公共数据开放对企业新质生产力水平的提升效应——来自政府数据平台上线的准自然实验The Effect of Public Data Openness on the Enhancement of Firms' New Quality Productivity Levels: Based on a Quasi-natural Experiment of Government Data Platform Access
华德亚,洪欣
摘要(Abstract):
公共数据作为一种国家基础性战略性资源,日益成为推动企业创新和驱动生产力变革的重要力量。本文基于2011—2022年A股非金融类上市公司数据,以地方政府数据开放平台的开通作为准自然实验,采用多时点双重差分模型展开实证检验。结果显示,政府公共数据开放有助于提高企业新质生产力水平,且这种正向影响在非国有企业、管制行业以及非政治关联企业中更为明显。政府公共数据开放对企业新质生产力水平的提升通过缓解信息不对称问题、增强企业吸收能力和促进数字化转型的机制予以实现。鉴于此,考虑通过数据开放权责范围基础上的分级分类开放流通机制、激励企业借助公共数据平台加快数字化转型、提高企业数据整合创新研发能力等加快发展企业新质生产力。研究结论有助于深化公共数据平台建设对企业新质生产力影响效应的认识,为政府引导企业利用数据要素提升创新水平、优化生产力布局进而创造新价值提供重要启示。
关键词(KeyWords): 公共数据开放;新质生产力;信号发送;数字化转型;吸收能力
基金项目(Foundation): 安徽省科技创新战略与软科学研究专项(202306f01050025)的资助
作者(Author): 华德亚,洪欣
参考文献(References):
- 蔡继明,刘媛,高宏,等.2022.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,38(7):108-121.CAI J M,LIU Y,GAO H,et al.2022.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,38(7):108-121.(in Chinese)
- 蔡运坤,周京奎,袁旺平.2024.数据要素共享与城市创业活力——来自公共数据开放的经验证据[J].数量经济技术经济研究,41(8):5-25.CAI Y K,ZHOU J K,YUAN W P.2024.Data factor sharing and urban entrepreneurial vitality:Empirical evidence from public data openness[J].Journal of Quantitative & Technological Economics,41(8):5-25.(in Chinese)
- 陈凯鸣,黄庆华,时培豪.2025.人工智能应用驱动企业新质生产力涌现——来自中国上市公司的微观证据[J].科研管理,46(4):34-43.CHEN K M,HUANG Q H,SHI P H.2025.The emergence of enterprises' new quality productive forces driven by artificial intelligence applications:The micro-evidence from Chinese-listed companies[J].Science Research Management,46(4):34-43.(in Chinese)
- 戴翔,马皓巍.2023.数字化转型、出口增长与低加成率陷阱[J].中国工业经济,(5):61-79.DAI X,MA H W.2023.Digital transformation,export growth and low markup trap[J].China Industrial Economics,(5):61-79.(in Chinese)
- 丁声怿,白俊红.2025.公共数据开放与营商环境优化——来自政府数据平台上线的准自然实验[J].现代财经(天津财经大学学报),45(1):23-40.DING S Y,BAI J H.2025.Public data access and business environment optimization:A quasi-natural experiment from government data platform access[J].Modern Finance and Economics-Journal of Tianjin University of Finance and Economics,45(1):23-40.(in Chinese)
- 方锦程,刘颖,高昊宇,等.2023.公共数据开放能否促进区域协调发展?——来自政府数据平台上线的准自然实验[J].管理世界,39(9):124-142.FANG J C,LIU Y,GAO H Y,et al.2023.Does public data access promote regional harmonious development?On a quasi-natural experiment of government data platform access[J].Journal of Management World,39(9):124-142.(in Chinese)
- 弗雷德里克·埃里克森,比约恩·韦格尔.2021.增长陷阱:欧美经济衰落和创新的假象[M].张旭,罗晓晴,龚雪娟,译.北京:中国友谊出版公司:37.(original language) ERIXON F&WEIGEL B.[2016].The innovation illusion:How so little is created by so many working so hard[M].New Haven:Yale University Press.
