{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,10]],"date-time":"2025-10-10T01:27:48Z","timestamp":1760059668406,"version":"build-2065373602"},"reference-count":38,"publisher":"MDPI AG","issue":"7","license":[{"start":{"date-parts":[[2025,6,28]],"date-time":"2025-06-28T00:00:00Z","timestamp":1751068800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"Ministry of Education Humanities and Social Sciences Research Youth Project","award":["24YJC630227","G2024502006","4254105","QN2025711","2024MS159","2023MS138"],"award-info":[{"award-number":["24YJC630227","G2024502006","4254105","QN2025711","2024MS159","2023MS138"]}]},{"DOI":"10.13039\/501100003787","name":"Hebei Natural Science Foundation","doi-asserted-by":"publisher","award":["24YJC630227","G2024502006","4254105","QN2025711","2024MS159","2023MS138"],"award-info":[{"award-number":["24YJC630227","G2024502006","4254105","QN2025711","2024MS159","2023MS138"]}],"id":[{"id":"10.13039\/501100003787","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100004826","name":"Beijing Natural Science Foundation","doi-asserted-by":"publisher","award":["24YJC630227","G2024502006","4254105","QN2025711","2024MS159","2023MS138"],"award-info":[{"award-number":["24YJC630227","G2024502006","4254105","QN2025711","2024MS159","2023MS138"]}],"id":[{"id":"10.13039\/501100004826","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Science Research Project of Hebei Education Department","award":["24YJC630227","G2024502006","4254105","QN2025711","2024MS159","2023MS138"],"award-info":[{"award-number":["24YJC630227","G2024502006","4254105","QN2025711","2024MS159","2023MS138"]}]},{"name":"the Fundamental Research Funds for the Central Universities","award":["24YJC630227","G2024502006","4254105","QN2025711","2024MS159","2023MS138"],"award-info":[{"award-number":["24YJC630227","G2024502006","4254105","QN2025711","2024MS159","2023MS138"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Systems"],"abstract":"<jats:p>Amid the global drive to enhance public sector performance in the digital economy era, improving government spending efficiency has become a critical governance objective. This study investigates the impact of digital inclusive finance on government spending efficiency from a digital finance systems perspective using county-level panel data in China\u2019s Yangtze River Delta for the period 2014\u20132022 and constructing the fixed-effects model and instrumental variable method to estimate the effect of digital inclusive finance and explore its underlying mechanisms. Heterogeneity across regions with varying economic development levels is analyzed, and fiscal pressure is examined as a potential mediating factor. The results indicate that (1) digital inclusive finance significantly enhances government spending efficiency, primarily through broad service coverage and deep usage of digital financial services such as mobile payments, digital credit, and insurance; (2) the positive effect is more pronounced in counties with lower government spending efficiency and economic development; and (3) fiscal pressure acts as a key transmission channel, with broader digital inclusive finance coverage helping to alleviate fiscal stress and improve government spending efficiency. These findings offer empirical insights into the role of digital finance in promoting effective and adaptive public financial governance.<\/jats:p>","DOI":"10.3390\/systems13070522","type":"journal-article","created":{"date-parts":[[2025,6,30]],"date-time":"2025-06-30T13:06:17Z","timestamp":1751288777000},"page":"522","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Digital Inclusive Finance and Government Spending Efficiency: Evidence from County-Level Data in China\u2019s Yangtze River Delta"],"prefix":"10.3390","volume":"13","author":[{"given":"Shuang","family":"Wei","sequence":"first","affiliation":[{"name":"Department of Economics Management, North China Electric Power University, Baoding 071003, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Kunzai","family":"Niu","sequence":"additional","affiliation":[{"name":"College of Management and Economics, Tianjin University, No. 92 Weijin Road, Nankai District, Tianjin 300072, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Qiang","family":"Wang","sequence":"additional","affiliation":[{"name":"Department of Computer, North China Electric Power University, Baoding 071003, China"},{"name":"Key Laboratory of High-Trust Information System of Hebei Province, Baoding 071003, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"1968","published-online":{"date-parts":[[2025,6,28]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"e70012","DOI":"10.1002\/pa.70012","article-title":"How Does Government Spending Efficiency Affect Human Development in Africa","volume":"25","author":"Akinyele","year":"2025","journal-title":"J. Public Aff."},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"625","DOI":"10.1111\/sjpe.12386","article-title":"Privatisation and government spending efficiency: An empirical analysis in Europe","volume":"71","year":"2024","journal-title":"Scott. J. Polit. Econ."},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"197","DOI":"10.2307\/2139277","article-title":"The study of administration","volume":"2","author":"Wilson","year":"1887","journal-title":"Polit. Sci. Q."