Bulletin of Chinese Academy of Sciences (Chinese Version)


data element, marketization, data right delimitation, data pricing, trading mechanism

Document Type

Research on Market-oriented Allocation of Data Elements


Big data is the primary engine for advancing the development of the digital economy, and market-based data allocation is a crucial method for promoting the development of China's digital economy. However, the current issues of "unclear ownership", "difficult pricing", and "imperfect transaction mechanisms" have severely constrained the market-based allocation of data. The study begins with a discussion of the dilemma of data rights delimitation, pricing, and trading. Then review the strategic initiative of international data market construction and the development of China's data trading market. Finally, based on the practice of China's big data market construction, the study proposes some recommendations for constructing a high-level data element market. It is expected that the publication of this research would attract more scholars to investigate the market-based data allocation from different perspectives.

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Bulletin of Chinese Academy of Sciences


1 黄丽华, 窦一凡, 郭梦珂, 等. 数据流通市场中数据产品的特性及其交易模式. 大数据, 2022, 8(3): 3-14.

Huang L H, Dou Y F, Guo M K, et al. Features and transaction modes of data products in data markets. Big Data Research, 2022, 8(3): 3-14. (in Chinese)

2 黄益平, 沈艳. 数据要素市场化配置多点发力. 经济, 2022, (2): 74-77.

Huang Y P, Shen Y. Market-oriented allocation of data, multipoint efforts. Economy, 2022, (2): 74-77. (in Chinese)

3 李爱君. 数据要素市场培育法律制度构建. 法学杂志, 2021, 42(9): 17-28.

Li A J. Legal system: To cultivate market of factors of production of data. Law Science Magazine, 2021, 42(9): 17- 28. (in Chinese)

4 梁平汉. 数据视角下智慧治理值得探讨的几个问题. 国家治理, 2021, (9): 20-24.

Liang P H. Several issues worthy of discussion on smart governance from the perspective of data. Governance, 2021, (9): 20-24. (in Chinese)

5 丁晓东. 数据交易如何破局——数据要素市场中的阿罗信息悖论与法律应对. 东方法学, 2022, (2): 144-158.

Ding X D. Breaking the deadlock of data trading. Oriental Law, 2022, (2):144-158. (in Chinese)

6 梅夏英. 数据的法律属性及其民法定位. 中国社会科学, 2016, (9): 164-183.

Mei X Y. The legal properties of data and the position of data in civil law. Social Sciences in China, 2016, (9): 164-183. (in Chinese)

7 何玉长, 王伟. 数据要素市场化的理论阐释. 当代经济研究, 2021, (4): 33-44.

He Y C, Wang W. Theoretical explanation of marketization of data elements. Contemporary Economic Research, 2021, (4): 33-44. (in Chinese)

8 熊巧琴, 汤珂. 数据要素的界权、交易和定价研究进展. 经济学动态, 2021, (2): 143-158.

Xiong Q Q, Tang K. Research progress on the right delimitation, exchange and pricing of data. Economic Perspectives, 2021, (2): 143-158. (in Chinese)

9 田杰棠, 刘露瑶. 交易模式、权利界定与数据要素市场培育. 改革, 2020, (7): 17-26.

Tian J T, Liu L Y. Transaction mode, rights definition and data element market cultivation. Reform, 2020, (7): 17-26. (in Chinese)

10 Azcoitia S A, Laoutaris N. A survey of data marketplaces and their business models. (2022-01-11). https://arxiv.org/abs/2201.04561.

11 何渊. 数据法学. 北京: 北京大学出版社, 2020.

He Y. Data Law. Beijing: Peking University Press, 2020. (in Chinese)

12 Faroukhi A Z, Alaoui I E, Gahi Y, et al. Big data monetization throughout Big Data Value Chain: A comprehensive review. Journal of Big Data, 2020, 7: 3.

13 黄倩倩, 王建冬, 陈东, 等. 超大规模数据要素市场体系下数据价格生成机制研究. 电子政务, 2022, (2): 21-30.

Huang Q Q, Wang J D, Chen D, et al. Research on the mechanism of data price generation under the super-large-scale data factor market system. E-Government, 2022, (2): 21-30. (in Chinese)

14 欧阳日辉, 杜青青. 数据要素定价机制研究进展. 经济学动态, 2022, (2): 124-141.

Ouyang R H, Du Q Q. Research progress on the pricing mechanisms of data. Economic Perspectives, 2022, (2): 124- 141. (in Chinese)

15 Yu H F, Zhang M X. Data pricing strategy based on data quality. Computers & Industrial Engineering, 2017, 112(10): 1-10.

16 Jung K, Park S. Privacy bargaining with fairness: Privacy-price negotiation system for applying differential privacy in data market environments// 2019 IEEE International Conference on Big Data (Big Data). Los Angeles: IEEE, 2019: 1389-1394.

17 Koutris P, Upadhyaya P, Balazinska M, et al. Query-based data pricing. Journal of the ACM, 2015, 62(5): 1-44.

18 复旦大学数字与移动治理实验室. 中国地方政府数据开放报告——省域( 2017—2021). 上海: 复旦大学数字与移动治理实验室, 2022.

Lab for Digital & Mobile Governance of Fudan University. China Local Government Data Openness Report-Provincial Areas (2017–2021). Shanghai: Lab for Digital & Mobile Governance of Fudan University, 2022. (in Chinese)

19 常修泽, 何亚斌. 要素市场化配置与产权市场命运——产权“ 生产要素生命论” 探讨. 产权导刊, 2020, (6): 5-11.

Chang X Z, He Y B. Market-oriented allocation of factors and fate of property rights market—Discussion on property rights “life theory of production factors”. Property Rights Guide, 2020, (6): 5-11. (in Chinese)

20 Radin M J. Property and personhood. Stanford Law Review, 1982, 34(5): 957-1015.