- 高帆.2023.“新质生产力”的提出逻辑、多维内涵及时代意义[J].政治经济学评论,14(6):127-145.GAO F.2023.The logic,multidimensional connotation and current significance of “new quality productivity”[J].China Review of Political Economy,14(6):127-145.(in Chinese)
- 郭家堂.2025.公共数据开放与中国绿色全要素生产率:数据要素的视角[J].经济研究,60(2):56-72.GUO J T.2025.Public data openness and China's green total factor productivity:A perspective of data factor[J].Economic Research Journal,60(2):56-72.(in Chinese)
- 郭家堂,骆品亮.2024.数据要素对县级资源型城市低碳化发展的影响及其机制——来自省级公共数据开放平台的证据[J].资源科学,46(10):1944-1958.GUO J T,LUO P L.2024.The impact of data factor on the low-carbon development of county-level resource-based cities and mechanism:Evidence from the provincial-level public data access platforms[J].Resources Science,46(10):1944-1958.(in Chinese)
- 韩文龙,张国毅.2024.新质生产力赋能高质量发展的理论逻辑与实践路径[J].政治经济学评论,15(5):72-94.HAN W L,ZHANG G Y.2024.The theoretical logic and practical path of new quality productive forces enabling high-quality development[J].China Review of Political Economy,15(5):72-94.(in Chinese)
- 韩文龙,张瑞生,赵峰.2024.新质生产力水平测算与中国经济增长新动能[J].数量经济技术经济研究,41(6):5-25.HAN W L,ZHANG R S,ZHAO F.2024.The measurement of new quality productivity and new driving force of the Chinese economy[J].Journal of Quantitative & Technological Economics,41(6):5-25.(in Chinese)
- 江艇.2022.因果推断经验研究中的中介效应与调节效应[J].中国工业经济,(5):100-120.JIANG T.2022.Mediating effects and moderating effects in causal inference[J].China Industrial Economics,(5):100-120.(in Chinese)
- 蒋永穆,乔张媛.2024.新质生产力发展评价指标体系构建[J].经济体制改革,(3):5-15.JIANG Y M,QIAO Z Y.2024.Construction of evaluation index system for new quality productive forces development[J].Reform of Economic System,(3):5-15.(in Chinese)
- 蒋永穆,孙小嵛,乔张媛.2024.中国式现代化视域下发展新质生产力的重大意义、基本框架与实现路径[J].管理学刊,37(3):1-15.JIANG Y M,SUN X Y,QIAO Z Y.2024.The significance,basic framework and realization path of developing new quality productivity from the perspective of Chinese-style modernization[J].Journal of Management,37(3):1-15.(in Chinese)
- 孔东民,石政,林爽.2025.公共数据要素能提高企业劳动收入份额吗——基于建立公共数据开放平台的准自然实验[J].财贸经济,46(4):77-94.KONG D M,SHI Z,LIN S.2025.Can public data elements increase firms' labor income share?A quasi-natural experiment based on the establishment of open platforms for public data[J].Finance & Trade Economics,46(4):77-94.(in Chinese)
- 李帮喜,刘充,陈亮.2024a.中国经济发展中的“实体—虚拟”关系——基于马克思社会总资本再生产理论的拓展[J].中国社会科学,(12):23-43,199-200.LI B X,LIU C,CHEN L.2024b.The “real-virtual” relationship in China's economic development:An extension of Marx's theory on the reproduction of aggregate social capital[J].Social Sciences in China,(12):23-43,199-200.(in Chinese)
