[1] 蔡继明,刘媛,高宏,等.数据要素参与价值创造的途径:基于广义价值论的一般均衡分析[J].管理世界, 2022, 38(7):108-121.(CAI J M, LIU Y, GAO H, et al. The approach of data factor participating in value creation:a general equilibrium analysis based on the general theory of value[J]. Journal of management world, 2022, 38(7):108-121.)
[2] 全国信标委大数据标准工作组.数据要素流通标准化白皮书(2022版)[R/OL].[2025-07-14] https://13115299.s21i.faiusr.com/61/1/ABUIABA9GAAg9rGTnAYoqJrX6AQ.pdf.(Working Group on Big Data Standards of National Information Technology Standardization Technical Committee. White paper on standardization of data element circulation(2022)[R/OL].[2025-07-14] https://13115299.s21i.faiusr.com/61/1/ABUIABA9GAAg9rGTnAYoqJrX6AQ.pdf.)
[3] 付少雄,孙建军.数据流通与安全:标准与保障体系[J].图书与情报, 2023(4):20-28.(FU S X, SUN J J. Data circulation and security:standards and assurance systems[J]. Library&information, 2023(4):20-28.)
[4] 白永秀,李嘉雯,王泽润.数据要素:特征、作用机理与高质量发展[J].电子政务, 2022(6):23-36.(BAI Y X, LI J W,WANG Z R. Data elements:characteristics, mechanism and highquality development[J]. E-government, 2022(6):23-36.)
[5] 高富平.论数据持有者权构建数据流通利用秩序的新范式[J].中外法学, 2023, 35(2):307-327.(GAO F P. On data holder’s right towards a new paradigm to achieve orderly data flow[J].Peking university law journal, 2023, 35(2):307-327.)
[6] 段尧清,郑卓闻,汪银霞,等.基于DEMATEL的数据要素属性结构关系分析[J].情报理论与实践, 2022, 45(7):124-131, 123.(DUAN Y Q, ZHENG Z W, WANG Y X, et al.Attributes structural relationship analysis of data as a factor of production based on DEMATEL[J]. Information studies:theory&application, 2022, 45(7):124-131, 123.)
[7] 陈连虎.数据要素流通探索——价值变现的必由之路[J].软件和集成电路, 2023(10):26-29.(CHEN L H. Exploration on the circulation of data elements:the only way to realize value[J].Software and integrated circuit, 2023(10):26-29.)
[8] 周毅,韩诗雨.应用场景驱动的数据要素流通生态体系建设研究[J].电子政务, 2024(11):2-14.(ZHOU Y, HAN S Y. Research on the construction of data element circulation ecosystem driven by application scenarios[J]. E-government,2024(11):2-14.)
[9] 陈庄,邹航,张晓琴,等.数据安全与治理[M].北京:清华大学出版社, 2022.(CHEN Z, ZOU H, ZHANG X Q, et al. The data security and governance[M]. Beijing:Tsinghua University Press, 2022.)
[10] 中国信息通信研究院.数据要素白皮书(2022年)[R/OL].[2025-07-14]. http://www.caict.ac.cn/kxyj/qwfb/bps/202301/P020230107392254519512.pdf. (China Information and Communication Research Institute. White paper on data elements(2022)[R/OL].[2025-07-14]. http://www.caict.ac.cn/kxyj/qwfb/bps/202301/P020230107392254519512.pdf.)
[11] 张丽丽,章政.基于多主体演化博弈均衡模型的数据要素的进场交易与可信流通体系构建研究[J].计算机科学, 2025,52(3):127-136.(ZHANG L L, ZHANG Z. Study on data entry transaction and trusted circulation system construction based on multi-agent evolutionary game equilibrium mode[J]. Computer science, 2025, 52(3):127-136.)
[12] 冯洋,王姿惠.企业数据要素市场化配置:逻辑理路、发展困境与制度构建[J].西南金融, 2024(5):73-84.(FENG Y, WANG Z H. Market-oriented allocation of enterprise data elements:logical rationale, development dilemma and institutional construction[J]. Southwest finance, 2024(5):73-84.)
