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Big data in finance and the growth of large firms

Citations

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Cited by:

  1. Wang, Xiaodong & Deng, Yunfeng & Mao, Xiaomeng, 2025. "The impact of bank digital transformation on enterprises digital technology innovation in China," International Review of Financial Analysis, Elsevier, vol. 102(C).
  2. Tadas Limba & Andrejus Novikovas & Andrius Stankevičius & Antanas Andrulevičius & Manuela Tvaronavičienė, 2020. "Big Data Manifestation in Municipal Waste Management and Cryptocurrency Sectors: Positive and Negative Implementation Factors," Sustainability, MDPI, vol. 12(7), pages 1-14, April.
  3. Jennie Bai & Massimo Massa, 2021. "Is Human-Interaction-based Information Substitutable? Evidence from Lockdown," NBER Working Papers 29513, National Bureau of Economic Research, Inc.
  4. Khan, Habib Hussain & Qureshi, Fiza & Jamali, Dima, 2025. "Digital disruption in financing: Are fintech and bigtech credit reshaping corporate access to capital?," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 103(C).
  5. Zheng, Liyuan & Zhang, Sheng & Gao, Di & Liu, Jingwei, 2025. "How does digital investment drive real-sector engagement? Theoretical and empirical evidence," International Review of Financial Analysis, Elsevier, vol. 108(PB).
  6. Alexander Kohlhas & Vladimir Asriyan, 2025. "The Macroeconomics of Data: Scale, Product Choice, and Pricing in the Information Age," Working Papers 1486, Barcelona School of Economics.
  7. Wu, Qingyang & Li, Shanhong, 2024. "Decarbonization by digits: How data factors drive nonlinear sustainable dynamics in manufacturing," Applied Energy, Elsevier, vol. 374(C).
  8. Zhou, Zhongsheng & Li, Zhuo, 2023. "Corporate digital transformation and trade credit financing," Journal of Business Research, Elsevier, vol. 160(C).
  9. Zhao, Jinsong & Li, Xinghao & Yu, Chin-Hsien & Chen, Shi & Lee, Chi-Chuan, 2022. "Riding the FinTech innovation wave: FinTech, patents and bank performance," Journal of International Money and Finance, Elsevier, vol. 122(C).
  10. Chen, Xian & Liu, Yang & Wen, Fenghua, 2024. "Air pollution and the digital transformation," International Review of Economics & Finance, Elsevier, vol. 96(PC).
  11. Ofori, Isaac K. & Veling, Louise & Cullen, John, 2026. "Frontier Technology Adoption and Inclusive Green Growth in the EU: A Double-edged Sword?," MPRA Paper 127772, University Library of Munich, Germany.
  12. Hong, Liu & Nikbakht, Ehsan & Zhou, Tianpeng, 2023. "Does product market competition affect the adoption of FinTech by non-financial firms?," Finance Research Letters, Elsevier, vol. 54(C).
  13. Shiyang Huang & Yan Xiong & Liyan Yang, 2022. "Skill Acquisition and Data Sales," Management Science, INFORMS, vol. 68(8), pages 6116-6144, August.
  14. Breuer, Matthias & Leuz, Christian & Vanhaverbeke, Steven, 2025. "Reporting regulation and corporate innovation," Journal of Accounting and Economics, Elsevier, vol. 80(1).
  15. Ehsan Valavi & Joel Hestness & Newsha Ardalani & Marco Iansiti, 2022. "Time and the Value of Data," Papers 2203.09118, arXiv.org.
  16. Zhou, Xi & Chen, Shou, 2021. "FinTech innovation regulation based on reputation theory with the participation of new media," Pacific-Basin Finance Journal, Elsevier, vol. 67(C).
  17. Shaofeng Zhang & Zheng Zou & Qinghua Zou, 2025. "Multi-scale quantile connectedness networks under fintech integration: evidence from China’s financial markets," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 12(1), pages 1-16, December.
  18. Yang, Yaqing & Kang, Junqing & Lou, Youcheng, 2026. "Can institutional investors always beat individual investors?," Journal of Financial Markets, Elsevier, vol. 77(C).
  19. Ufuk Akcigit & Sina T. Ates, 2021. "Ten Facts on Declining Business Dynamism and Lessons from Endogenous Growth Theory," American Economic Journal: Macroeconomics, American Economic Association, vol. 13(1), pages 257-298, January.
  20. Youngjin Yoo & Ola Henfridsson & Jannis Kallinikos & Robert Gregory & Gordon Burtch & Sutirtha Chatterjee & Suprateek Sarker, 2024. "The Next Frontiers of Digital Innovation Research," Information Systems Research, INFORMS, vol. 35(4), pages 1507-1523, December.
