Exploration of the Regulatory System in the Construction of an Integrated Data Market

YE Yazhen; ZHU Yangyong

doi:10.11959/j.issn.2096-0271.BDR26140

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Exploration of the Regulatory System in the Construction of an Integrated Data Market

更新时间：2026-04-30

- Exploration of the Regulatory System in the Construction of an Integrated Data Market
- BIG DATA RESEARCH Pages: 1-14(2026)
- 作者机构：
  
  1.复旦大学计算与智能创新学院，上海 200438
  2.上海市数据科学重点实验室，上海 200438
  3.上海数据研究院有限公司，上海 200124
- 作者简介：
- 基金信息：
- DOI：10.11959/j.issn.2096-0271.BDR26140
  CLC：
- Online First：30 April 2026，
- 稿件说明：
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叶雅珍,朱扬勇.一体化数据市场建设中的监管体系探索[J].大数据,

YE Yazhen,ZHU Yangyong.Exploration of the Regulatory System in the Construction of an Integrated Data Market[J].BIG DATA RESEARCH,
叶雅珍,朱扬勇.一体化数据市场建设中的监管体系探索[J].大数据, DOI：10.11959/j.issn.2096-0271.BDR26140.

YE Yazhen,ZHU Yangyong.Exploration of the Regulatory System in the Construction of an Integrated Data Market[J].BIG DATA RESEARCH, DOI：10.11959/j.issn.2096-0271.BDR26140.

摘要

监管体系建设是全国一体化数据市场建设的重要部分。数据市场的合法合规运行、公平公开公正保障，均有赖于监管体系的建设。在分析数据产品形态标准和生产规范的基础上，提出了数据原材料采购和数据产品生产、流通及使用等方面的数据市场监管内容；提出了数据市场监督管理框架，设计了监管体系的建设路径，包括：监管标准、监管规则、监管方法、监管角色、监管执行、监管处理等六大组成部分，为全国一体化数据市场建设过程中的监管体系建设提供理论支撑与实践指引。

Abstract

The construction of a regulatory system is an important part of building the national integrated data market. The lawful and compliant operation of the data market

as well as the assurance of fairness

openness

and impartiality，all depend on the construction of the regulatory system. Based on an analysis of the morphological standards and production specifications for data products

the data market supervision content in the procurement of raw data materials and the production

circulation and use of data products was proposed. The framework of data market supervision and management was proposed and the construction path of the regulatory system was designed

including six components: regulatory standards

regulatory rules

regulatory approaches

regulatory participants

regulatory implementation

and regulatory disposal. This provides theoretical support and practical guidance for the development of the regulatory system in the construction of the national integrated data market.

关键词

Keywords

references

叶雅珍 , 朱扬勇 . 建设数据市场监管体系, 推进数据统一大市场繁荣发展 [J ] . 大数据 , 2025 , 11 ( 4 ): 150 - 153 .

Ye Y Z , Zhu Y Y . Building a data market regulatory framework for a thriving unified national data market [J ] . Big Data Research , 2025 , 11 ( 4 ): 150 - 153 .

LOUKIDES M . What is data science? [M ] . Sebastopol, CA : O'Reilly Media, Inc , 2011 .

HAZEN B , BOONE C A , et al . Data quality for data science, predictive analytics, and big data in supply chain management: An introduction to the problem and suggestions for research and applications [J ] . International Journal of Production Economics , 2014 ( 154 ): 72 - 80 .

HUANG G , HE J , CHI C H , et al . A data as a product model for future consumption of big stream data in clouds [C ] // 2015 IEEE International Conference on Services Computing . IEEE , 2015 : 256 - 263 .

BENGFORT B , KIM J . Data Analytics with Hadoop: An Introduction for Data Scientists [M ] . Sebastopol, CA : O'Reilly Media, Inc , 2016 .

CAO L . Data Science: A Comprehensive Overview [J ] . ACM Computing Surveys . 2018 , 50 ( 3 ): 1 - 42 .

PEI J . Data Pricing – From Economics to Data Science [C ] // KDD '20: Proceedings of the 26th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining . New York : The Association for Computing Machinery, c 2020 : 3553 – 3554 .

朱扬勇 , 熊贇 . 数据的经济活动及其所需要的权利 [J ] . 大数据 , 2020 , 6 ( 6 ): 140 - 150 .

ZHU Y Y , XIONG Y . The required authorization to the data-centric economic activities [J ] . Big Data Research , 2020 , 6 ( 6 ): 140 - 150 .

叶雅珍 , 朱扬勇 . 盒装数据：一种基于数据盒的数据产品形态 [J ] . 大数据 , 2022 , 8 ( 3 ): 15 - 25 .