[13] SPIEKERMANN M. Data marketplaces:trends and monetisation of data goods[J]. Intereconomics, 2019, 54(4):208-216.
[14] 王卫,张梦君,王晶.国内外大数据交易平台调研分析[J].情报杂志, 2019, 38(2):181-186, 194.(WANG W, ZHANG M J,WANG J. Research and analysis of big data trading platforms at home and abroad[J]. Journal of intelligence, 2019, 38(2):181-186, 194.)
[15] 欧阳日辉,杜青青.数据要素定价机制研究进展[J].经济学动态, 2022(2):124-141.(OUYANG R H, DU Q Q. Research progress on the pricing mechanisms of data[J]. Economic perspectives, 2022(2):124-141.)
[16] 赵需要,姬祥飞,侯晓丽,等.分工理论视域下数据要素流通的生发逻辑、内涵意蕴、市场路径及现实困境[J].情报理论与实践, 2023, 46(9):37-46.(ZHAO X Y, JI X F, HOU X L,et al. The germinal logic, connotation, market path and practical dilemma of data element circulation from the perspective of division of labor theory[J]. Information studies:theory&application, 2023, 46(9):37-46.)
[17] 阳巧英,夏义堃.我国数据要素价值形成机理、影响因素与实现路径——基于扎根理论的分析[J].图书与情报, 2023(2):12-22.(YANG Q Y, XIA Y K. The formation mechanism, influencing factors and implementation path of data factor value[J]. Library&information, 2023(2):12-22.)
[18] 张会平,赵溱,马太平,等.我国数据要素市场化流通的两种模式与生态系统构建[J].信息资源管理学报, 2023, 13(6):29-42.(ZHANG H P, ZHAO Q, MA T P, et al. Two modes and ecological system construction of data element market circulation in China[J]. Journal of information resources management, 2023,13(6):29-42.)
[19] 高志豪,郑荣,张默涵,等.基于数据信托的产业数据要素流通:动力逻辑、信托纾困与模式重塑[J].情报理论与实践,2024, 47(4):75-83.(GAO Z H, ZHENG R, ZHANG M H, et al.Industrial data element circulation based on data trusts:power logic, trust relief and model remodeling[J]. Information studies:theory&application, 2024, 47(4):75-83.)
[20] AGARWAL A, DAHLEH M, SARKER T. A marketplace for data:an algorithmic solution[C] //Proceedings of the 2019 ACM conference on economics and computation. New York:ACM,2019:701-726.
[21] 陈荣达,林祺,金骋路,等.数据资产估值定价与新质生产力发展:演进逻辑与主要挑战[J].财贸经济, 2024, 45(8):33-51.(CHEN R D, LIN Q, JIN C L, et al. Data asset valuation and pricing and the development of new quality productive forces:evolutionary logic and challenges[J]. Finance&trade economics,2024, 45(8):33-51.)
[22] 樊必武,高锋,赵越,等.基于拓展CAPM-BS模型的企业数据资产估值定价研究[J/OL].中国管理科学, 1-15[2025-04-07]. https://doi.org/10.16381/j.cnki.issn1003-207x.2024.0059. (FAN B W, GAO F, ZHAO Y, et al. Data asset valuation and pricing based on expanded CAPM-BS model[J/OL]. Chinese journal of management science, 1-15[2025-04-07]. https://doi.org/10.16381/j.cnki.issn1003-207x.2024.0059.)
[23] 倪渊,李子峰,张健.基于AGA-BP神经网络的网络平台交易环境下数据资源价值评估研究[J].情报理论与实践,2020, 43(1):135-142.(NI Y, LI Z F, ZHANG J. Research on data resources value assessment model based on AGA-BP neural network in background of network platform transaction[J].Information studies:theory&application, 2020, 43(1):135-142.)