},{"key":"ref_4","unstructured":"Taylor, F.W. (1911). The Principles of Scientific Management, Harper & Brothers."},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"285","DOI":"10.1007\/s40821-017-0088-2","article-title":"Determinants of government efficiency: Does information technology play a role","volume":"8","author":"Voghouei","year":"2018","journal-title":"Eurasian Bus. Rev."},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"89","DOI":"10.1007\/s11127-024-01144-6","article-title":"A tale of government spending efficiency and trust in the state","volume":"200","author":"Afonso","year":"2024","journal-title":"Public Choice"},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"47","DOI":"10.1186\/s43093-022-00142-8","article-title":"Assessing the determinants of government spending efficiency in Africa","volume":"8","author":"Adegboye","year":"2022","journal-title":"Future Bus. J."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"211","DOI":"10.1016\/j.econmod.2018.10.013","article-title":"Fiscal transparency, government effectiveness and government spending efficiency: Some international evidence based on panel data approach","volume":"79","author":"Montes","year":"2019","journal-title":"Econ. Model."},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"101505","DOI":"10.1016\/j.intfin.2022.101505","article-title":"Do financial markets reward government spending efficiency","volume":"77","author":"Afonso","year":"2022","journal-title":"J. Int. Financ. Mark. Inst. Money"},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"123722","DOI":"10.1016\/j.techfore.2024.123722","article-title":"Government in the digital age: Exploring the impact of digital transformation on governmental efficiency","volume":"208","author":"Yang","year":"2024","journal-title":"Technol. Forecast. Soc. Chang."},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"106784","DOI":"10.1016\/j.frl.2025.106784","article-title":"The impact of digital finance on the social governance capacity","volume":"75","author":"Xiong","year":"2025","journal-title":"Financ. Res. Lett."},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"1219","DOI":"10.1080\/1540496X.2022.2120766","article-title":"Examining the coupling coordination relationship between digital inclusive finance and technological innovation from a spatial spillover perspective: Evidence from China","volume":"59","author":"Sun","year":"2023","journal-title":"Emerg. Mark. Financ. Trade"},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"102374","DOI":"10.1016\/j.chieco.2025.102374","article-title":"The green promise of digital finance: Exploring its effects and mechanisms on carbon reduction","volume":"90","author":"Dong","year":"2025","journal-title":"China Econ. Rev."},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"296","DOI":"10.1080\/1540496X.2022.2099268","article-title":"Regional digital finance and corporate financial risk: Based on Chinese listed companies","volume":"59","author":"Dai","year":"2023","journal-title":"Emerg. Mark. Financ. Trade"},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"2895","DOI":"10.1080\/1540496X.2021.2013197","article-title":"Digital finance and the efficiency of household investment portfolios","volume":"58","author":"Guo","year":"2022","journal-title":"Emerg. Mark. Financ. Trade"},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"9","DOI":"10.1007\/s11365-024-01035-8","article-title":"Inclusive development of digital finance, family entrepreneurship and poverty reduction effect","volume":"21","author":"Yue","year":"2025","journal-title":"Int. Entrep. Manag. J."},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"e70025","DOI":"10.1002\/psp.70025","article-title":"Where to Go: How Does Digital Finance Influence Labor Mobility Preferences? A Dual Perspective on Regional and Industry Mobility","volume":"31","author":"Ma","year":"2025","journal-title":"Popul. Space Place"},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"105640","DOI":"10.1016\/j.cities.2024.105640","article-title":"How does digital inclusive finance affect common prosperity: Empirical evidence from China\u2019s underdeveloped and developed regions","volume":"158","author":"Shi","year":"2025","journal-title":"Cities"},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"105083","DOI":"10.1016\/j.cities.2024.105083","article-title":"How does digital inclusive finance promote the journey of common prosperity in China","volume":"150","author":"Zou","year":"2024","journal-title":"Cities"},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"106670","DOI":"10.1016\/j.frl.2024.106670","article-title":"The impact of digital finance on insurance participation","volume":"73","author":"Zhang","year":"2025","journal-title":"Financ. Res. Lett."},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"29621","DOI":"10.1007\/s10668-024-04856-3","article-title":"Green innovation: The role of government subsidies under the system of digital finance-based on a zero-inflated negative binomial model","volume":"26","author":"Feng","year":"2024","journal-title":"Environ. Dev. Sustain."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"123884","DOI":"10.1016\/j.techfore.2024.123884","article-title":"The spatial effects of green-innovation coupling and coordinated development from the perspective of digital inclusive finance: Evidence from China","volume":"210","author":"Zhang","year":"2025","journal-title":"Technol. Forecast. Soc. Chang."