Research Topics and Research Paradigms in Academic Research of Digital Economics
Feng Guo;Youbin Cao;
Abstract:
Profound digital transformation is one of the most significant features of the current economic society, which has also ignited a surge of academic research in the digital economics in China. However, there are several prominent issues that need to be reflected upon in the current related research: overly macroscopic indicator measurement, excessive focus on “big and comprehensive” research objects, failure to highlight the core characteristics of the digital economics in research perspectives, and lagging behind in research data and techniques.To address these issues, future research should focus on the following areas: transforming from “big and comprehensive” to “small and precise” in research objects, revealing the new changes in economic and social relationships in the digital economy era through the core characteristics of the digital economics in research perspectives; widely using multi-source big data deeply penetrated by the digital economy in research data; and embracing cutting-edge technical methods to support empirical research in research techniques. Utilizing the big data and new technologies such as artificial intelligence generated by the penetration of the digital economy, and examining and analyzing the new changes in economic and social relationships under the influence of the digital economy from the core characteristics of the digital economics, is the most ideal research paradigm for the digital economics.
Key Words:
Foundation: 国家自然科学基金面上项目(批准号:72473091);; 上海市曙光学者项目(批准号:24SG33);; 上海市社会科学规划课题(批准号:2023ZJB006);; 上海市教委人工智能促进研范式变革赋能学科跃升计划;; 中央高校基本科研业务费专项资金(批准号:CXJJ-2024-349)的资助
Authors: Feng Guo;Youbin Cao;
References:
- 柏培文,张云.2021.数字经济、人口红利下降与中低技能劳动者权益[J].经济研究,56(5):91-108.Bai P W,Zhang Y.2021.Digital economy,declining demographic dividends and the rights and interests of low- and medium-skilled labor[J].Economic Research Journal,56(5):91-108.(in Chinese) 毕青苗,徐现祥.2024.数字政府如何提高政府效率——来自政务一体机的证据[J].经济学报,11(3):243-274.Bi Q M,Xu X X.2024.How does digital government promote government efficiency—Evidence from automatic government service machine[J].China Journal of Economics,11(3):243-274.(in Chinese) 陈梦根,周元任.2022.数字不平等研究新进展[J].经济学动态,(4):123-139.Chen M G,Zhou Y R.2022.Latest research progress on digital inequality[J].Economic Perspectives,(4):123-139.(in Chinese) 陈楠,蔡跃洲.2022.人工智能、承接能力与中国经济增长——新“索洛悖论”和基于AI专利的实证分析[J].经济学动态,(11):39-57.Chen N,Cai Y Z.2022.AI,accommodating capacity and economic growth in China—The new “solow paradox” and an empirical analysis using the AI patent data[J].Economic Perspectives,(11):39-57.(in Chinese) 陈强远,崔雨阳,蔡卫星.2024.数字政府建设与城市治理质量:来自公共安全部门的证据[J].数量经济技术经济研究,41(11):132-154.Chen Q Y,Cui Y Y,Cai W X.2024.How does digital government construction affect government governance capacity?evidence from the public safety sector[J].Journal of Quantitative & Technological Economics,41(11):132-154.(in Chinese) 陈晓红,李杨扬,宋丽洁,等.2022.数字经济理论体系与研究展望[J].