics data from all unique downloads of Mindfulness Coach between August 1st, 2018 through April 8th, 2019 (n=104,067) as well as star reviews from all Mindfulness Coach users who provided reviews of the app as of March 1st, 2020. Mindfulness characteristics were measured by an in-app assessment using the Five-Factor Mindfulness Questionnaire Short Form (FFMQ-SF).

Results:

On average, users engaged in 4.3 visits to the app (sd = 8.8, Median = 2, 90th% = 8), associated with an average total of 49.2 interactions with the app (i.e., clicks within the app) (sd = 113.8, Median = 19, 90th% = 105). Users spent an average of 16.2 minutes engaged with the app over the full study time period. There were strong linear effects of app engagement on total MMFQ-SF scores. For example, MMFQ-SF scores were associated with more time spent engaged with the app (R2 = .23 P < .001). Mindfulness Coach has been reviewed in the Android Play store 3,415 times with an average rating of 4.7 out of 5 stars and over 2,000 times in the Apple App Store with an average rating of 4.8 out of 5 stars.

Conclusions:

These findings suggest that Mindfulness Coach has achieved substantial and sustained reach in the population, however, it is used less frequently than desired by many downloaders. There is a sub-population of users who engage in the app regularly over an extended period of time, and there is a clear relationship between app use and improvements in mindfulness. To strengthen Mindfulness Coach’s public health impact, more research is needed to understand who is using the app and how and design strategies to increase user engagement in order to receive a larger dose of mindfulness treatment.


 Citation

Please cite as:

Kozlov E, Bantum E, Pagano I, Walser R, Ramsey K, Taylor K, Jaworski B, Owen J

The Reach, Use, and Impact of a Free mHealth Mindfulness App in the General Population: Mobile Data Analysis

JMIR Ment Health 2020;7(11):e23377

DOI: 10.2196/23377

PMID: 33245289

PMCID: 7732704

Download PDF


Request queued. Please wait while the file is being generated. It may take some time.

© The authors. All rights reserved. This is a privileged document currently under peer-review/community review (or an accepted/rejected manuscript). Authors have provided JMIR Publications with an exclusive license to publish this preprint on it's website for review and ahead-of-print citation purposes only. While the final peer-reviewed paper may be licensed under a cc-by license on publication, at this stage authors and publisher expressively prohibit redistribution of this draft paper other than for review purposes.