Smart City Gnosys

Smart city article details

Title Non-Linear Impacts And Spatial Spillover Of Digital Finance On Green Total Factor Productivity: An Empirical Study Of Smart Cities In China
ID_Doc 39337
Authors Yu Y.; Zhang Q.; Song F.
Year 2023
Published Sustainability (Switzerland), 15, 12
DOI http://dx.doi.org/10.3390/su15129260
Abstract Smart cities are important digital economy vehicles that can fully exploit the green attributes and spatial penetration of digital finance. Using panel data for 100 cities selected as pilot smart cities in China from 2011 to 2019, this paper applies a spatial econometric model to analyze the non-linear impacts of digital finance on GTFP and its spatial spillovers. Furthermore, it utilizes mediation models to study their transmission mechanisms. The results show that digital finance first inhibits and then promotes GTFP, with spatial spillovers in four dimensions: geography, information, technology, and human capital. Its mediating mechanisms are innovation effects, structural effects, and scale effects. The statistical significance of the U-shaped relationship is regionally heterogeneous, according to different levels of human capital, informatization, urbanization, and financial marketization. Based on digital finance’s U-shaped and heterogeneous impacts on GTFP, policy recommendations are to adopt differentiated development strategies according to specific levels of digital finance and underlying conditions in smart cities. Stimulating the innovation and structural effects and suppressing the scale effects will help digital finance breakthrough inflection points, and will positively promote GTFP. It is also necessary to encourage inter-regional cooperation among smart cities to fully release spatial spillover dividends through technology sharing, information transfer, and talent exchange to promote the linked improvement of GTFP. © 2023 by the authors.
Author Keywords digital finance; green total factor productivity; non-linear; spatial spillover; sustainability


Similar Articles


Id Similarity Authors Title Published
49340 View0.906Yu, CF; Yu, JY; Gao, DSmart Cities And Greener Futures: Evidence From A Quasi-Natural Experiment In China'S Smart City ConstructionSUSTAINABILITY, 16, 2 (2024)
55669 View0.899Wang K.-L.; Pang S.-Q.; Zhang F.-Q.; Miao Z.; Sun H.-P.The Impact Assessment Of Smart City Policy On Urban Green Total-Factor Productivity: Evidence From ChinaEnvironmental Impact Assessment Review, 94 (2022)
31618 View0.896Ma D.; Zhu Q.Innovation In Emerging Economies: Research On The Digital Economy Driving High-Quality Green DevelopmentJournal of Business Research, 145 (2022)
20813 View0.89Guo X.; Zhang R.; Zhang Y.Do Companies Influenced By Smart Cities Pay More Attention To Green Governance? Mechanism And Optimal Spatial CorrelationChinese Journal of Population Resources and Environment, 22, 1 (2024)
56531 View0.888Li Z.; Yuan B.; Wang Y.; Qian J.; Wu H.The Role Of Digital Finance On The Synergistic Governance Of Pollution & Carbon: Evidence From Chinese CitiesSustainable Cities and Society, 115 (2024)
20893 View0.888Luo H.Does Smart City Construction Exacerbate Capital Misallocation? Spatial Spillovers, Digital Transformation, And Robotics ApplicationStructural Change and Economic Dynamics, 73 (2025)
10982 View0.887Du Z.-Y.; Wang Q.; Yu Y.Asymmetric Spatial Competition And Dynamics In Digitalization: Will Public R&D Support And Marketization Exacerbate Spatial Polarization?Cities, 152 (2024)
53519 View0.887Ren Y.S.; Yu F.; Ilyas M.Study On The Spatial Effect Of Smart City Construction On Green Total Factor ProductivityJournal of Environmental and Earth Sciences, 7, 1 (2025)
29438 View0.885Lin J.; Chen X.; Yan G.How Smart City Construction Affects Digital Inclusive Finance In China: From The Perspective Of The Relationship Between Government And Large Private CapitalSustainability (Switzerland), 15, 11 (2023)
55699 View0.883Xu W.; Zhou J.; Liu C.The Impact Of Digital Economy On Urban Carbon Emissions: Based On The Analysis Of Spatial EffectsDili Yanjiu, 41, 1 (2022)