管理世界,38(2):208-224.Chen X H,Li Y Y,Song L J,et al.2022.Theoretical framework and research prospect of digital economy[J].Journal of Management World,38(2):208-224.(in Chinese) 陈中飞,江康奇,殷明美.2022.数字化转型能缓解企业“融资贵”吗[J].经济学动态,(8):79-97.Chen Z F,Jiang K Q,Yin M M.2022.Can digital transformation reduce the financing cost of enterprises?[J].Economic Perspectives,(8):79-97.(in Chinese) 方福前,田鸽,张勋.2023.数字基础设施与代际收入向上流动性——基于“宽带中国”战略的准自然实验[J].经济研究,58(5):79-97.Fang F Q,Tian G,Zhang X.2023.Digital infrastructure and the intergenerational income upward mobility:The quasi-natural experiment based on “Broadband China”[J].Economic Research Journal,58(5):79-97.(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):124-141.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):124-141.(in Chinese) 郭峰,孔涛,王靖一.2017.互联网金融空间集聚效应分析——来自互联网金融发展指数的证据[J].国际金融研究,(8):75-85.Guo F,Kong T,Wang J Y.2017.The spatial agglomeration effect of internet finance—Evidence from the financial development index[J].Studies of International Finance,(8):75-85.(in Chinese) 郭峰,王靖一,王芳,等.2020.测度中国数字普惠金融发展:指数编制与空间特征[J].经济学(季刊),19(4):1401-1418.Guo F,Wang J Y,Wang F,et al.2020.Measuring China's digital financial inclusion:Index compilation and spatial characteristics[J].China Economic Quarterly,19(4):1401-1418.(in Chinese) 郭峰,熊云军.2021.中国数字普惠金融的测度及其影响研究:一个文献综述[J].金融评论,13(6):12-23,117-118.Guo F,Xiong Y J.2021.Measurement and impact of digital financial inclusion in China:A literature review[J].Chinese Review of Financial Studies,13(6):12-23,117-118.(in Chinese) 郭峰,陶旭辉.2023.机器学习与社会科学中的因果关系:一个文献综述[J].经济学(季刊),23(1):1-17.Guo F,Tao X H.2023.Machine learning and causal relationship in social science:A literature review[J].China Economic Quarterly,23(1):1-17.(in Chinese) 郭峰,曹友斌,熊云军,等.2023a.国家级新区设立与企业空间布局:基于镇级面板数据的分析[J].经济研究,58(8):191-208.Guo F,Cao Y B,Xiong Y J,et al.2023a.Establishment of national new area and spatial distribution of firms:An analysis based on township-level panel data[J].Economic Research Journal,58(8):191-208.(in Chinese) 郭峰,熊云军,石庆玲,等.2023b.数字经济与行政边界地区经济发展再考察——来自卫星灯光数据的证据[J].管理世界,39(4):16-32.Guo F,Xiong Y J,Shi Q L,et al.2023b.The re-estimation of digital economy and economic development in administrative border areas:Evidence from nighttime light data[J].Journal of Management World,39(4):16-32.(in Chinese) 洪俊杰,李研,杨曦.2024.数字经济与收入差距:数字经济核心产业的视角[J].经济研究,59(5):116-131.Hong J J,Li Y,Yang X.2024.Digital economy and income gap:From the perspective of core industries in the digital economy[J].Economic Research Journal,59(5):116-131.(in Chinese) 洪永淼,汪寿阳.2020.数学、模型与经济思想[J].管理世界,36(10):15-26.Hong Y M,Wang S Y.2020.Mathematics,model and economic thought[J].Journal of Management World,36(10):15-26.(in Chinese) 洪永淼,汪寿阳.2021.大数据如何改变经济学研究范式?[J].管理世界,37(10):40-55,72.Hong Y M,Wang S Y.2021.How is big data changing economic research paradigms?[J].Journal of Management World,37(10):40-55,72.(in Chinese) 胡增玺,马述忠.2023.市场一体化对企业数字创新的影响——兼论数字创新衡量方法[J].经济研究,58(6):155-172.Hu Z X,Ma S Z.2023.The impact of market integration on firm digital innovation:An analysis on digital innovation measurement methods[J].Economic Research Journal,58(6):155-172.