},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"104096","DOI":"10.1016\/j.iref.2025.104096","article-title":"Digital Inclusive Finance and Common Prosperity: The Threshold Effect Based on Rural Revitalization","volume":"100","author":"Wang","year":"2025","journal-title":"Int. Rev. Econ. Financ."},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"106422","DOI":"10.1016\/j.frl.2024.106422","article-title":"The development of digital finance and the crime rate of theft","volume":"71","author":"Yang","year":"2025","journal-title":"Financ. Res. Lett."},{"key":"ref_25","doi-asserted-by":"crossref","unstructured":"Zhang, Y., Wang, J., Yue, P., and Li, Y. (2024). The promise and perils of digital finance: Evidence from crime rate in China. Asia-Pac. J. Account. Econ., 1\u201322.","DOI":"10.1080\/16081625.2024.2425433"},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"104073","DOI":"10.1016\/j.irfa.2025.104073","article-title":"Digital inclusive finance and local government debt: Examining the mechanism of impact on high-quality rural development from a macroeconomic perspective","volume":"102","author":"Zheng","year":"2025","journal-title":"Int. Rev. Financ. Anal."},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"693","DOI":"10.1016\/j.eap.2024.08.033","article-title":"Government spending efficiency, fiscal decentralization and regional innovation capability: Evidence from China","volume":"84","author":"Zhao","year":"2024","journal-title":"Econ. Anal. Policy"},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"801","DOI":"10.1016\/j.jbusres.2022.03.041","article-title":"Innovation in emerging economies: Research on the digital economy driving high-quality green development","volume":"145","author":"Ma","year":"2022","journal-title":"J. Bus. Res."},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"317","DOI":"10.1016\/j.econmod.2019.09.027","article-title":"The impact of digital finance on household consumption: Evidence from China","volume":"86","author":"Li","year":"2020","journal-title":"Econ. Model."},{"key":"ref_30","first-page":"18","article-title":"Inter-provincial Differences in Decentralization, Fiscal Pressure and the Bias of Basic Public Service Expenditure\u2014From the Perspective of Local Governments\u2019 Power and Responsibility Arrangement","volume":"40","author":"Sun","year":"2019","journal-title":"Financ. Trade Econ."},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"103937","DOI":"10.1016\/j.irfa.2025.103937","article-title":"Local fiscal pressure and new firm entry","volume":"99","author":"Chen","year":"2025","journal-title":"Int. Rev. Financ. Anal."},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"105478","DOI":"10.1016\/j.frl.2024.105478","article-title":"How does local government fiscal pressure affect corporate ESG performance","volume":"64","author":"Ji","year":"2024","journal-title":"Financ. Res. Lett."},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"107542","DOI":"10.1016\/j.landusepol.2025.107542","article-title":"Spatio-temporal evolution of vertical urban growth in China\u2019s Yangtze River Delta from 1990 to 2020","volume":"153","author":"Yin","year":"2025","journal-title":"Land Use Policy"},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1109\/TGRS.2022.3228927","article-title":"Developing improved time-series DMSP-OLS-like data (1992\u20132019) in china by DMSP-OLS and SNPP-VIIRS","volume":"60","author":"Wu","year":"2022","journal-title":"IEEE Trans. Geosci. Remote Sens."},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"514","DOI":"10.3934\/DSFE.2024021","article-title":"on the Relevance of Realized Quarticity for Exchange Rate Volatility Forecasts","volume":"4","author":"Risstad","year":"2024","journal-title":"Data Sci. Financ. Econ."},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"1202","DOI":"10.1016\/j.eap.2024.10.024","article-title":"How does digital finance alleviate fiscal stress? Evidence from China","volume":"84","author":"Shan","year":"2024","journal-title":"Econ. Anal. Policy"},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"107613","DOI":"10.1016\/j.frl.2025.107613","article-title":"The Impact of Digital Inclusive Finance on the Allocation of Agricultural Resources: Micro Evidence from Rural China","volume":"82","author":"He","year":"2025","journal-title":"Financ. Res. Lett."},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"106847","DOI":"10.1016\/j.frl.2025.106847","article-title":"Valuing Financial Data: The Case of Analyst Forecasts","volume":"75","author":"Li","year":"2025","journal-title":"Financ. Res. Lett."}],"container-title":["Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2079-8954\/13\/7\/522\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,9]],"date-time":"2025-10-09T18:00:48Z","timestamp":1760032848000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2079-8954\/13\/7\/522"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,6,28]]},"references-count":38,"journal-issue":{"issue":"7","published-online":{"date-parts":[[2025,7]]}},"alternative-id":["systems13070522"],"URL":"https:\/\/doi.org\/10.3390\/systems13070522","relation":{},"ISSN":["2079-8954"],"issn-type":[{"type":"electronic","value":"2079-8954"}],"subject":[],"published":{"date-parts":[[2025,6,28]]}}}