  21. Yali Li & Gaobin Du & Yilun Lu, 2025. "Management incentives, governance, and digital transformation: effects on financial disclosure integrity," Journal of Economics and Finance, Springer;Academy of Economics and Finance, vol. 49(4), pages 1115-1145, December.
  22. Xu, Heng & Pan, Shiyuan, 2025. "Policy combinations, high-quality population development, and China's economic growth: An endogenous fertility model," Economic Modelling, Elsevier, vol. 151(C).
  23. Surabhi R & Shiva Kumar, 2024. "Evolution of FinTech: A Systematic Literature Review," Nowoczesne Systemy Zarządzania. Modern Management Systems, Military University of Technology, Faculty of Security, Logistics and Management, Institute of Organization and Management, issue 2, pages 49-62.
  24. Wu, Shan & Zou, Mengqi & Jin, Tongen, 2025. "Data element marketization and corporate investment efficiency: Evidence from China," International Review of Financial Analysis, Elsevier, vol. 104(PA).
  25. Bianco, Timothy & Herrera, Ana María, 2025. "Monetary policy and credit flows: A tale of two effective lower bounds," Journal of Economic Dynamics and Control, Elsevier, vol. 175(C).
  26. Anh Tuan Bui & Thu Phuong Pham, 2022. "Correction: Bui, A.T.; Pham, T.P. Financial and Labour Obstacles and Firm Employment: Evidence from Europe and Central Asia Firms. Sustainability 2021, 13 , 8650," Sustainability, MDPI, vol. 14(1), pages 1-1, January.
  27. Chen, Muzi & Li, Geng & Li, Nan & Yang, Xiaoguang & Trainor, William J., 2025. "Impact of regional digital economy on default recovery: Evidence from China," International Review of Economics & Finance, Elsevier, vol. 101(C).
  28. Mirza Fahim Ahmed & Ishter Mahal, 2025. "A Review on the Application & Influence of Big Data in the Financial Institutions," International Journal of Research and Scientific Innovation, International Journal of Research and Scientific Innovation (IJRSI), vol. 12(2), pages 208-229, February.
  29. Yang ZHANG & Ziang QIU Ziang & Donghyun PARK & Shu TIAN, 2026. "Role of Artificial Intelligence in Finance: Selective Literature Review and Implications for Asia's Financial Stability," Working Papers wp61, South East Asian Central Banks (SEACEN) Research and Training Centre, revised Feb 2026.
  30. Xu, Yuanbin & Wei, Yuan & Zeng, Xin & Yu, Haiqing & Chen, Hongjie, 2024. "Big data development and labor income share: Evidence from China's national big data comprehensive pilot zones," Economic Analysis and Policy, Elsevier, vol. 84(C), pages 1415-1437.
  31. Isaac Baley & Laura Veldkamp, 2021. "Bayesian learning," Economics Working Papers 1797, Department of Economics and Business, Universitat Pompeu Fabra.
  32. Li, Bin & Sun, Jiawei & Xu, Lei & Guo, Fei, 2026. "Fintech engagement by non-financial firms and the speed of capital structure adjustment," Pacific-Basin Finance Journal, Elsevier, vol. 95(C).
  33. Wu, Shan & Pan, Xiaoya & Wang, Fan, 2025. "Can the synergy between FinTech and data element market development enhance credit allocation efficiency?," International Review of Economics & Finance, Elsevier, vol. 103(C).
  34. Andrei, Daniel & Mann, William & Moyen, Nathalie, 2019. "Why did the q theory of investment start working?," Journal of Financial Economics, Elsevier, vol. 133(2), pages 251-272.
  35. Darko B. Vuković & Senanu Dekpo-Adza & Stefana Matović, 2025. "AI integration in financial services: a systematic review of trends and regulatory challenges," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 12(1), pages 1-29, December.
  36. Luo, Sumei & Sun, Yongkun & Zhou, Rui, 2022. "Can fintech innovation promote household consumption? Evidence from China family panel studies," International Review of Financial Analysis, Elsevier, vol. 82(C).
  37. Ofori, Isaac K. & Veling, Louise & Cullen, John, 2026. "Frontier Technology Adoption and Inclusive Green Growth in the EU: A Double-edged Sword?," EconStor Preprints 335106, ZBW - Leibniz Information Centre for Economics.
