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
  • [41] Morya KK., 2020, INT J EMERGING TECHN, V11, P939
  • [42] Public Spending Allocation, Fiscal Performance and Corruption
    Moschovis, Georgios
    [J]. ECONOMIC PAPERS, 2010, 29 (01): : 64 - 79
  • [43] Automated epileptic seizure detection using improved correlation-based feature selection with random forest classifier
    Mursalin, Md
    Zhang, Yuan
    Chen, Yuehui
    Chawla, Nitesh V.
    [J]. NEUROCOMPUTING, 2017, 241 : 204 - 214
  • [44] The Environmental Kuznets curve hypothesis for deforestation in Bangladesh: An ARDL analysis with multiple structural breaks
    Murshed, Muntasir
    Ferdaus, Jannatul
    Rashid, Seemran
    Tanha, Muntaha Masud
    Islam, Md Jahurul
    [J]. ENERGY ECOLOGY AND ENVIRONMENT, 2021, 6 (02) : 111 - 132
  • [45] Osei-Kojo A, 2017, J PUBLIC AFF, V17, DOI 10.1002/pa.1620
  • [46] Othman MH., 2020, International Journal of Advanced Science Technology, V29, P2864
  • [47] Improved Random Forest for Classification
    Paul, Angshuman
    Mukherjee, Dipti Prasad
    Das, Prasun
    Gangopadhyay, Abhinandan
    Chintha, Appa Rao
    Kundu, Saurabh
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2018, 27 (08) : 4012 - 4024
  • [48] Online service quality: Content and process of analysis
    Piercy, Niall
    [J]. JOURNAL OF MARKETING MANAGEMENT, 2014, 30 (7-8) : 747 - 785
  • [49] Quality of government, public service delivery and institutional impartiality in ethnically polarised societies: evidence for policy makers
    Ramasamy, Ramesh
    [J]. ASIA PACIFIC JOURNAL OF PUBLIC ADMINISTRATION, 2020, 42 (01) : 46 - 60
  • [50] Rashid M, 2017, J FINAN ECON POLICY, V9, P140, DOI 10.1108/JFEP-03-2016-0022