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保护历史上被边缘化的群体还是定向营销?对参与公共和受保护的雪茄品牌推文互动的个人的计算分析。

Protecting historically marginalized groups or targeted marketing? A computational analysis of individuals engaging with public and protected cigar-branded tweets.

作者信息

Wu Jiaxi, Ranker Lynsie R, Origgi Juan Manuel, Ma Jianqi, Hao Deyan, Benjamin Emelia J, Cornacchione Ross Jennifer, Xuan Ziming, Wijaya Derry, Fetterman Jessica L, Hong Traci

机构信息

Annenberg School for Communication, University of Pennsylvania, Philadelphia, PA, USA.

Department of Community Health Sciences, Boston University School of Public Health, Boston, MA, USA.

出版信息

Drug Alcohol Depend. 2025 Jan 1;266:112516. doi: 10.1016/j.drugalcdep.2024.112516. Epub 2024 Nov 29.

Abstract

INTRODUCTION

Swisher Sweets, a leading brand of little cigars and cigarillos in the United States, switched its Twitter account to protected status, limiting access to its tweets. This study examines how the protected status of Swisher Sweets tweets influences post engagement, aiming to inform regulatory strategies for branded tobacco promotions on social media.

METHOD

Using natural language processing, we predicted the demographics of individuals replying to Swisher Sweets' public and protected tweets. Engagement with public versus protected tweets was compared using a Mann-Whitney U test, and a mixed-effects logistic regression assessed the likelihood of different demographics replying to each tweet type. Chi-square analyses examined word frequencies related to any flavor, concept flavors, and characterizing flavor in replies to public and protected tweets.

RESULTS

Overall, 16 % of individuals replying to Swisher Sweets' tweets were predicted to be under 21, and 65 % were Black. No significant difference was found in average reply counts to public versus protected tweets (p = .78). Black individuals were 2.61 times more likely than White individuals to engage with protected tweets after the status change (OR = 2.61, 95 % CI [1.36, 5.06], p = .004). Replies to protected tweets contained more words related to any flavor (adjusted p < .001) and concept flavors (adjusted p < .001) compared to public tweet replies.

CONCLUSIONS

Our study suggests that the protected status on Twitter was ineffective in preventing underage engagement with Swisher Sweets' branded tweets and may facilitate targeted marketing among Black individuals.

IMPLICATIONS

More stringent age verification procedures and promotional regulatory measures are needed to prevent targeted tobacco brand marketing on social media.

摘要

引言

Swisher Sweets是美国小雪茄和小雪茄的领先品牌,其推特账户已切换为受保护状态,限制了对其推文的访问。本研究探讨了Swisher Sweets推文的受保护状态如何影响帖子互动,旨在为社交媒体上品牌烟草促销的监管策略提供参考。

方法

我们使用自然语言处理技术预测回复Swisher Sweets公开推文和受保护推文的个人的人口统计学特征。使用曼-惠特尼U检验比较对公开推文和受保护推文的互动情况,并通过混合效应逻辑回归评估不同人口统计学特征的个体回复每种推文类型的可能性。卡方分析检查了回复公开推文和受保护推文时与任何口味、概念口味和特色口味相关的词频。

结果

总体而言,预计回复Swisher Sweets推文的个人中有16%年龄在21岁以下,65%为黑人。对公开推文和受保护推文的平均回复数量没有显著差异(p = 0.78)。状态更改后,黑人个体与受保护推文互动的可能性是白人个体的2.61倍(OR = 2.61,95% CI [1.36, 5.06],p = 0.004)。与公开推文回复相比,对受保护推文的回复包含更多与任何口味(调整后p < 0.001)和概念口味(调整后p < 0.001)相关的词汇。

结论

我们的研究表明,推特上的受保护状态在防止未成年人参与Swisher Sweets的品牌推文方面无效,并且可能促进针对黑人个体的定向营销。

启示

需要更严格的年龄验证程序和促销监管措施,以防止在社交媒体上进行有针对性的烟草品牌营销。

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