(in Chinese) 黄勃,李海彤,刘俊岐,等.2023.数字技术创新与中国企业高质量发展——来自企业数字专利的证据[J].经济研究,58(3):97-115.Huang B,Li H T,Liu J Q,et al.2023.Digital technology innovation and the high-quality development of Chinese enterprises:Evidence from enterprise's digital patents[J].Economic Research Journal,58(3):97-115.(in Chinese) 黄群慧,余泳泽,张松林.2019.互联网发展与制造业生产率提升:内在机制与中国经验[J].中国工业经济,(8):5-23.Huang Q H,Yu Y Z,Zhang S L.2019.Internet development and productivity growth in manufacturing industry:Internal mechanism and China experiences[J].China Industrial Economics,(8):5-23.(in Chinese) 黄益平,黄卓.2018.中国的数字金融发展:现在与未来[J].经济学(季刊),17(4):1489-1502.Huang Y P,Huang Z.2018.The development of digital finance in China:Present and Future[J].China Economic Quarterly,17(4):1489-1502.(in Chinese) 黄卓,陶云清,刘兆达,等.2024.智能制造如何提升企业产能利用率——基于产消合一的视角[J].管理世界,40(5):40-57.Huang Z,Tao Y Q,Liu Z D,et al.2024.How does intelligent manufacturing improve enterprise capacity utilization?based on the perspective of integration of production and consumption[J].Journal of Management World,40(5):40-57.(in Chinese) 焦豪,崔瑜,张亚敏.2023.数字基础设施建设与城市高技能创业人才吸引[J].经济研究,58(12):150-166.Jiao H,Cui Y,Zhang Y M.2023.Digital infrastructure construction and urban attraction for high-skilled migrant entrepreneurial talents[J].Economic Research Journal,58(12):150-166.(in Chinese) 金星晔,左从江,方明月,等.2024.企业数字化转型的测度难题:基于大语言模型的新方法与新发现[J].经济研究,59(3):34-53.Jin X Y,Zuo C J,Fang M Y,et al.2024.Measurement problem of enterprise digital transformation:New methods and findings:Based on large language models[J].Economic Research Journal,59(3):34-53.(in Chinese) 李兵,郭冬梅,刘思勤.2019.城市规模、人口结构与不可贸易品多样性——基于“大众点评网”的大数据分析[J].经济研究,54(1):150-164.Li B,Guo D M,Liu S Q,et al.2019.City size,internal migration and non-tradable goods variety:Evidence from Meituan-Dianping[J].Economic Research Journal,54(1):150-164.(in Chinese) 李健,赵乐欣,姚能志,等.2024.数字经济与企业创新迎合行为:信息缓解政策扭曲效应的实证研究[J].数量经济技术经济研究,41(7):134-154.Li J,Zhao L X,Yao N Z,et al.2024.Digital economy and firms' innovation catering behavior:An empirical study on information alleviating the distortion effects of policies[J].Journal of Quantitative & Technological Economics,41(7):134-154.(in Chinese) 李江一,荔迪.2023.移动社交网络的知识溢出效应——信息红利还是数字鸿沟?[J].统计研究,40(10):69-82.Li J Y,Li D.2023.Knowledge spillover effect of mobile social networks:Information dividend or digital divide?[J].Statistical Research,40(10):69-82.(in Chinese) 李三希,黄卓.2022.数字经济与高质量发展:机制与证据[J].经济学(季刊),22(5):1699-1716.Li S X,Huang Z.2022.Digital economy and high-quality development:Mechanisms and evidence[J].China Economic Quarterly,22(5):1699-1716.(in Chinese) 马彪,张琛,郭军,等.2023.电子商务会促进农户家庭的消费吗?——基于“电子商务进农村综合示范”项目的准自然实验研究[J].经济学(季刊),23(5):1846-1864.Ma B,Zhang C,Guo J,et al.2023.Does e-commerce increase the consumption of rural households?—A quasi-experiment of “National Rural E-commerce Comprehensive Demonstration Policy”[J].China Economic Quarterly,23(5):1846-1864.(in Chinese) 毛丰付,张帆.2021.中国地区数字经济的演变:1994~2018[J].数量经济技术经济研究,38(7):3-25.Mao F F,Zhang F.2021.The evolution of regional digital economy in China:1994~2018[J].Journal of Quantitative & Technological Economics,38(7):3-25.