Notifications to Improve Engagement With an Alcohol Reduction App: Protocol for a Micro-Randomized Trial

BackgroundDrink Less is a behavior change app that aims to help users in the general adult population reduce hazardous and harmful alcohol consumption. The app includes a daily push notification, delivered at 11 am, asking users to “Please complete your mood and drinking diar...

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Main Authors: Bell, Lauren, Garnett, Claire, Qian, Tianchen, Perski, Olga, Potts, Henry W W, Williamson, Elizabeth
Format: Article
Language:English
Published: JMIR Publications 2020-08-01
Series:JMIR Research Protocols
Online Access:https://www.researchprotocols.org/2020/8/e18690
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spelling doaj-2ed0f184e13147c39b69dd48c879b3282021-05-02T19:28:49ZengJMIR PublicationsJMIR Research Protocols1929-07482020-08-0198e1869010.2196/18690Notifications to Improve Engagement With an Alcohol Reduction App: Protocol for a Micro-Randomized TrialBell, LaurenGarnett, ClaireQian, TianchenPerski, OlgaPotts, Henry W WWilliamson, Elizabeth BackgroundDrink Less is a behavior change app that aims to help users in the general adult population reduce hazardous and harmful alcohol consumption. The app includes a daily push notification, delivered at 11 am, asking users to “Please complete your mood and drinking diaries.” Previous analysis of Drink Less engagement data suggests the current notification strongly influences how users engage with the app in the subsequent hour. To exploit a potential increase of vulnerability of excess drinking and opportunity to engage with the app in the evenings, we changed the delivery time from 11 am to 8 pm. We now aim to further optimise the content and sequence of notifications, testing 30 new evidence-informed notifications targeting the user’s perceived usefulness of the app. ObjectiveThe primary objective is to assess whether sending a notification at 8 pm increases behavioral engagement (opening the app) in the subsequent hour. Secondary objectives include comparing the effect of the new bank of messages with the standard message and effect moderation over time. We also aim to more generally understand the role notifications have on the overall duration, depth, and frequency of engagement with Drink Less over the first 30 days after download. MethodsThis is a protocol for a micro-randomized trial with two additional parallel arms. Inclusion criteria are Drink Less users who (1) consent to participate in the trial; (2) self-report a baseline Alcohol Use Disorders Identification Test score of 8 or above; (3) reside in the United Kingdom; (4) age ≥18 years and; (5) report interest in drinking less alcohol. In the micro-randomized trial, participants will be randomized daily at 8 pm to receive no notification, a notification with text from the new message bank, or the standard message. The primary outcome is the time-varying, binary outcome of “Did the user open the app in the hour from 8 pm to 9 pm?”. The primary analysis will estimate the marginal relative risk for the notifications using an estimator developed for micro-randomized trials with binary outcomes. Participants randomized to the parallel arms will receive no notifications (Secondary Arm A), or the standard notification delivered daily at 11 am (Secondary Arm B) over 30 days, allowing the comparison of overall engagement between different notification delivery strategies. ResultsApproval was granted by the University College of London’s Departmental Research Ethics Committee (CEHP/2016/556) on October 11, 2019, and The London School of Hygiene and Tropical Medicine Interventions Research Ethics Committee (17929) on November 27, 2019. Recruitment began on January 2, 2020, and is ongoing. ConclusionsUnderstanding how push notifications may impact engagement with a behavior change app can lead to further improvements in engagement, and ultimately help users reduce their alcohol consumption. This understanding may also be generalizable to other apps that target a variety of behavior changes. International Registered Report Identifier (IRRID)DERR1-10.2196/18690https://www.researchprotocols.org/2020/8/e18690
collection DOAJ
language English
format Article
sources DOAJ
author Bell, Lauren
Garnett, Claire
Qian, Tianchen
Perski, Olga
Potts, Henry W W
Williamson, Elizabeth
spellingShingle Bell, Lauren
Garnett, Claire
Qian, Tianchen
Perski, Olga
Potts, Henry W W
Williamson, Elizabeth
Notifications to Improve Engagement With an Alcohol Reduction App: Protocol for a Micro-Randomized Trial
JMIR Research Protocols
author_facet Bell, Lauren
Garnett, Claire
Qian, Tianchen
Perski, Olga
Potts, Henry W W
Williamson, Elizabeth
author_sort Bell, Lauren
title Notifications to Improve Engagement With an Alcohol Reduction App: Protocol for a Micro-Randomized Trial
title_short Notifications to Improve Engagement With an Alcohol Reduction App: Protocol for a Micro-Randomized Trial
title_full Notifications to Improve Engagement With an Alcohol Reduction App: Protocol for a Micro-Randomized Trial
title_fullStr Notifications to Improve Engagement With an Alcohol Reduction App: Protocol for a Micro-Randomized Trial
title_full_unstemmed Notifications to Improve Engagement With an Alcohol Reduction App: Protocol for a Micro-Randomized Trial
title_sort notifications to improve engagement with an alcohol reduction app: protocol for a micro-randomized trial
publisher JMIR Publications
series JMIR Research Protocols
issn 1929-0748
publishDate 2020-08-01
description BackgroundDrink Less is a behavior change app that aims to help users in the general adult population reduce hazardous and harmful alcohol consumption. The app includes a daily push notification, delivered at 11 am, asking users to “Please complete your mood and drinking diaries.” Previous analysis of Drink Less engagement data suggests the current notification strongly influences how users engage with the app in the subsequent hour. To exploit a potential increase of vulnerability of excess drinking and opportunity to engage with the app in the evenings, we changed the delivery time from 11 am to 8 pm. We now aim to further optimise the content and sequence of notifications, testing 30 new evidence-informed notifications targeting the user’s perceived usefulness of the app. ObjectiveThe primary objective is to assess whether sending a notification at 8 pm increases behavioral engagement (opening the app) in the subsequent hour. Secondary objectives include comparing the effect of the new bank of messages with the standard message and effect moderation over time. We also aim to more generally understand the role notifications have on the overall duration, depth, and frequency of engagement with Drink Less over the first 30 days after download. MethodsThis is a protocol for a micro-randomized trial with two additional parallel arms. Inclusion criteria are Drink Less users who (1) consent to participate in the trial; (2) self-report a baseline Alcohol Use Disorders Identification Test score of 8 or above; (3) reside in the United Kingdom; (4) age ≥18 years and; (5) report interest in drinking less alcohol. In the micro-randomized trial, participants will be randomized daily at 8 pm to receive no notification, a notification with text from the new message bank, or the standard message. The primary outcome is the time-varying, binary outcome of “Did the user open the app in the hour from 8 pm to 9 pm?”. The primary analysis will estimate the marginal relative risk for the notifications using an estimator developed for micro-randomized trials with binary outcomes. Participants randomized to the parallel arms will receive no notifications (Secondary Arm A), or the standard notification delivered daily at 11 am (Secondary Arm B) over 30 days, allowing the comparison of overall engagement between different notification delivery strategies. ResultsApproval was granted by the University College of London’s Departmental Research Ethics Committee (CEHP/2016/556) on October 11, 2019, and The London School of Hygiene and Tropical Medicine Interventions Research Ethics Committee (17929) on November 27, 2019. Recruitment began on January 2, 2020, and is ongoing. ConclusionsUnderstanding how push notifications may impact engagement with a behavior change app can lead to further improvements in engagement, and ultimately help users reduce their alcohol consumption. This understanding may also be generalizable to other apps that target a variety of behavior changes. International Registered Report Identifier (IRRID)DERR1-10.2196/18690
url https://www.researchprotocols.org/2020/8/e18690
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