Pitts Stephanie R, Trigger Sarah, Kelley Dannielle E
Office of Science, Center for Tobacco Products, U.S. Food and Drug Administration, Silver Spring, Maryland, United States of America.
PLoS One. 2024 Dec 20;19(12):e0311723. doi: 10.1371/journal.pone.0311723. eCollection 2024.
Puff Bar, a disposable electronic nicotine delivery system (ENDS), was the ENDS brand most commonly used by U.S. youth in 2021. We explored whether Puff Bar's rise in marketplace prominence was detectable through advertising, retail sales, social media, and web traffic data sources. We retrospectively documented potential signals of interest in and uptake of Puff Bar in the United States using metrics based on advertising (Numerator and Comperemedia), retail sales (NielsenIQ), social media (Twitter, via Sprinklr), and web traffic (Similarweb) data from January 2019 to June 2022. We selected metrics based on (1) data availability, (2) potential to graph metric longitudinally, and (3) variability in metric. We graphed metrics and assessed data patterns compared to data for Vuse, a comparator product, and in the context of regulatory events significant to Puff Bar. The number of Twitter posts that contained a Puff Bar term (social media), Puff Bar product sales measured in dollars (sales), and the number of visits to the Puff Bar website (web traffic) exhibited potential for surveilling Puff Bar due to ease of calculation, comprehensibility, and responsiveness to events. Advertising tracked through Numerator and Comperemedia did not appear to capture marketing from Puff Bar's manufacturer or drive change in marketplace prominence. This study demonstrates how quantitative changes in metrics developed using advertising, retail sales, social media, and web traffic data sources detected changes in Puff Bar's marketplace prominence. We conclude that low-effort, scalable, rapid signal detection capabilities can be an important part of a multi-component tobacco surveillance program.
泡泡吧(Puff Bar)是一种一次性电子尼古丁传送系统(ENDS),在2021年是美国青少年最常使用的ENDS品牌。我们探讨了泡泡吧在市场知名度上的上升是否能通过广告、零售额、社交媒体和网络流量数据源被检测到。我们使用基于2019年1月至2022年6月广告(Numerator和Comperemedia)、零售额(尼尔森IQ)、社交媒体(通过Sprinklr的推特)和网络流量(Similarweb)数据的指标,回顾性地记录了美国对泡泡吧感兴趣和使用情况的潜在信号。我们根据(1)数据可用性、(2)纵向绘制指标的可能性以及(3)指标的变异性来选择指标。我们绘制了指标图表,并将数据模式与对照产品悦刻(Vuse)的数据以及与泡泡吧相关的监管事件背景下的数据进行了比较。包含泡泡吧术语的推特帖子数量(社交媒体)、以美元计算的泡泡吧产品销售额(销售)以及泡泡吧网站的访问量(网络流量),由于计算简便、易于理解且对事件反应灵敏,显示出监测泡泡吧的潜力。通过Numerator和Comperemedia追踪的广告似乎没有捕捉到泡泡吧制造商的营销活动,也没有推动市场知名度的变化。这项研究展示了如何利用广告、零售额、社交媒体和网络流量数据源开发的指标中的定量变化来检测泡泡吧在市场知名度上的变化。我们得出结论,低投入、可扩展、快速的信号检测能力可以成为多成分烟草监测计划的重要组成部分。