[24] 李永红,张淑雯.数据资产价值评估模型构建[J].财会月刊, 2018(9):30-35.(LI Y H, ZHANG S W. Establishment of the value evaluation model of data assets[J]. Finance and accounting monthly, 2018(9):30-35.)
[25] 林常乐,赵公正.数据合理定价:利用数据资产图谱解析数据价值网络[J].价格理论与实践, 2023(3):20-25.(LIN C L, ZHAO G Z. How to price data reasonably:using data asset graph to analyze data value network[J]. Price:theory&practice,2023(3):20-25.)
[26] 夏文蕾,吴昀璟,余辉,等.数据资产评估与定价:基于“开发-应用-风险”三维模型[J].财会月刊, 2024, 45(21):89-95.(XIA W L, WU Y J, YU H, et al. Evaluation and pricing of data assets:based on the 3D model of“development-applicationrisk”[J]. Finance and accounting monthly, 2024, 45(21):89-95.)
[27] 高晓宁,杨蕴琦,金燕,等.基于价值导向的多维因素联动效应对数据要素定价的作用机理研究[J].情报理论与实践, 2025, 48(7):37-47.(GAO X N, YANG Y Q, JIN Y, et al.Research on the role mechanism of multidimensional factors linkage effect on data elements pricing based on value orientation[J]. Information studies:theory&application,2025, 48(7):37-47.)
[28] 王今朝,张潇扬,窦一凡,等.数据要素的类别与定价:基于经济模型分析[J].管理评论, 2024, 36(7):3-11.(WANG J Z, ZHANG X Y, DOU Y F, et al. Categorization and pricing of data as a factor of production:an economic model approach[J].Management review, 2024, 36(7):3-11.)
[29] 张雅俊.基于市场机制和交易场景的数据要素定价模型[J].社会科学家, 2023(10):72-76, 84.(ZHANG Y J. Pricing model of data elements based on market mechanism and transaction scenarios[J]. Social scientist, 2023(10):72-76, 84.)
[30] 李清逸,罗敬蔚.数据价值链视角下数据要素定价机制研究[J].价格理论与实践, 2022(3):94-97.(LI Q Y, LUO J W.Research on the pricing mechanism of data elements from the perspective of data value chain[J]. Price:theory&practice,2022(3):94-97.)
[31] 李文军.健全我国数据要素市场建设的理论路径研究[J].价格理论与实践, 2024(1):61-66.(LI W J. Study on the theoretical path of improving the data factor market construction in China[J]. Price:theory&practice, 2024(1):61-66.)
[32] 夏义堃,管茜,李纲.数据信托的内涵、生成逻辑与实现路径——基于数据流通视角的分析[J].图书情报知识, 2022,39(5):109-119.(XIA Y K, GUAN Q, LI G. The connotation,generation logic and implementation path of data trusts:analysis from the perspective of data circulation[J]. Documentation,information&knowledge, 2022, 39(5):109-119.)
[33] 陈媛媛,赵晴.全球治理观下的数据流通与共享机制:数据中介服务[J].情报资料工作, 2023, 44(3):71-79.(CHEN Y Y, ZHAO Q. Data circulation and sharing mechanism under the perspective of global governance:data intermediary service[J].Information and documentation services, 2023, 44(3):71-79.)
[34] 唐长乐,张晓娟.建立数字信任:数据要素可信流通的信任基础、内在逻辑与实现框架[J].图书馆论坛, 2025, 45(9):136-145.(TANG C L, ZHANG X J. Establishing digital trust:the trust foundations, intrinsic logic, and implementation framework for the trusted circulation of data elements[J]. Library tribune,2025, 45(9):136-145.)
[35] 王洪亮,叶翔.数据访问权的构造——数据流通实现路径的再思考[J].社会科学研究, 2023(1):71-84.(WANG H L, YE X.Construction of data access rights:rethinking the realization path of data circulation[J]. Social science research, 2023(1):71-84.)
[36] 黄丽华,杜万里,吴蔽余.基于数据要素流通价值链的数据产权结构性分置[J].大数据, 2023, 9(2):5-15.(HUANG L H, DU W L, WU B Y. Structural separation of data property rights based on data factor circulation value chain[J]. Big data research, 2023,9(2):5-15.)