- 李帮喜,夏锦清,冯志轩.2024b.收入分配、产能利用率与经济增长[J].经济研究,59(8):189-208.LI B X,XIA J Q,FENG Z X.2024a.Income distribution,capacity utilization rate and economic growth[J].Economic Research Journal,59(8):189-208.(in Chinese)
- 李荣华,王娇娇,张磊.2025.公共数据开放的新质生产力效应——基于企业数字创新视角[J/OL].财经研究,网络首发.https://doi.org/10.16538/j.cnki.jfe.20250216.101.LI R H,WANG J J,ZHANG L.2025.The new quality productive forces effect of public data opening:Based on the perspective of enterprise digital innovation[J/OL].Journal of Finance and Economics,online first.https://doi.org/10.16538/j.cnki.jfe.20250216.101.(in Chinese)
- 李弦.2024.数据要素赋能新质生产力的理论逻辑与实践进路——基于马克思劳动过程理论的分析[J].上海经济研究,(5):25-36.LI X.2024.A study on the theoretical logic and practical progression of data elements empowering new quality productive forces—An analysis based on Marx's labor process theory[J].Shanghai Journal of Economics,(5):25-36.(in Chinese)
- 李政,廖晓东.2023.发展“新质生产力”的理论、历史和现实“三重”逻辑[J].政治经济学评论,14(6):146-159.LI Z,LIAO X D.2023.The theoretical,historical,and realistic “triple” logics of developing “new quality productivity”[J].China Review of Political Economy,14(6):146-159.(in Chinese)
- 刘传明,马青山.2020.网络基础设施建设对全要素生产率增长的影响研究——基于“宽带中国”试点政策的准自然实验[J].中国人口科学,(3):75-88,127-128.LIU C M,MA Q S.2020.Research on the influence of network infrastructure construction on total factor productivity growth:A quasi-natural experiment of “broadband China” pilot policy[J].Chinese Journal of Population Science,(3):75-88,127-128.(in Chinese)
- 刘瑞,郑霖豪,陈哲昂.2024.新质生产力保障国家经济安全的内在逻辑和战略构想[J].上海经济研究,(1):40-47.LIU R,ZHENG L H,CHEN Z A.2024.Internal logic and strategic conception of new quality productivity ensuring national economic security[J].Shanghai Journal of Economics,(1):40-47.(in Chinese)
- 刘志伟,张秋生.2024.数据要素赋能企业投资效率研究——基于公共数据开放的准自然实验[J].经济学家,(9):42-52.LIU Z W,ZHANG Q S.2024.Research on data elements empowering corporate investment efficiency—On a quasi-natural experiment of government data platform access[J].Economist,(9):42-52.(in Chinese)
- 卢江,郭子昂,王煜萍.2024.新质生产力发展水平、区域差异与提升路径[J].重庆大学学报(社会科学版),30(3):1-17.LU J,GUO Z A,WANG Y P.2024.Levels of development of new quality productivity,regional differences and paths to enhancement[J].Journal of Chongqing University (Social Science Edition),30(3):1-17.(in Chinese)
- 马克思,恩格斯.2009a.马克思恩格斯文集(第5卷)[M].中共中央马克思恩格斯列宁斯大林著作编译局,译.北京:人民出版社.
- 马克思,恩格斯.2009b.马克思恩格斯文集(第7卷)[M].中共中央马克思恩格斯列宁斯大林著作编译局,译.北京:人民出版社.
- 马克思,恩格斯.2009c.马克思恩格斯文集(第8卷)[M].中共中央马克思恩格斯列宁斯大林著作编译局,译.北京:人民出版社.