  38. Mingye Ai & Fang Luo & Yan Bu & Ziyu Jiang, 2026. "Non-Linear Insights into Digital Transformation and Corporate Environmental Responsibility: Resource Dependence Theory and Information Search Theory," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 17(2), pages 3936-3974, April.
  39. Tao, Miaomiao & Che, Shuai & Klein, Tony, 2026. "Climate risk exposure and banking competition: Evidence from China’s listed banks," Finance Research Letters, Elsevier, vol. 88(C).
  40. Sehwa Kim & Seil Kim & Anya V. Kleymenova & Rongchen Li, 2023. "Current Expected Credit Losses (CECL) Standard and Banks' Information Production," Finance and Economics Discussion Series 2023-063, Board of Governors of the Federal Reserve System (U.S.).
  41. Adolfo Figueroa, 2019. "Do Market Prices Reflect Real Scarcity? Theories and Facts," Revista Economía, Fondo Editorial - Pontificia Universidad Católica del Perú, vol. 42(83), pages 54-74.
  42. Zhao, Yang & Goodell, John W. & Wang, Yong & Abedin, Mohammad Zoynul, 2023. "Fintech, macroprudential policies and bank risk: Evidence from China," International Review of Financial Analysis, Elsevier, vol. 87(C).
  43. Pungaliya, Raunaq S. & Wang, Yanbo, 2023. "Machine invasion: Automation in information acquisition and the cross-section of stock returns," Journal of Financial Markets, Elsevier, vol. 64(C).
  44. Ge, Shilong & Tu, Zhenyu & Chen, Yalin & Chong, Heap-Yih, 2025. "Data driven-sustainability: The impact of data trading platforms on corporate ESG performance," International Review of Financial Analysis, Elsevier, vol. 105(C).
  45. Cheng, Maoyong & Qu, Yang, 2020. "Does bank FinTech reduce credit risk? Evidence from China," Pacific-Basin Finance Journal, Elsevier, vol. 63(C).
  46. Le Hoang Vinh & Ngo Van Toan & Pham Le Quang, 2023. "Non-Linear Impact of ICT on Profitability of Commercial Banks in Vietnam," Economic Studies journal, Bulgarian Academy of Sciences - Economic Research Institute, issue 4, pages 42-53.
  47. Jansen, Mark & Nagel, Fabian & Yannelis, Constantine & Zhang, Anthony Lee, 2025. "Data and welfare in credit markets," Journal of Financial Economics, Elsevier, vol. 174(C).
  48. Gondhi, Naveen, 2023. "Rational inattention, misallocation, and the aggregate economy," Journal of Monetary Economics, Elsevier, vol. 136(C), pages 50-75.
  49. Raymond Kwong & Man Lung Jonathan Kwok & Helen S. M. Wong, 2023. "Green FinTech Innovation as a Future Research Direction: A Bibliometric Analysis on Green Finance and FinTech," Sustainability, MDPI, vol. 15(20), pages 1-27, October.
  50. Da, Zhi & Huang, Xing & Jin, Lawrence J., 2021. "Extrapolative beliefs in the cross-section: What can we learn from the crowds?," Journal of Financial Economics, Elsevier, vol. 140(1), pages 175-196.
  51. Itay Goldstein & Liyan Yang, 2022. "Commodity Financialization and Information Transmission," Journal of Finance, American Finance Association, vol. 77(5), pages 2613-2667, October.
  52. Peress, Joel & Schmidt, Daniel, 2021. "Noise traders incarnate: Describing a realistic noise trading process," Journal of Financial Markets, Elsevier, vol. 54(C).
  53. Campanella, Francesco & Serino, Luana & Battisti, Enrico & Giakoumelou, Anastasia & Karasamani, Isabella, 2023. "FinTech in the financial system: Towards a capital-intensive and high competence human capital reality?," Journal of Business Research, Elsevier, vol. 155(PA).
  54. Morshadul Hasan & Ariful Hoque & Thi Le, 2023. "Big Data-Driven Banking Operations: Opportunities, Challenges, and Data Security Perspectives," FinTech, MDPI, vol. 2(3), pages 1-26, July.
  55. Deng, Xiao & He, Shi-Ting & Lin, Xinrui & Tang, Junjie, 2026. "Supply network and firm innovation: Evidence from China," China Economic Review, Elsevier, vol. 95(C).
  56. Yessie Fransiska Lydiana, 2022. "Future Banking In Digital Transformation (DX) Dimension: A Literature Review ," GATR Journals jfbr199, Global Academy of Training and Research (GATR) Enterprise.
