Francesco Rampazzo, Alyce Raybould, Pietro Rampazzo, Ross Barker, Douglas Leasure
{"title":"\"UPDATE: I'm pregnant!\": Inferring global downloads and reasons for using menstrual tracking apps.","authors":"Francesco Rampazzo, Alyce Raybould, Pietro Rampazzo, Ross Barker, Douglas Leasure","doi":"10.1177/20552076241298315","DOIUrl":null,"url":null,"abstract":"<p><strong>Objective: </strong>The market for smartphone apps tracking menstrual cycles has expanded in recent years. These apps market themselves as empowering users to achieve their reproductive goals and maximize the chance of pregnancy. This paper presents the first open-access quantification of menstrual tracking app downloads globally, covering both the Global North and South. We also explore macro and micro-level reasons for app usage, testing national associations with downloads and analyzing user reviews.</p><p><strong>Methods: </strong>We use data on app installations, reviews, and ratings from the Google Play Store and Apple App Store to estimate global app downloads using a Bayesian model. We perform regressions to test for national predictors of use, and multilingual topic models to analyze/cluster reviews left by users to understand individual reasons for use.</p><p><strong>Results: </strong>We find that the majority of downloads are for three apps: Clue, Flo, and Period Tracker. Higher modern contraceptive prevalence and internet access are associated with more downloads, while low-income countries tend to have fewer. In low-income countries, a higher unmet need for family planning and total fertility rate are associated with more downloads. Individual reviews reveal the most common reasons for use are menstrual cycle tracking, achieving a pregnancy, community engagement, and avoiding pregnancy.</p><p><strong>Conclusion: </strong>Existing research on menstrual tracking apps is largely confined to the Global North, but our study finds the use of these apps to be as prevalent throughout the Global South. Future research needs to urgently understand the implications these apps could have in a diversity of contexts.</p>","PeriodicalId":51333,"journal":{"name":"DIGITAL HEALTH","volume":"10 ","pages":"20552076241298315"},"PeriodicalIF":2.9000,"publicationDate":"2024-11-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11585065/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"DIGITAL HEALTH","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1177/20552076241298315","RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2024/1/1 0:00:00","PubModel":"eCollection","JCR":"Q2","JCRName":"HEALTH CARE SCIENCES & SERVICES","Score":null,"Total":0}
引用次数: 0
Abstract
Objective: The market for smartphone apps tracking menstrual cycles has expanded in recent years. These apps market themselves as empowering users to achieve their reproductive goals and maximize the chance of pregnancy. This paper presents the first open-access quantification of menstrual tracking app downloads globally, covering both the Global North and South. We also explore macro and micro-level reasons for app usage, testing national associations with downloads and analyzing user reviews.
Methods: We use data on app installations, reviews, and ratings from the Google Play Store and Apple App Store to estimate global app downloads using a Bayesian model. We perform regressions to test for national predictors of use, and multilingual topic models to analyze/cluster reviews left by users to understand individual reasons for use.
Results: We find that the majority of downloads are for three apps: Clue, Flo, and Period Tracker. Higher modern contraceptive prevalence and internet access are associated with more downloads, while low-income countries tend to have fewer. In low-income countries, a higher unmet need for family planning and total fertility rate are associated with more downloads. Individual reviews reveal the most common reasons for use are menstrual cycle tracking, achieving a pregnancy, community engagement, and avoiding pregnancy.
Conclusion: Existing research on menstrual tracking apps is largely confined to the Global North, but our study finds the use of these apps to be as prevalent throughout the Global South. Future research needs to urgently understand the implications these apps could have in a diversity of contexts.
目的近年来,追踪月经周期的智能手机应用程序市场不断扩大。这些应用程序的市场定位是帮助用户实现生殖目标,最大限度地提高怀孕几率。本文首次以开放获取的方式对全球月经跟踪应用程序的下载量进行了量化,涵盖了全球北方和南方。我们还探讨了使用应用程序的宏观和微观原因,测试了下载量与国家的关联,并分析了用户评论:我们使用 Google Play Store 和 Apple App Store 中有关应用程序安装、评论和评级的数据,利用贝叶斯模型估算全球应用程序下载量。我们使用回归法测试各国的使用预测因素,并使用多语言主题模型分析/聚类用户留下的评论,以了解个人使用的原因:我们发现,下载量最大的是 Clue、Flo 和 Period Tracker 这三款应用程序。现代避孕普及率越高、互联网接入越多,下载次数就越多,而低收入国家的下载次数往往较少。在低收入国家,未满足的计划生育需求和总和生育率越高,下载次数越多。个人评论显示,最常见的使用原因是月经周期跟踪、实现怀孕、社区参与和避免怀孕:关于月经跟踪应用程序的现有研究主要局限于全球北部地区,但我们的研究发现,这些应用程序的使用在全球南部地区同样普遍。未来的研究急需了解这些应用程序在不同环境下可能产生的影响。