GTAIDBNov 9, 2024

A Survey on Data Markets

arXiv:2411.07267v121 citationsh-index: 15
Originality Synthesis-oriented
AI Analysis

This is an incremental survey that synthesizes existing knowledge on data markets for researchers and practitioners.

This paper surveys data markets, addressing the problem of how data is exchanged and valued, by reviewing aspects like data search, pricing, and privacy, and identifies unresolved challenges and future directions.

Data is the new oil of the 21st century. The growing trend of trading data for greater welfare has led to the emergence of data markets. A data market is any mechanism whereby the exchange of data products including datasets and data derivatives takes place as a result of data buyers and data sellers being in contact with one another, either directly or through mediating agents. It serves as a coordinating mechanism by which several functions, including the pricing and the distribution of data as the most important ones, interact to make the value of data fully exploited and enhanced. In this article, we present a comprehensive survey of this important and emerging direction from the aspects of data search, data productization, data transaction, data pricing, revenue allocation as well as privacy, security, and trust issues. We also investigate the government policies and industry status of data markets across different countries and different domains. Finally, we identify the unresolved challenges and discuss possible future directions for the development of data markets.

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