From user-generated data to data-driven innovation: A research agenda to understand user privacy in digital markets

潜在Dirichlet分配 计算机科学 设计隐私 光学(聚焦) 数据科学 对象(语法) 主题模型 互联网隐私 万维网 知识管理 信息隐私 情报检索 物理 人工智能 光学
作者
José Ramón Saura,Domingo Ribeiro Soriano,Daniel Palacios‐Marqués
出处
期刊:International Journal of Information Management [Elsevier BV]
卷期号:60: 102331-102331 被引量:193
标识
DOI:10.1016/j.ijinfomgt.2021.102331
摘要

In recent years, strategies focused on data-driven innovation (DDI) have led to the emergence and development of new products and business models in the digital market. However, these advances have given rise to the development of sophisticated strategies for data management, predicting user behavior, or analyzing their actions. Accordingly, the large-scale analysis of user-generated data (UGD) has led to the emergence of user privacy concerns about how companies manage user data. Although there are some studies on data security, privacy protection, and data-driven strategies, a systematic review on the subject that would focus on both UGD and DDI as main concepts is lacking. Therefore, the present study aims to provide a comprehensive understanding of the main challenges related to user privacy that affect DDI. The methodology used in the present study unfolds in the following three phases; (i) a systematic literature review (SLR); (ii) in-depth interviews framed in the perspectives of UGD and DDI on user privacy concerns, and finally, (iii) topic-modeling using a Latent Dirichlet allocation (LDA) model to extract insights related to the object of study. Based on the results, we identify 14 topics related to the study of DDI and UGD strategies. In addition, 14 future research questions and 7 research propositions are presented that should be consider for the study of UGD, DDI and user privacy in digital markets. The paper concludes with an important discussion regarding the role of user privacy in DDI in digital markets.
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