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

被引:23
作者
Abbas, Hafiz Syed Mohsin [1 ]
Qaisar, Zahid Hussain [2 ,3 ]
Xu, Xiaodong [1 ]
Sun, Chunxia [1 ]
机构
[1] Huazhong Univ Sci & Technol Main Campus, Coll Publ Adm, Wuhan, Peoples R China
[2] Huazhong Univ Sci & Technol Main Campus, Sch Comp Sci & Informat Technol, Wuhan, Peoples R China
[3] NFC Inst Engn & Technol Training, Dept Comp Sci, Multan, Pakistan
关键词
Public Service Sustainability (PSS); Sustainable development (SD); E-Government development (EGD); Cybersecurity; Corruption; Fixed-effect (FE) regression; Random forest (RF) algorithm; Machine learning; QUALITY; GROWTH; GOVERNANCE; DELIVERY;
D O I
10.1108/OIR-02-2021-0069
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Purpose E-government development (EGD) is vital in enhancing the institutional quality and sustainable public service (SPS) delivery by eradicating corruption and cybersecurity crimes. Design/methodology/approach The 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. Findings The 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 implications The 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/value This 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.
引用
收藏
页码:754 / 770
页数:17
相关论文
共 68 条
  • [1] Abbas Hafiz Syed Mohsin, 2021, J Emerg Manag, V18, P49, DOI 10.5055/jem.0529
  • [2] Impact of COVID-19 pandemic on sustainability determinants: A global trend
    Abbas, Hafiz Syed Mohsin
    Xu, Xiaodong
    Sun, Chunxia
    Ullah, Atta
    Gillani, Samreen
    Raza, Muhammad Ahsan Ali
    [J]. HELIYON, 2021, 7 (02)
  • [3] China health technology and stringency containment measures during COVID-19 pandemic: A discussion of first and second wave of COVID-19
    Abbas, Hafiz Syed Mohsin
    Xu, Xiaodong
    Sun, Chunxia
    [J]. HEALTH AND TECHNOLOGY, 2021, 11 (02) : 405 - 410
  • [4] Nexus Between Governance and Socioeconomic Factors on Public Service Fragility in Asian Economies
    Abbas, Hafiz Syed Mohsin
    Gillani, Samreen
    Ullah, Saif
    Raza, Muhammad Ahsan Ali
    Ullah, Atta
    [J]. SOCIAL SCIENCE QUARTERLY, 2020, 101 (05) : 1850 - 1868
  • [5] ALAC, 2020, CIT REP COVID 19 COR
  • [6] Alanezi M.A., 2012, The Electronic Journal of Information Systems in Developing Countries, V54, P1
  • [7] [Anonymous], 2020, Whats happening to undocumented people during the COVID-19 pandemic?
  • [8] [Anonymous], 2020, Fourth Industrial Revolution
  • [9] Does environmental degradation shackle economic growth? A panel data investigation on 11 Asian countries
    Azam, Muhammad
    [J]. RENEWABLE & SUSTAINABLE ENERGY REVIEWS, 2016, 65 : 175 - 182
  • [10] Bojang MB., 2020, GLOBAL J MANAGEMENT