  57. Lu, Danning & Hui, Eddie Chi Man & Shen, Jianfu & Shi, Jianxun, 2024. "Digital industry agglomeration and urban innovation: Evidence from China," Economic Analysis and Policy, Elsevier, vol. 84(C), pages 1998-2025.
  58. Laura Veldkamp, 2020. "The Research Agenda: Laura Veldkamp on Modeling and Measuring the Data Economy," EconomicDynamics Newsletter, Review of Economic Dynamics, vol. 21(1), April.
  59. Murray Z. Frank & Jing Gao & Keer Yang, 2023. "Behavioral Machine Learning? Regularization and Forecast Bias," Papers 2303.16158, arXiv.org, revised Dec 2025.
  60. Wen Chen, 2023. "Digital economy development, corporate social responsibility and low‐carbon innovation," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 30(4), pages 1664-1679, July.
  61. Li, Min & Qiu, Mengchen & Liu, Qilu, 2025. "From digital minds to computing power: executive leadership and infrastructure strategy," Finance Research Letters, Elsevier, vol. 86(PD).
  62. Chi, Yuxue & Jing, Zhongbo & Zhang, Wei, 2026. "Digital linkage and inter-firm risk spillovers: Evidence based on the knowledge graph," Journal of Business Research, Elsevier, vol. 204(C).
  63. Yundan Guo & Han Liang & Li Shen, 2025. "Digital Transformation and Corporate Financial Asset Allocation: Evidence from China," Papers 2509.09095, arXiv.org.
  64. Tian, Geran & Wu, Weixing, 2023. "Big data pricing in marketplace lending and price discrimination against repeat borrowers: Evidence from China," China Economic Review, Elsevier, vol. 78(C).
  65. Anh Tuan Bui & Susan Lambert & Tung Duc Phung & Giao Reynolds, 2021. "The Impact of Business Obstacles on Firm Growth and Job Stability in East Asia and Pacific Nations," Sustainability, MDPI, vol. 13(19), pages 1-19, October.
  66. Li, Cheng & Li, Tao & Zhao, Shengkun & Zhao, Xuankai, 2025. "The financial benefits of digital technology adoption: Evidence from large language model," Research in International Business and Finance, Elsevier, vol. 80(C).
  67. Lee, Chien-Chiang & Tang, Manting & Lee, Chi-Chuan, 2023. "Reaping digital dividends: Digital inclusive finance and high-quality development of enterprises in China," Telecommunications Policy, Elsevier, vol. 47(2).
  68. Feng, Yongqi & Zhang, Haolin & Zhang, Lei, 2025. "How monetary policies and fintech shape the peer effect of corporate financialization: Evidence from China's listed companies," International Review of Financial Analysis, Elsevier, vol. 107(C).
  69. Zhiyong An, 2025. "Intangible Capital, Returns to Scale and Aggregate Price Stickiness," Annals of Economics and Finance, Society for AEF, vol. 26(1), pages 377-388, May.
  70. Metawa, Noura & Dogan, Eyup & Taskin, Dilvin, 2022. "Analyzing the nexus of green economy, clean and financial technology," Economic Analysis and Policy, Elsevier, vol. 76(C), pages 385-396.
  71. Huidong Sun & Mustafa Raza Rabbani & Muhammad Safdar Sial & Siming Yu & José António Filipe & Jacob Cherian, 2020. "Identifying Big Data’s Opportunities, Challenges, and Implications in Finance," Mathematics, MDPI, vol. 8(10), pages 1-19, October.
  72. Luo, Sumei & Sun, Yongkun & Yang, Fan & Zhou, Guangyou, 2022. "Does fintech innovation promote enterprise transformation? Evidence from China," Technology in Society, Elsevier, vol. 68(C).
  73. Pacelli, Vincenzo & Miglietta, Federica & Foglia, Matteo, 2022. "The extreme risk connectedness of the new financial system: European evidence," International Review of Financial Analysis, Elsevier, vol. 84(C).
  74. Daud, Siti Nurazira Mohd & Ahmad, Abd Halim & Khalid, Airil & Azman-Saini, W.N.W., 2022. "FinTech and financial stability: Threat or opportunity?," Finance Research Letters, Elsevier, vol. 47(PB).
  75. Guo, Junyan & Fang, Hanqing & Liu, Xuexin & Wang, Cizhi & Wang, Yuan, 2023. "FinTech and financing constraints of enterprises: Evidence from China," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 82(C).
  76. Walther, Ansgar & Uettwiller, Antoine, 2019. "The Market for Data Privacy," CEPR Discussion Papers 13588, Centre for Economic Policy Research.
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