YE Y Z , ZHU Y Y . BoxedData: a data product form based on databox [J ] . Big Data Research , 2022 , 8 ( 3 ): 15 - 25 .

熊贇 , 朱扬勇 . 面向数据自治开放的数据盒模型 [J ] . 大数据 , 2018 , 4 ( 2 ): 21 - 30 .

XIONG Y , ZHU Y Y . Data box: a novel data model for self-governing openness of data [J ] . Big Data Research , 2018 , 4 ( 2 ): 21 - 30 .

陆志鹏 . 创新数据治理路径激活数据要素潜能 [J ] . 经济 , 2021 ( 6 ): 117 - 119 .

LU Z P . Innovating data governance path and activating the potential of data elements [J ] . Economy , 2021 ( 6 ): 117 - 119 .

孙凝晖 , 郭嘉丰 . 数据件:一种数据要素标准化抽象 [J ] . 中国计算机学会通讯 , 2024 , 20 ( 20 ): 48 - 54 .

SUN N H , GUO J F . Data item: a standardized abstraction of data elements [J ] . Communications of CCF , 2024 , 20 ( 20 ): 48 - 54 .

HUANG Q Q , ZHAO Z , LIU Z Y . Comprehensive management system and technical framework of data quality in the data circulation transaction scenario [J ] . Data Analysis and Knowledge Discovery , 2022 , 6 ( 1 ): 22 - 34 .

蔡莉 , 朱扬勇 . 从数据质量到数据产品质量 [J ] . 大数据 , 2022 , 8 ( 3 ): 26 - 39 .

CAI L , ZHU Y Y . From data quality to data products quality [J ] . Big Data Research , 2022 , 8 ( 3 ): 26 - 39 .

王宁静 , 郭树行 . 面向数据要素可信流通的金融科技数据产品评估研究 [J ] . 互联网周刊 , 2022 ( 20 ): 22 - 25 .

WANG N J , GUO S X . Research on financial technology data product evaluation for trusted circulation of data elements [J ] . China Internet Week , 2022 ( 20 ): 22 - 25 .

叶雅珍 , 朱扬勇 . 数据要素市场与数据产品市场 [J ] . 大数据 , 2025 , 11 ( 1 ): 191 - 195 .

Ye Y Z , Zhu Y Y . The data factor market vs the data product market [J ] . Big Data Research , 2025 , 11 ( 1 ): 191 - 195 .

窦悦 , 郭明军 , 张琳颖 , 等 . 全国一体化数据交易场所体系的总体布局及推进路径研究 [J ] . 电子政务 , 2024 ( 2 ): 2 - 11 .

Dou Y , Guo M J , Zhang L Y , et al . Research on the overall layout and promotion path of the national integrated data trading place system [J ] . E-Government , 2024 ( 2 ): 2 - 11 .

牟冰清 , 董思怡 . 培育全国一体化数据市场的逻辑和路径 [J ] . 科学与管理 , 2025 , 45 ( 6 ): 89 - 94 .

Mou B Q , Dong S Y . The logic and path of establishing a nationally integrated data market [J ] . Science and Management , 2025 , 45 ( 6 ): 89 - 94 .

陈晓红 , 肖粲然 , 曹文治 , 等 . 我国统一数据要素大市场框架体系与建设路径研究 [J ] . 中国工程科学 , 2025 , 27 ( 1 ): 40 - 50 .

Chen X H , Xiao C R , Cao W Z , et al . Framework and pathway for the construction of a unified data-element market in China [J ] . Strategic Study of CAE , 2025 , 27 ( 1 ): 40 - 50 .

高富平 , 郭福卿 . 数据市场理论: 数据市场的范式研究 [J ] . 学术界 , 2025 ( 12 ): 59 - 76 .

Gao F P , Guo F Q . Data market theory: research on the paradigm of data market [J ] . Academics , 2025 ( 12 ): 59 - 76 .

韦志林 , 叶雅珍 , 林梓瀚 . 全国一体化数据要素市场的交易标的物研究 [J ] . 大数据 , 2026 , 12 ( 2 ): 43 - 53 .

WEI Z L , YE Y Z , LIN Z H . Study on the subject matter of transactions in the national integrated data factor market [J ] . Big Data Research , 2026 , 12 ( 2 ): 43 - 53 .

熊贇 , 朱扬勇 . 数据产品及其流通监管体系研究 [J ] . 大数据 , 2025 , 11 ( 3 ): 98 - 107 .

XIONG Y , ZHU Y Y . Research on data product and their circulation regulatory framework [J ] . Big Data Research , 2025 , 11 ( 3 ): 98 - 107 .

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