Chen Jiarui, Xue Siyu, Xie Zidian, Li Dongmei
Goergen Institute for Data Science, University of Rochester, Rochester, NY, United States.
Department of Clinical and Translational Research, University of Rochester Medical Center, Rochester, NY, United States.
JMIR Form Res. 2023 Mar 15;7:e43334. doi: 10.2196/43334.
Heated tobacco products (HTPs), including I Quit Ordinary Smoking (IQOS), are new tobacco products that use an electronic device to heat compressed tobacco leaves to generate an aerosol for consumers to inhale. Marketing of HTPs is prevalent on Instagram, a popular social media platform.
This study aims to characterize posts related to HTPs on Instagram and their associations with user engagement.
Through the Instagram application programming interface, 979 Instagram posts were collected using keywords related to HTPs, such as "IQOS" and "heat-not-burn." Among them, 596 posts were related to IQOS and other HTP marketing. The codebook was developed from a randomly selected 200 posts on the post content by hand coding, which was applied to the remaining 396 Instagram posts. Summary statistics were calculated, and statistical hypothesis testing was conducted to understand the popularity of Instagram posts on HTPs. Negative binomial regression models were applied to identify Instagram post characteristics associated with user engagement (eg, count).
Among Instagram posts related to HTP marketing (N=596), "product display" was dominant (n=550, 92.28%), followed by "brand promotion" (n=41, 6.88%), and "others" (n=5, 0.84%). Among posts within "product display," "device only" was the most popular (n=338, 61.45%), followed by "heatstick only" (n=80, 14.55%), "accessory" (n=66, 12%), "device and heatstick" (n=56, 10.18%), and "capsule" (n=10, 1.82%). A univariate negative binomial regression model with pairwise comparisons across "product display" types showed that the number of likes for posts with HTP heatsticks was significantly lower compared to posts with HTP devices, accessories, and device-heatstick sets. Multivariate negative binomial regression models showed that HTP-related Instagram posts with a model or lifestyle elements (;=.60, 95% CI 0.36-0.84) or without obvious product advertising information (=.69, 95% CI 0.49-0.89) received more likes.
It is shown that posts with product displays were dominant among HTP-related posts on Instagram. Posts with model or lifestyle elements are associated with high user engagement, which might be one of the web-based marketing strategies of HTPs.
加热烟草制品(HTPs),包括“我戒普通烟”(IQOS),是一类新型烟草制品,其使用电子设备加热压缩烟叶以产生供消费者吸入的气溶胶。加热烟草制品在热门社交媒体平台Instagram上的营销很普遍。
本研究旨在描述Instagram上与加热烟草制品相关的帖子及其与用户参与度的关联。
通过Instagram应用程序编程接口,使用与加热烟草制品相关的关键词,如“IQOS”和“加热不燃烧”,收集了979条Instagram帖子。其中,596条帖子与IQOS及其他加热烟草制品营销相关。通过对手动编码的随机选择的200条帖子的内容开发编码手册,并将其应用于其余396条Instagram帖子。计算了汇总统计量,并进行了统计假设检验以了解Instagram上加热烟草制品帖子的受欢迎程度。应用负二项回归模型来识别与用户参与度(如计数)相关的Instagram帖子特征。
在与加热烟草制品营销相关的Instagram帖子(N = 596)中,“产品展示”占主导(n = 550,92.28%),其次是“品牌推广”(n = 41,6.88%)和“其他”(n = 5,0.84%)。在“产品展示”类帖子中,“仅设备”最受欢迎(n = 338,61.45%),其次是“仅加热棒”(n = 80,14.55%)、“配件”(n = 66,12%)、“设备和加热棒”(n = 56,10.18%)以及“烟弹”(n = 10,1.82%)。对“产品展示”类型进行两两比较的单变量负二项回归模型显示,与包含加热烟草制品设备、配件以及设备 - 加热棒套装的帖子相比,包含加热烟草制品加热棒的帖子获得的点赞数显著更低。多变量负二项回归模型显示,带有模型或生活方式元素的与加热烟草制品相关的Instagram帖子(β = 0.60,95%CI 0.36 - 0.84)或没有明显产品广告信息的帖子(β = 0.69,95%CI 0.49 - 0.89)获得更多点赞。
结果表明,在Instagram上与加热烟草制品相关的帖子中,产品展示类帖子占主导。带有模型或生活方式元素的帖子与高用户参与度相关,这可能是加热烟草制品基于网络的营销策略之一。