Personalization-privacy paradox in social media ads: Role of consumer-brand relationships
Abstract
This study tests the effects of ad personalization, information collection methods, and consumer-brand relationships on the outcomes of personalized ads under the framework of the personalization-privacy paradox. The findings confirm the importance of transparently informing consumers about the collection and usage of their data in reducing perceived privacy concerns and thus enhancing ad effectiveness. More importantly, brands are recommended to strategically tailor ad personalization levels based on the target consumers' information in social media and their relationships with the consumers.
Study specs
- Institution
- University of Minnesota,Texas Tech University
- Discipline
- Textile,Apparel Studies,Marketing,Social Science
- Year
- 2024
- Human Data Platform
- Prolific
- Source
- View Source DOI Google Scholar
Peer Review & Critical Discussion
Potential Selection Bias in 2023 Cohort
The participant pool shows a concerning overrepresentation of users from high-income demographics. Looking at Table 3, we can see that 78% of respondents had annual incomes above $75k, which significantly limits the generalizability of these findings to broader populations.
Non-naive Participants Issue
I've noticed a methodological concern regarding participant naivety. Given that Prolific users often complete multiple studies, there's a real risk that participants had prior exposure to similar experimental paradigms, which could confound the results.
RLHF Applicability to This Study Design
The implications for RLHF training pipelines are understated. If we accept the authors' conclusions about preference stability, this has direct consequences for how we should structure reward model training. The temporal decay effect described in Section 4.2 is particularly relevant.
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