了解视频广告的有效性:一项测量研究

Shankar Krishnan, R. Sitaraman
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引用次数: 68

摘要

在线视频是互联网的杀手级应用。预计在未来几年内,视频将占消费者互联网流量的85%以上。然而,对于视频提供商来说,一个棘手的问题是如何将他们的在线视频货币化。许多主要视频提供商所追求的一种流行的盈利模式是在观看的视频中插入广告。我们的工作代表了第一个严格的科学研究的关键因素,决定视频广告的有效性,衡量他们的完成率和放弃率。我们收集并分析了来自Akamai视频发布网络的大量匿名痕迹,该网络由来自全球33个视频提供商的约6500万独立观众组成,他们观看了3.62亿个视频和2.57亿个广告。使用新颖的准实验技术,我们发现广告作为中间卷比作为前卷完成的可能性高18.1%,作为前卷比作为后卷完成的可能性高14.3%。接下来,我们展示了广告完成率随着广告长度的增加而下降。15秒广告的完成率比20秒广告高2.9%,而20秒广告的完成率又比30秒广告高3.9%。此外,我们还显示了广告完成率受到广告所在视频的影响。放置在电影和电视剧等长视频中的广告完成的可能性比放置在新闻剪辑等短视频中的广告高出4.2%。最后,我们发现大约三分之一的观众在广告的第一季度就离开了,而大约三分之二的人在广告进行到一半的时候离开了。我们的工作代表了科学理解视频广告和观众行为的第一步。这种理解对于在线视频的长期生存能力和互联网的未来发展至关重要。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Understanding the effectiveness of video ads: a measurement study
Online video is the killer application of the Internet. Videos are expected to constitute more than 85% of the traffic on the consumer Internet within the next few years. However, a vexing problem for video providers is how to monetize their online videos. A popular monetization model pursued by many major video providers is inserting ads that play in-stream with the video that is being watched. Our work represents the first rigorous scientific study of the key factors that determine the effectiveness of video ads as measured by their completion and abandonment rates. We collect and analyze a large set of anonymized traces from Akamai's video delivery network consisting of about 65 million unique viewers watching 362 million videos and 257 million ads from 33 video providers around the world. Using novel quasi-experimental techniques, we show that an ad is 18.1% more likely to complete when placed as a mid-roll than as a pre-roll, and 14.3% more likely to complete when placed as pre-roll than as a post-roll. Next, we show that completion rate of an ad decreases with increasing ad length. A 15-second ad is 2.9% more likely to complete than a 20-second ad, which in turn is 3.9% more likely to complete than a 30-second ad. Further, we show the ad completion rate is influenced by the video in which the ad is placed. An ad placed in long-form videos such as movies and TV episodes is 4.2% more likely to complete than the same ad placed in short-form video such as news clips. Finally, we show that about one-third of the viewers who abandon leave in the first quarter of the ad, while about two-thirds leave at the half-way point in the ad.Our work represents a first step towards scientifically understanding video ads and viewer behavior. Such understanding is crucial for the long-term viability of online videos and the future evolution of the Internet.
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