[37] 许可.数据交易流通的三元治理:技术、标准与法律[J].吉首大学学报(社会科学版), 2022, 43(1):96-105.(XU K.Ternary governance of data transaction circulation:technology,standard and law[J]. Journal of Jishou University(social sciences), 2022, 43(1):96-105.)
[38] 于清,石焱文,孙可欣,等.数据要素市场发展影响因素组态分析:基于多中心治理的视角[J].科学学与科学技术管理, 2024, 45(4):157-172.(YU Q, SHI Y W, SUN K X, et al.Configuration analysis of influencing factors on the development of data factor markets:a perspective based on multi-center governance[J]. Science of science and management of S.&T.,2024, 45(4):157-172.)
[39] 赵正,郭明军,马骁,等.数据流通情景下数据要素治理体系及配套制度研究[J].电子政务, 2022(2):40-49.(ZHAO Z,GUO M J, MA X, et al. The research on the governance system and supporting system of data elements under the situation of data circulation[J]. E-government, 2022(2):40-49.)
[40] 张帆,李春光.数据流通交易平台的全生命周期治理路径研究[J].学习与实践, 2022(5):78-84.(ZHANG F, LI C G. Research on the whole life cycle governance path of data circulation trading platform[J]. Study and practice, 2022(5):78-84.)
[41] 管茜,夏义堃.数据要素市场主体培育的现实困境、国际经验与启示[J].图书与情报, 2023(2):23-33.(GUAN Q,XIA Y K. The practical dilemma, international experience and enlightenment of data factor market entity cultivate[J]. Library&information, 2023(2):23-33.)
[42] 李军林,陆树檀,路嘉明.推动数据流通交易:要素市场细分和基础制度建设[J].学术研究, 2023(11):81-89, 177.(LI J L,LU S T, LU J M. Promoting data elements flow and transactions:market segmentation and basic system construction[J]. Academic research, 2023(11):81-89, 177.)
[43] MAHAJAN S. Data marketplaces:a solution for personal data control and ownership?[J]. Sustainability, 2022, 14(24):16884.
[44] 何培育,王潇睿.我国大数据交易平台的现实困境及对策研究[J].现代情报, 2017, 37(8):98-105, 153.(HE P Y, WANG X R. Predicament and countermeasure research about big data trading platform in China[J]. Journal of modern information,2017, 37(8):98-105, 153.)
[45] Federal Trade Commission. Data brokers:a call for transparency and accountability:a report of the federal trade commission(May2014)[R/OL].[2025-07-14]. https://www.ftc.gov/reports/databrokers-call-transparency-accountability-report-federal-tradecommission-may-2014/140527databrokerreport.pdf.
[46] 杨铿,汤珂,张丰羽,等.数据经纪人的创新实践与监管探索:以广州市海珠区为例[J].工程管理科技前沿, 2023, 42(2):51-58.(YANG K, TANG K, ZHANG Y F, et al. Innovative practice and regulatory exploration of data brokers:a case study of Haizhu district, Guangzhou[J]. Frontiers of science and technology of engineering management, 2023, 42(2):51-58.)
[47] 李勇坚,刘奕.数据经纪人制度的理论与实践[J].数字图书馆论坛, 2022(10):17-20.(LI Y J, LIU Y. Theory and practice of data brokers system[J]. Digital library forum, 2022(10):17-20.)
[48] 高秦伟.个人信息保护视域下的数据经纪人及其规制[J].政治与法律, 2024(6):159-176.(GAO Q W. Data brokers and the regulation from the perspective of personal information protection[J]. Political science and law, 2024(6):159-176.)
[49] 田杰棠,刘露瑶.交易模式、权利界定与数据要素市场培育[J].改革, 2020(7):17-26.(TIAN J T, LIU L Y. Transaction mode,rights definition and data element market cultivation[J]. Reform,2020(7):17-26.)