(in Chinese) 戚聿东,肖旭.2020.数字经济时代的企业管理变革[J].管理世界,36(6):135-152+250.Qi Y D,Xiao X.2020.Transformation of enterprise management in the era of digital economy[J].Journal of Management World,(6):135-152+250.(in Chinese) 石庆玲,郭峰.2017.检索优势、论文标题与互联网时代的论文影响力——来自中国经济学权威期刊的证据[J].世界经济文汇,(1):99-120.Shi Q L,Guo F.2017.Search advantage,paper titles and academic influence in the internet era:Evidence from Chinese economics journals[J].World Economic Papers,(1):99-120.(in Chinese) 孙伟增,毛宁,兰峰,等.2023.政策赋能、数字生态与企业数字化转型——基于国家大数据综合试验区的准自然实验[J].中国工业经济,(9):117-135.Sun W Z,Mao N,Lan F,et al.2023.Policy empowerment,digital ecosystem and enterprise digital transformation:A quasi natural experiment based on the national big data comprehensive experimental zone[J].China Industrial Economics,(9):117-135.(in Chinese) 孙伟增,张柳钦,万广华,等.2024.政务服务一体化对资本流动的影响研究——兼论政府在全国统一大市场建设中的作用[J].管理世界,40(7):46-60.Sun W Z,Zhang L Q,Wan G H,et al.2024.The impact of government service integration on capital flows:A discussion on the function of the government in constructing a unified national market[J].Journal of Management World,40(7):46-60.(in Chinese) 唐松,伍旭川,祝佳.2020.数字金融与企业技术创新——结构特征、机制识别与金融监管下的效应差异[J].管理世界,36(5):52-66+9.Tang S,Wu X C,Zhu J.2020.Digital finance and enterprise technology innovation:Structural feature,mechanism identification and effect difference under financial supervision[J].Journal of Management World,(5):52-66+9.(in Chinese) 万广华,宋婕,左丛民,等.2024.中国式现代化视域下数字经济的共同富裕效应:方法与证据[J].经济研究,59(6):29-48.Wan G H,Song J,Zuo C M,et al.2024.Common prosperity effect of the digital economy in the context of Chinese modernization:Methods and evidence[J].Economic Research Journal,59(6):29-48.(in Chinese) 王镝,章扬.2024.企业数字化转型、策略性绿色创新与企业环境表现[J].经济研究,59(10):113-131.Wang D,Zhang Y.2024.Corporate digital transformation,strategic green innovation and corporate environmental performance[J].Economic Research Journal,59(10):113-131.(in Chinese) 王靖一,黄益平.2018.金融科技媒体情绪的刻画与对网贷市场的影响[J].经济学季刊,17(4):1623-1650.Wang J Y,Huang Y P.2018.Characterizing the media sentiment on FinTech and its impact on online lending market[J].China Economic Quarterly,17(4):1623-1650.(in Chinese) 王林辉,钱圆圆,周慧琳,等.2023.人工智能技术冲击和中国职业变迁方向[J].管理世界,39(11):74-93.Wang L H,Qian Y Y,Zhou H L,et al.2023.Artificial intelligence shocks and the direction of occupational change in China[J].Journal of Management World,39(11):74-93.(in Chinese) 王奇,牛耕,赵国昌.2021.电子商务发展与乡村振兴:中国经验[J].世界经济,44(12):55-75.Wang Q,Niu G,Zhao G C.2021.E-commerce development and rural revitalization:Evidence from China[J].The Journal of World Economy,44(12):55-75.(in Chinese) 王修华,赵亚雄.2022.数字金融发展与城乡家庭金融可得性差异[J].中国农村经济,(1):44-60.Wang X H,Zhao Y X.2022.The development of digital finance and differences in financial availability between urban and rural households[J].Chinese Rural Economy,(1):44-60.(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) 鲜祖德,王天琪.2022.中国数字经济核心产业规模测算与预测[J].统计研究,39(1):4-14.Xian Z D,Wang T Q.2022.Measurement and prediction of the scale of the core industries in China's digital economy[J].Statistical Research,39(1):4-14.(in Chinese) 许宪春,张美慧.2020.