Contextual Advertising

Kaifu Zhang, Z. Katona
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引用次数: 76

Abstract

Contextual advertising entails the display of relevant ads based on the content that consumers view, exploiting the potential that consumers' content preferences are indicative of their product preferences. This paper studies the strategic aspects of such advertising, considering an intermediary who has access to a content base, sells advertising space to advertisers who compete in the product market, and provides the targeting technology. The results show that contextual targeting impacts advertiser profit in two ways: First, advertising through relevant content topics helps advertisers reach consumers with a strong preference for their product. Second, heterogeneity in consumers' content preferences can be leveraged to reduce product market competition, especially when competition is intense. The intermediary has incentives to strategically design its targeting technology, sometimes at the cost of the advertisers. When product market competition is moderate, the intermediary offers accurate targeting such that the consumers see the most relevant ads. When competition is high, the intermediary lowers the targeting accuracy such that the consumers see less relevant ads. Doing so intensifies competition and encourages advertisers to bid for multiple content topics in order to prevent their competitors from reaching consumers. In some cases, this may lead to an asymmetric equilibrium where one advertiser bids high even for the content topic that is more relevant to its competitor.
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上下文广告
上下文广告需要根据消费者看到的内容显示相关广告,利用消费者的内容偏好表明其产品偏好的潜力。本文研究了这种广告的战略方面,考虑到中介机构可以访问内容库,向在产品市场上竞争的广告商出售广告空间,并提供目标技术。结果表明,情境定位通过两种方式影响广告商的利润:首先,通过相关内容主题的广告帮助广告商接触到对其产品有强烈偏好的消费者。其次,消费者内容偏好的异质性可以用来减少产品的市场竞争,尤其是在竞争激烈的情况下。中介机构有动机战略性地设计其定位技术,有时以牺牲广告商为代价。当产品市场竞争适度时,中介机构提供准确的定位,使消费者看到最相关的广告。当竞争激烈时,中介机构降低定位精度,使消费者看到的相关广告较少。这样做加剧了竞争,并鼓励广告商为多个内容主题竞标,以防止竞争对手接触到消费者。在某些情况下,这可能会导致不对称均衡,即一个广告商甚至对与其竞争对手更相关的内容主题出价更高。
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