[50] 李立雪.我国数据经纪人发展模式探索[J].软件和集成电路, 2023(10):82-84.(LI L X. The development model of data brokers in China[J]. Software and integrated circuit, 2023(10):82-84.)
[51] 鄢浩宇.数据要素市场培育的制度需求与法治保障[J].中国矿业大学学报(社会科学版), 2023, 25(3):73-90.(YAN H Y.System construction and legal guarantee for the cultivation of the data element market[J]. Journal of China University of Mining&Technology(social sciences), 2023, 25(3):73-90.)
[52] 季良玉.数据资产的交易困境及其治理[J].会计之友,2023(13):27-31.(JI L Y. Transaction dilemma of data assets and its governance[J]. Friends of accounting, 2023(13):27-31.)
[53] LI W C Y, NIREI M, YAMANA K. Value of data:there’s no such thing as a free lunch in the digital economy[R/OL].[2025-07-14].https://www.rieti.go.jp/jp/publications/dp/19e022.pdf.
[54] 刘奕,李清逸,姜莱.基于数据价值链的数据要素交易机制创新研究[J].学习与探索, 2023(4):88-97.(LIU Y, LI Q Y, JIANG L. Research on innovation of data element trading mechanism based on data value chain[J]. Study&exploration,2023(4):88-97.)
[55] MARTENS B, DE STREEL A, GRAEF I, et al. Business-tobusiness data sharing:an economic and legal analysis[R/OL].[2025-07-14]. https://publications.jrc.ec.europa.eu/repository/handle/JRC121336.
[56] 熊巧琴,汤珂.数据要素的界权、交易和定价研究进展[J].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[J]. Economic perspectives, 2021(2):143-158.)
[57] 任明,王为久,周文泓,等.数据要素市场化推进:进展、问题与对策[J].图书情报知识, 2024, 41(5):25-35.(REN M, WANG W J, ZHOU W H, et al. Promoting the data element marketization:progress, problems and solutions[J].Documentation, information&knowledge, 2024, 41(5):25-35.)
[58] NIE Y, HAN X. Research on consumers’ protection in advantageous operation of big data brokers[J]. Cluster computing, 2019, 22:8387-8400.
[59] REVIGLIO U. The untamed and discreet role of data brokers in surveillance capitalism:a transnational and interdisciplinary overview[EB/OL].[2025-07-14]. https://doi.org/10.14763/2022.3.1670.
[60] 王丽颖,王花蕾.美国数据经纪商监管制度对我国数据服务业发展的启示[J].信息安全与通信保密, 2022(3):10-18.(WANG L Y, WANG H L. Enlightenments of American data brokers supervision mechanism to China data service industry[J].Information security and communications privacy, 2022(3):10-18.)
[61] JUNG T, LI X Y, HUANG W, et al. AccountTrade:accountability against dishonest big data buyers and sellers[J]. IEEE transactions on information forensics and security, 2019, 14(1):223-234.
[62] DAI W, DAI C, CHOO L R, et al. SDTE:a secure blockchainbased data trading ecosystem[J]. IEEE transactions on information forensics and security, 2020, 15(1):725-737.
[63] HORTON F W. Information Ecology[J]. Journal of systems management, 1978, 29(9):32-36.
[64] DAVENPORT H. Information ecology:mastering the information and knowledge environment[M]. New York:Oxford University Press, 1997:117-119.
[65] 田春虎.信息生态问题初探[J].情报杂志, 2005(2):90-92.(TIAN C H. Preliminary study on information ecological problems[J]. Journal of intelligence, 2005(2):90-92.)
[66] 娄策群,周承聪.信息生态链:概念、本质和类型[J].图书情报工作, 2007(9):29-32.(LOU C Q, ZHOU C C. Information ecochain:concept, essence and types[J]. Library and information service, 2007(9):29-32.)