中国数字经济规模测算研究——基于国际比较的视角[J].中国工业经济,(5):23-41.Xu X C,Zhang M H.2020.Research on the scale measurement of China's digital economy—Based on the perspective of international comparison[J].China Industrial Economics,(5):23-41.(in Chinese) 杨汝岱,李艳,孟珊珊.2023.企业数字化发展、全要素生产率与产业链溢出效应[J].经济研究,58(11):44-61.Yang R D,Li Y,Meng S S.2023.Corporate digitization development,total factor productivity and industrial Chain spillover effects[J].Economic Research Journal,58(11):44-61.(in Chinese) 姚加权,张锟澎,郭李鹏,等.2024.人工智能如何提升企业生产效率?——基于劳动力技能结构调整的视角[J].管理世界,40(2):101-116,133.Yao J Q,Zhang K P,Guo L P,et al.2024.How does artificial intelligence improve firm productivity?based on the perspective of labor skill structure adjustment[J].Journal of Management World,40(2):101-116,133.(in Chinese) 余典范,龙睿,王超.2023.数字经济与边界地区污染治理[J].经济研究,58(11):172-189.Yu D F,Long R,Wang C.2023.Digital economy and pollution control in border areas[J].Economic Research Journal,58(11):172-189.(in Chinese) 袁淳,肖土盛,耿春晓,等.2021.数字化转型与企业分工:专业化还是纵向一体化[J].中国工业经济,(9):137-155.Yuan C,Xiao T S,Geng C X,et al.2021.Digital transformation and division of labor between enterprises:Vertical specialization or vertical integration[J].China Industrial Economics,(9):137-155.(in Chinese) 张洪胜,谢月星,杨高举.2023.制度型开放与消费者福利增进——来自跨境电商综试区的证据[J].经济研究,58(8):155-173.Zhang H S,Xie Y X,Yang G J.2023.Institutional opening up and consumer welfare enhancement:Based on the evidence of cross-border e-commerce comprehensive pilot zones[J].Economic Research Journal,58(8):155-173.(in Chinese) 张勋,万广华,张佳佳,等.2019.数字经济、普惠金融与包容性增长[J].经济研究,54(8):71-86.Zhang X,Wan G H,Zhang J J,et al.2019.Digital economy,financial inclusion,and inclusive growth[J].Economic Research Journal,54(8):71-86.(in Chinese) 张勋,杨桐,汪晨,等.2020.数字金融发展与居民消费增长:理论与中国实践[J].管理世界,36(11):48-62.Zhang X,Yang T,Wang C,et al.2020.Digital finance and household consumption:Theory and evidence from China[J].Journal of Management World,36(11):48-62.(in Chinese) 张勋,杨紫,谭莹.2023.数字经济、家庭分工与性别平等[J].经济学(季刊),23(1):125-141.Zhang X,Yang Z,Tan Y.2023.Digital economy,household labor division,and gender equality[J].China Economic Quarterly,23(1):125-141.(in Chinese) 张一凡,许宪春.2024.数字经济相关指数和指标体系研究[J].财贸经济,45(4):5-19.Zhang Y F,Xu X C.2024.A review of research on digital economy-related indices and indicator systems[J].Finance & Trade Economics,45(4):5-19.(in Chinese) 张叶青,陆瑶,李乐芸.2021.大数据应用对中国企业市场价值的影响——来自中国上市公司年报文本分析的证据[J].经济研究,56(12):42-59.Zhang Y Q,Lu Y,Li L Y.2021.Effects of big data on firm value in China:Evidence from textual analysis of Chinese listed firms' annual reports[J].Economic Research Journal,56(12):42-59.(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):65-75.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):65-75.(in Chinese) 甄红线,王玺,方红星.2023.知识产权行政保护与企业数字化转型[J].经济研究,58(11):62-79.Zhen H X,Wang X,Fang H X.2023.Administrative protection of intellectual property rights and corporate digital transformation[J].Economic Research Journal,58(11):62-79.(in Chinese) 郑建东,吕晓亮,吕斌,等.2022.社交媒体平台信息交互与资本市场定价效率——基于股吧论坛亿级大数据的证据[J].