Preparing for an Era of Deepfakes and AI-Generated Ads: A Framework for Understanding Responses to Manipulated Advertising

广告 虚假 计算机科学 独创性 生产(经济) 生成语法 对抗制 数据科学 人工智能 业务 社会学 经济 认识论 定性研究 社会科学 哲学 宏观经济学
作者
Colin Campbell,Kirk Plangger,Sean Sands,Jan Kietzmann
出处
期刊:Journal of Advertising [Taylor & Francis]
卷期号:51 (1): 22-38 被引量:247
标识
DOI:10.1080/00913367.2021.1909515
摘要

Traditionally, the production and distribution of advertising material has relied on human effort and analog tools. However, technological innovations have given the advertising industry digital and automatic tools that enable advertisers to automate many advertising processes and produce "synthetic ads," or ads comprising content based on the artificial and automatic production and modification of data. The emerging practice of synthetic advertising, to date the most sophisticated form of ad manipulation, relies on various artificial intelligence (AI) techniques, such as deepfakes and generative adversarial networks (GANs), to automatically create content that depicts an unreal, albeit convincing, artificial version of reality. In this article, a general framework is constructed to better understand how consumers respond to all forms of ad manipulation. It is anticipated that this article will help explain how consumers respond to the more sophisticated forms of synthetic ads—such as deepfakes—that are emerging at an accelerating rate. To guide research in this area, a research agenda is developed focusing on three manipulated advertising areas: ad falsity, consumer response, and originality. Furthermore, the implications for theory and industry are considered.
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