Nexus of E-government, cybersecurity and corruption on public service (PSS) sustainability in Asian economies using fixed-effect and random forest algorithm

Hafiz Syed Mohsin Abbas, Zahid Hussain Qaisar, Xiaodong Xu, Chunxia Sun
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引用次数: 6

Abstract

PurposeE-government development (EGD) is vital in enhancing the institutional quality and sustainable public service (SPS) delivery by eradicating corruption and cybersecurity crimes.Design/methodology/approachThe present study applied econometric fixed-effect (FE) regression analysis and random forest (RF) algorithm through machine learning for comprehensive estimations in achieving SPS. This study gauges the nexus between the EGD as an independent variable and public service sustainability (PSS) as a proxy of public health services as a dependent variable in the presence of two moderators, corruption and cybersecurity indices from 47 Asian countries economies from 2015 to 2019.FindingsThe computational estimation and econometric findings show that EGD quality has improved with time in Asia and substantially promoted PSS. It further explores that exercising corruption control measures and introducing sound cybersecurity initiatives enhance PSS's quality and support the EDG effect much better.Practical implicationsThe study concludes that E-Government has positively impacted PSS (healthcare) in Asia while controlling cybersecurity and institutional malfunctioning made an E-Government system healthier and SPS development in Asia.Originality/valueThis study added a novel contribution to existing E-Government and public services literature by comprehensively applied FE regression and RF algorithm analysis. Moreover, E-Government and cybersecurity improvement also has taken under consideration for PSS in Asian economies.
基于固定效应和随机森林算法的电子政务、网络安全和腐败对亚洲经济体公共服务可持续性的影响
目的政府发展(EGD)对于通过消除腐败和网络安全犯罪来提高机构质量和可持续公共服务(SPS)的提供至关重要。设计/方法/方法本研究采用计量经济学固定效应(FE)回归分析和随机森林(RF)算法,通过机器学习进行综合估计,实现SPS。本研究衡量了作为自变量的EGD和作为因变量的公共服务可持续性(PSS)之间的关系,在2015年至2019年47个亚洲国家经济体的腐败和网络安全指数这两个调节因子的存在下,公共卫生服务可持续性(PSS)作为公共卫生服务的代理。计算估计和计量分析结果表明,亚洲的EGD质量随着时间的推移而提高,并大大促进了PSS的发展。报告进一步探讨,采取防贪措施和引入健全的网络安全措施,可提高警务服务的质素,并能更有效地支持电子政务的效果。实践意义本研究认为电子政务对亚洲的医疗保健产生了积极的影响,而控制网络安全和制度故障则使电子政务系统更加健康,促进了亚洲医疗保健的发展。原创性/价值本研究综合运用有限元回归和射频算法分析,为现有的电子政务和公共服务文献增加了新的贡献。此外,电子政务和网络安全的改进也在亚洲经济体的PSS中得到了考虑。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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