[67] 顾洁,刘玉博,王振,等. 2024.信息生态理论视角下城市数据要素市场就绪度评估[J].信息资源管理学报, 14(2):82-94,135.(GU J, LIU Y B, WANG Z, et al. Assessment of urban data element market readiness from the perspective of information ecology theory[J]. Journal of information resources management,2024, 14(2):82-94, 135.)
[68] 沈校亮,钱倩文.基于价值与风险整合视角的数据要素治理困境与防范机制研究[J].信息资源管理学报, 13(6):17-28,42.(SHEN X L, QIAN Q W. Data element governance dilemma and prevention mechanisms:a perspective of value and risk integration[J]. Journal of information resources management,2023, 13(6):17-28, 42.)
[69] 耿瑞利,孙瑜,杨瑞仙,等.信息生态视角下数据要素价值化驱动因素及发展路径研究[J].现代情报, 2025, 45(3):65-76, 102.(GENG R L, SUN Y, YANG R X, et al. Study on the driving factors and development paths of data elements value creation from the perspective of information ecology[J]. Journal of modern information, 2025, 45(3):65-76, 102.)
[70] 丁波涛.基于信息生态理论的数据要素市场研究[J].情报理论与实践, 2022, 45(12):36-41, 59.(DING B T. Research on data marketplace based on information ecology theory[J].Information studies:theory&application, 2022, 45(12):36-41,59.)
[71] 王海栋,高山行,尹晓雪,等.科技经纪人在科技成果转化中的定位与作用探究[J].科学管理研究, 2023, 41(2):151-156.(WANG H D, GAO S X, YI X X, et al. Research on the positioning and function of scientific and technological broker transformation of science and technology achievements[J].Scientific management research, 2023, 41(2):151-156.)
[72] 霍岩.信息经纪人在科技情报服务业发展中的作用分析[J].图书馆学研究, 2008(9):87-89.(HUO Y. Analysis of the role of information brokers in the development of science and technology information service industry[J]. Research on library science, 2008(9):87-89.)
[73] GLUCKMAN P D, BARDSLEY A, KAISER M. Brokerage at the science-policy interface:from conceptual framework to practical guidance[J]. Humanities and social sciences communications, 2021, 8(1):1-10.
[74] 付熙雯,王新泽.我国数据交易研究进展:系统性文献综述[J].情报杂志, 2022, 41(11):137-143.(FU X W, WANG X Z.Progress of data trading research in China:a systematic literature review[J]. Journal of intelligence, 2022, 41(11):137-143.)
[75] YU H, ZHANG M. Data pricing strategy based on data quality[J]. Computers&industrial engineering, 2017, 112:1-10.
[76] 肖静,李北伟,魏昌龙,等.信息生态系统的结构及其优化[J].情报科学, 2013, 31(8):10-14.(XIAO J, LI B W, WEI C L,et al. Structure optimization on the information ecosystem[J].Information science, 2013, 31(8):10-14.)
[77] 孙建军,巴志超,夏义堃.数据要素市场体系建构与价值实现路径探索[J].情报学报, 2024, 43(1):1-9.(SUN J J, BA Z C,XIA Y K. System construction and value realization paths of data factor markets[J]. Journal of the China Society for Scientific and Technical Information, 2024, 43(1):1-9.)
[78] 郑荣,魏明珠,高志豪,等.面向产业协同应急恢复的智慧情报服务模式研究——以“韧性治理”为研究视角[J].情报理论与实践, 2024, 47(11):36-46.(ZHENG R, WEI M Z, GAO Z H, et al. Research on the smart intelligence service model for industrial collaborative emergency recovery:from the perspective of“resilient governance”[J]. Information studies:theory&application, 2024, 47(11):36-46.)
[79] 袁静,李森涛,高晓宁.图书馆智慧服务共生模式的实现机理研究[J].图书与情报, 2023(4):64-77.(YUAN J, LI S T, GAO X N. Research on the implementation mechanism of symbiosis model of library smart services[J]. Library&information,2023(4):64-77.)
[80] ROMER P M. Increasing returns and long-run growth[J]. Journal of political economy, 1986, 94(5):1002-1037.
