论文标题

坚韧或软:衡量反障碍策略对用户参与的影响

To be Tough or Soft: Measuring the Impact of Counter-Ad-blocking Strategies on User Engagement

论文作者

Zhao, Shuai, Kalra, Achir, Borcea, Cristian, Chen, Yi

论文摘要

快速增长的广告障碍使用量导致广告支持的在线网站的收入大幅下降。面对这个问题,许多在线出版商选择与广告街区软件公司合作以展示可接受的广告,或者建造一堵墙,要求用户将网站视为内容访问。但是,缺乏对这两种反障碍策略对用户行为的影响的研究。为了解决这个问题,我们在美国主要媒体出版商Forbes Media网站上进行了随机现场实验。广告障碍用户分为一个接受墙策略的治疗组,而对照组则获得了可接受的广告策略。我们利用差分差异方法来估计因果效应。我们的研究表明,墙壁策略对用户参与产生了总体负面影响。但是,它对高参与用户没有统计学上的显着影响,因为无论使用哪种策略,他们都会查看这些页面。它对对网站没有忠诚的低参与用户的影响很大。我们的研究还表明,随着时间的推移,重新审视行为会减少,但是随着其余用户的忠诚度相对较高,参与度较高,会议白名单的比率随着时间的推移而增加。本文在确定反障碍策略时对出版商的管理见解进行了讨论。

The fast growing ad-blocker usage results in large revenue decrease for ad-supported online websites. Facing this problem, many online publishers choose either to cooperate with ad-blocker software companies to show acceptable ads or to build a wall that requires users to whitelist the site for content access. However, there is lack of studies on the impact of these two counter-ad-blocking strategies on user behaviors. To address this issue, we conduct a randomized field experiment on the website of Forbes Media, a major US media publisher. The ad-blocker users are divided into a treatment group, which receives the wall strategy, and a control group, which receives the acceptable ads strategy. We utilize the difference-in-differences method to estimate the causal effects. Our study shows that the wall strategy has an overall negative impact on user engagements. However, it has no statistically significant effect on high-engaged users as they would view the pages no matter what strategy is used. It has a big impact on low-engaged users, who have no loyalty to the site. Our study also shows that revisiting behavior decreases over time, but the ratio of session whitelisting increases over time as the remaining users have relatively high loyalty and high engagement. The paper concludes with discussions of managerial insights for publishers when determining counter-ad-blocking strategies.

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