- 彭远怀.2023.政府数据开放的价值创造作用:企业全要素生产率视角[J].数量经济技术经济研究,40(9):50-70.PENG Y H.2023.The value creation role of open government data:The perspective of firm's total factor productivity[J].Journal of Quantitative & Technological Economics,40(9):50-70.(in Chinese)
- 任保平.2024.生产力现代化转型形成新质生产力的逻辑[J].经济研究,59(3):12-19.REN B P.2024.The logic of modernizing and transforming productive forces to form new qualitative productive forces[J].Economic Research Journal,59(3):12-19.(in Chinese)
- 沈坤荣,金童谣,赵倩.2024.以新质生产力赋能高质量发展[J].南京社会科学,(1):37-42.SHEN K R,JIN T Y,ZHAO Q.2024.To energize high-quality development by new-quality productivity[J].Nanjing Journal of Social Sciences,(1):37-42.(in Chinese)
- 沈坤荣,林剑威.2025.链“岛”成“陆”:公共数据开放的技术创新效应研究[J].管理世界,41(2):83-104.SHEN K R,LIN J W.2025.Linking islands into continent:The impact of public data openness on technological innovation[J].Journal of Management World,41(2):83-104.(in Chinese)
- 谌仁俊,周双双.2022.节能目标政策与区域协调发展:来自中国企业的证据[J].世界经济,45(7):205-232.SHEN R J,ZHOU S S.2022.Energy-saving target policies and regional coordinated development:Evidence from Chinese firms[J].The Journal of World Economy,45(7):205-232.(in Chinese)
- 宋佳,张金昌,潘艺.2024.ESG发展对企业新质生产力影响的研究——来自中国A股上市企业的经验证据[J].当代经济管理,46(6):1-11.SONG J,ZHANG J C,PAN Y.2024.Research on the impact of ESG development on new quality productive forces of enterprises—Empirical evidence from Chinese A-share listed companies[J].Contemporary Economic Management,46(6):1-11.(in Chinese)
- 王珏.2024.新质生产力:一个理论框架与指标体系[J].西北大学学报(哲学社会科学版),54(1):35-44.WANG J.2024.New productive forces:A theoretical frame and index system[J].Journal of Northwest University (Philosophy and Social Sciences Edition),54(1):35-44.(in Chinese)
- 魏崇辉.2023 新质生产力的基本意涵、历史演进与实践路径[J].理论与改革,(6):25-38.WEI C H.2023.The basic meaning,historical evolution and practical path of new quality productivity[J].Theory and Reform,(6):25-38.(in Chinese)
- 吴非,胡慧芷,林慧妍,等.2021.企业数字化转型与资本市场表现——来自股票流动性的经验证据[J].管理世界,37(7):130-144.WU F,HU H Z,LIN H Y,et al.2021.Enterprise digital transformation and capital market performance:Empirical evidence from stock liquidity[J].Journal of Management World,37(7):130-144.(in Chinese)
- 谢康,夏正豪,肖静华.2020.大数据成为现实生产要素的企业实现机制:产品创新视角[J].中国工业经济,(5):42-60.XIE K,XIA Z H,XIAO J H.2020.The enterprise realization mechanism of big data becoming a real production factor:From the product innovation perspective[J].China Industrial Economics,(5):42-60.(in Chinese)
- 许恒,王申.2025.数字平台自我优待的经济分析:竞争机理与福利效应[J].管理世界,41(4):72-90,111.XU H,WANG S.2025.Economic analysis of self-preferencing by digital platforms:Competition mechanism and welfare effects[J].Journal of Management World,41(4):72-90,111.(in Chinese)
- 杨林,和欣,顾红芳.2020.高管团队经验、动态能力与企业战略突变:管理自主权的调节效应[J].管理世界,36(6):168-188,201.YANG L,HE X,GU H F.2020.Top management team's experiences,dynamic capabilities and firm's strategy mutation:Moderating effect of managerial discretion[J].Journal of Management World,36(6):168-188,201.(in Chinese)
- 叶永卫,余田田,陶云清,等.2025.政府数据要素共享的稳投资效应:来自公共数据开放平台的证据[J].数量经济技术经济研究,42(1):136-156.YE Y W,YU T T,TAO Y Q,et al.2025.Stabilizing investment effect of government data elements sharing:Evidence from the launch of public data platform[J].Journal of Quantitative & Technological Economics,42(1):136-156.(in Chinese)
