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Digital finance and performance in innovation: Evidence from universities
This study evaluated 72 universities’ performance innovation during 2011 to 2019 of panel data, using the data envelopment analysis–Malmquist method. The study used benchmark regression to analyse the relationship between digital finance and the universities’ innovation performance. The aim was to i...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10511105/ https://www.ncbi.nlm.nih.gov/pubmed/37729293 http://dx.doi.org/10.1371/journal.pone.0289958 |
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author | Tan, Song Tao, Lan |
author_facet | Tan, Song Tao, Lan |
author_sort | Tan, Song |
collection | PubMed |
description | This study evaluated 72 universities’ performance innovation during 2011 to 2019 of panel data, using the data envelopment analysis–Malmquist method. The study used benchmark regression to analyse the relationship between digital finance and the universities’ innovation performance. The aim was to improve innovation performance and promote national innovation across countries. According to the results of the empirical analysis, digital finance positively affects innovation performance. That finding was confirmed through advanced robustness test evaluation, such as limited information maximum likelihood, two-stage least squares, and interactive fixed effects. Moreover, based on information theory, the digital finance influence mechanism improves credit demand and financial efficiency. Additionally, innovation performance survived spatial overflow effects. Lastly, the paper concludes with some implications for improving digital financial coverage and constructing innovation networks among universities. |
format | Online Article Text |
id | pubmed-10511105 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-105111052023-09-21 Digital finance and performance in innovation: Evidence from universities Tan, Song Tao, Lan PLoS One Research Article This study evaluated 72 universities’ performance innovation during 2011 to 2019 of panel data, using the data envelopment analysis–Malmquist method. The study used benchmark regression to analyse the relationship between digital finance and the universities’ innovation performance. The aim was to improve innovation performance and promote national innovation across countries. According to the results of the empirical analysis, digital finance positively affects innovation performance. That finding was confirmed through advanced robustness test evaluation, such as limited information maximum likelihood, two-stage least squares, and interactive fixed effects. Moreover, based on information theory, the digital finance influence mechanism improves credit demand and financial efficiency. Additionally, innovation performance survived spatial overflow effects. Lastly, the paper concludes with some implications for improving digital financial coverage and constructing innovation networks among universities. Public Library of Science 2023-09-20 /pmc/articles/PMC10511105/ /pubmed/37729293 http://dx.doi.org/10.1371/journal.pone.0289958 Text en © 2023 Tan, Tao https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Tan, Song Tao, Lan Digital finance and performance in innovation: Evidence from universities |
title | Digital finance and performance in innovation: Evidence from universities |
title_full | Digital finance and performance in innovation: Evidence from universities |
title_fullStr | Digital finance and performance in innovation: Evidence from universities |
title_full_unstemmed | Digital finance and performance in innovation: Evidence from universities |
title_short | Digital finance and performance in innovation: Evidence from universities |
title_sort | digital finance and performance in innovation: evidence from universities |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10511105/ https://www.ncbi.nlm.nih.gov/pubmed/37729293 http://dx.doi.org/10.1371/journal.pone.0289958 |
work_keys_str_mv | AT tansong digitalfinanceandperformanceininnovationevidencefromuniversities AT taolan digitalfinanceandperformanceininnovationevidencefromuniversities |