数量经济技术经济研究,39(11):91-112.Zheng J D,Lü X L,Lü B,et al.2022.Information interaction on social media platforms and capital market pricing efficiency:Evidence from big data of stock message board[J].Journal of Quantitative & Technological Economics,39(11):91-112.(in Chinese) 郑建东,郭峰.2024.社交媒体对资本市场影响研究进展[J].经济学动态,(8):130-144.Zheng J D,Guo F.2024.Research progress on the impact of social media on capital markets[J].Economic Perspectives,(8):130-144.(in Chinese) 周闻宇,袁哲,周默涵,等.2025.空气污染如何影响线上消费——来自淘系电商平台的证据[J].数量经济技术经济研究,42(1):178-199.Zhou W Y,Yuan Z,Zhou M H,et al.2025.How does air pollution affect online consumption?evidence from the Taobao E-commerce platform[J].Journal of Quantitative & Technological Economics,42(1):178-199.(in Chinese) 周亚虹,邱子迅,姜帅帅,等.2024.数字经济发展与农村共同富裕:电子商务与数字金融协同视角[J].经济研究,59(7):54-71.Zhou Y H,Qiu Z X,Jiang S S,et al.2024.Development of the digital economy and common prosperity in rural areas:A collaborative perspective of e-commerce and digital finance[J].Economic Research Journal,59(7):54-71.(in Chinese) Akerman A,Leuven E,Mogstad M.2022.Information frictions,internet,and the relationship between distance and trade[J].American Economic Journal:Applied Economics,14(1):133-163. Bailey M,Cao R Q,Kuchler T,et al.2018.The economic effects of social networks:Evidence from the housing market[J].Journal of Political Economy,126(6):2224-2276. Barbaglia L,Manzan S,Tosetti E.2023.Forecasting loan default in Europe with machine learning[J].Journal of Financial Econometrics,21(2):569-596. Chen Y T.2024.Does the gig economy discriminate against women?Evidence from physicians in China[J].Journal of Development Economics,169:103275. Chu J H,Duan Y G,Yang X L,et al.2020.The last mile matters:Impact of Dockless bike sharing on subway housing price premium[J].Management Science,67(1):297-316. Goldfarb A,Tucker C.2019.Digital economics[J].Journal of Economic Literature,57(1):3-43. Hansen S,McMahon M,Prat A.2018.Transparency and deliberation within the FOMC:A computational linguistics approach[J].The Quarterly Journal of Economics,133(2):801-870. Lendle A,Olarreaga M,Schropp S,et al.2016.There goes gravity:eBay and the death of distance[J].The Economic Journal,126(591):406-441. Mueller H,Rauh C.2018.Reading between the lines:Prediction of political violence using newspaper text[J].American Political Science Review,112(2):358-375. Zhong Z M,Zhou W Y,Li J W,et al.2024.Regional poverty alleviation partnership and E-commerce trade[J].Marketing Science,doi:10.1287/mksc.2023.0214.
- ① 中国国家统计局等官方部门并未披露过我国数字经济的增加值规模,仅在不同时间点公布过数字经济核心产业增加值数据。例如,根据《“十四五”数字经济发展规划》,2020年我国数字经济核心产业增加值占GDP的比重达7.8%;根据第五次全国经济普查结果,2023年我国数字经济核心产业增加值占GDP的比重为9.9%。因此,本文以中国信息通信研究院的测算结果作为数字经济整体增加值规模的主要参考依据。 (1)检索时间为2025年2月。 (2)以digital economics或digital economy为关键词直接在Web of Science中进行检索,很少能在主流经济学国际权威期刊中检索到这类文献。即使是检索到相关文献,其中的很大部分作者其实也是中国学者。 (3)《数字经济及其核心产业统计分类(2021)》(国家统计局令第33号)。 (4)互联网普及率数据来源于《中国互联网络发展状况统计报告》。
- Feng Guo
- Youbin Cao
- College of Public Finance and Investment
- Shanghai University of Finance and Economics
- Feng Guo
- Youbin Cao
- College of Public Finance and Investment
- Shanghai University of Finance and Economics