- 于蔚,汪淼军,金祥荣.2012.政治关联和融资约束:信息效应与资源效应[J].经济研究,47(9):125-139.YU W,WANG M J,JIN X R.2012.Political connection and financing constraints:Information effect and resource effect[J].Economic Research Journal,47(9):125-139.(in Chinese)
- 于文超,梁平汉,高楠.2020.公开能带来效率吗?——政府信息公开影响企业投资效率的经验研究[J].经济学(季刊),19(3):1041-1058.YU W C,LIANG P H,GAO N.2020.Can higher level of disclosure bring greater efficiency?—The empirical research on the effect of government information disclosure on firm's investment efficiency[J].China Economic Quarterly,19(3):1041-1058.(in Chinese)
- 曾立,谢鹏俊.2023.加快形成新质生产力的出场语境、功能定位与实践进路[J].经济纵横,(12):29-37.ZENG L,XIE P J.2023.Accelerating the formation of emergence context,functional positioning,and advancing path of new quality productivity[J].Economic Review Journal,(12):29-37.(in Chinese)
- 张莉,林安然.2023.中国地方政府数据开放与经济发展质量[J].公共行政评论,16(2):120-137,198-199.ZHANG L,LIN A R.2023.Local government data openness and the quality of economic development in China[J].Journal of Public Administration,16(2):120-137,198-199.(in Chinese)
- 张秀娥,王卫,于泳波.2025.数智化转型对企业新质生产力的影响研究[J/OL].科学学研究,网络首发.https://doi.org/10.16192/j.cnki.1003-2053.20240518.003.ZHANG X E,WANG W,YU Y B.2025.Research on the influence of digital intelligence transformation on the new quality productivity of enterprises[J/OL].Studies in Science of Science,online first.https://doi.org/10.16192/j.cnki.1003-2053.20240518.003.(in Chinese)
- 赵涛,张智,梁上坤.2020.数字经济、创业活跃度与高质量发展——来自中国城市的经验证据[J].管理世界,36(10):65-76.ZHAO T,ZHANG Z,LIANG S K.2020.Digital economy,entrepreneurship,and high-quality economic development:Empirical evidence from urban China[J].Journal of Management World,36(10):65-76.(in Chinese)
- 周文,何雨晴.2024.新质生产力:中国式现代化的新动能与新路径[J].财经问题研究,(4):3-15.ZHOU W,HE Y Q.2024.New quality productive forces:New driving force and new path for Chinese modernization[J].Research on Financial and Economic Issues,(4):3-15.(in Chinese)
- 周文,李雪艳.2024.加快形成与新质生产力相适应的新型生产关系:理论逻辑与现实路径[J].政治经济学评论,15(4):84-99.ZHOU W,LI X Y.2024.Accelerating the formation of new relations of production compatible with the new quality productive forces:Theoretical logic and practical path[J].China Review of Political Economy,15(4):84-99.(in Chinese)
- 周文,许凌云.2023.论新质生产力:内涵特征与重要着力点[J].改革,(10):1-13.ZHOU W,XU L Y.2023.On new quality productivity:Connotative characteristics and important focus[J].Reform,(10):1-13.(in Chinese)
- CHEN K X,ZHANG S S.2024.How does open public data impact enterprise digital transformation?[J].Economic Analysis and Policy,83:178-190.
- CHEN X F,CAI G S.2011.Joint logistics and financial services by a 3PL firm[J].European Journal of Operational Research,214(3):579-587.
- FREYALDENHOVEN S,HANSEN C,SHAPIRO J M.2019.Pre-event trends in the panel event-study design[J].American Economic Review,109(9):3307-3338.
- GHASEMAGHAEI M,CALIC G.2019.Does big data enhance firm innovation competency?The mediating role of data-driven insights[J].Journal of Business Research,104:69-84.
- MüLLER O,FAY M,vom BROCKE J.2018.The effect of big data and analytics on firm performance:An econometric analysis considering industry characteristics[J].Journal of Management Information Systems,35(2):488-509.
- NAGARAJ A.2021.The private impact of public data:Landsat satellite maps increased gold discoveries and encouraged entry[J].Management Science,68(1):564-582.