The Coupling and Coordination Degree of Digital Business and Digital Governance in the Context of Sustainable Development
Abstract
:1. Introduction
2. Literature Review
3. Materials and Methods
- Trade openness, often measured as the ratio of a country’s total trade (exports plus imports) to its GDP, provides insights into how integrated a country is with the global economy. A high degree of trade openness suggests that a nation is actively participating in international trade, which can positively impact its economic growth and development. Studies [112,113,114,115,116,117] show that enhanced trade leads to increased income, job creation, and the transfer of new technologies, ultimately contributing to economic prosperity. These economic benefits, in turn, can facilitate a country’s ability to invest in healthcare, education, infrastructure, and other essential sectors, aligning with several SDGs, including those related to poverty reduction, economic growth, and industry innovation.
- GDP per capita is a key indicator of a country’s economic well-being, representing the average income of its citizens [118,119,120]. A higher GDP per capita implies greater resources available for social and infrastructure development. Countries with higher GDP per capita often find it more feasible to allocate funds to healthcare, education, clean energy, and other SDG-related initiatives. This indicator is particularly relevant for the SDGs addressing poverty reduction, access to quality education, good health and well-being, and reduced inequalities.
- Environmental regulation measures a country’s commitment to environmental sustainability, which is central to several SDGs, particularly those focusing on responsible consumption and production, climate action, life below water, and life on land. Strong environmental regulations signify that a country is taking steps to mitigate pollution, conserve natural resources, and combat climate change [121,122,123]. These actions are crucial for safeguarding the environment for future generations and aligns with the SDGs that address environmental and ecological concerns.
4. Results
5. Discussion
6. Conclusions
- Holistic Ecosystem Integration: Denmark’s comprehensive approach to digitalization involves collaboration between the government, businesses, and civil society to create an integrated digital ecosystem. Policymakers can further this integration by focusing on creating a supportive legal and regulatory environment, promoting synergies that bolster sustainable development initiatives.
- Data Sharing Frameworks for Sustainability: Estonia’s development of data-sharing frameworks facilitates cooperation between public and private entities for sustainable development projects. Policymakers should refine data governance structures, ensuring ethical and secure data sharing practices while emphasizing transparency and inclusivity [123,124].
- Inclusive Innovation Labs: Finland’s establishment of innovation labs brings together diverse stakeholders, including marginalized communities, to co-create sustainable solutions. Policymakers should encourage the establishment of inclusive innovation labs, ensuring representation from various demographic groups, fostering a more holistic approach to digital innovation and governance.
- Tailored Digital Education Initiatives: Germany’s targeted investment in digital education includes programs designed to equip citizens with the skills needed for emerging digital business and governance practices. Policymakers should tailor educational initiatives, considering the specific needs of communities and industries and ensuring a diverse skill set that contributes to a more finely tuned coupling of digital advancements to sustainable development.
- Citizen-Centric Digital Platforms: The Netherlands’ has implemented citizen-centric digital platforms for their participation in decision-making processes related to sustainable development projects. Policymakers should prioritize the development of user-friendly, accessible digital platforms, ensuring that citizens have a meaningful role in shaping the policies and initiatives that contribute to sustainable development.
- Flexibility in Regulatory Frameworks: Sweden’s adaptive regulatory frameworks respond to evolving digital trends, fostering an environment conducive to innovation and sustainable practices. Policymakers should embrace flexibility in their regulations, continuously adapting frameworks to accommodate advancements in digital business while maintaining a strong focus on the Sustainable Development Goals.
Author Contributions
Funding
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Variables | Mean | Standard Deviation | Minimum | Maximum |
---|---|---|---|---|
35,528.690 | 24,286.830 | 8969.149 | 123,678.700 | |
126.612 | 65.624 | 54.868 | 380.104 | |
0.695 | 0.268 | 0.200 | 1.500 | |
59.605 | 24.547 | 5.000 | 100.857 | |
64.420 | 17.719 | 16.000 | 100.786 | |
49.039 | 19.911 | 12.000 | 89.000 | |
19.644 | 8.079 | 5.500 | 46.800 | |
17.126 | 7.923 | 3.300 | 42.800 | |
11.482 | 5.022 | 3.267 | 27.900 |
Country | Mean | SD | Min | Max | Country | Mean | SD | Min | Max |
---|---|---|---|---|---|---|---|---|---|
Austria | 0.348 | 0.081 | 0.231 | 0.486 | Latvia | 0.089 | 0.042 | 0.024 | 0.144 |
Croatia | 0.383 | 0.082 | 0.281 | 0.525 | Lithuania | 0.437 | 0.051 | 0.374 | 0.542 |
Czechia | 0.537 | 0.054 | 0.453 | 0.613 | Luxembourg | 0.242 | 0.044 | 0.163 | 0.295 |
Denmark | 0.486 | 0.083 | 0.370 | 0.648 | Netherlands | 0.455 | 0.044 | 0.376 | 0.513 |
Estonia | 0.227 | 0.079 | 0.095 | 0.330 | Poland | 0.215 | 0.049 | 0.169 | 0.302 |
Finland | 0.489 | 0.078 | 0.402 | 0.602 | Portugal | 0.211 | 0.051 | 0.120 | 0.286 |
France | 0.333 | 0.061 | 0.244 | 0.408 | Romania | 0.098 | 0.124 | 0.030 | 0.402 |
Germany | 0.468 | 0.104 | 0.330 | 0.616 | Slovakia | 0.252 | 0.048 | 0.162 | 0.292 |
Hungary | 0.175 | 0.052 | 0.111 | 0.262 | Slovenia | 0.249 | 0.075 | 0.094 | 0.351 |
Ireland | 0.783 | 0.141 | 0.590 | 0.998 | Spain | 0.303 | 0.080 | 0.187 | 0.436 |
Italy | 0.076 | 0.051 | 0.004 | 0.151 | Sweden | 0.662 | 0.117 | 0.527 | 0.878 |
Country | Mean | SD | Min | Max | Country | Mean | SD | Min | Max |
---|---|---|---|---|---|---|---|---|---|
Austria | 0.728 | 0.125 | 0.525 | 0.896 | Latvia | 0.762 | 0.065 | 0.637 | 0.838 |
Croatia | 0.261 | 0.070 | 0.169 | 0.358 | Lithuania | 0.534 | 0.075 | 0.404 | 0.632 |
Czechia | 0.432 | 0.110 | 0.275 | 0.585 | Luxembourg | 0.591 | 0.131 | 0.423 | 0.798 |
Denmark | 0.735 | 0.080 | 0.570 | 0.823 | Netherlands | 0.652 | 0.131 | 0.442 | 0.830 |
Estonia | 0.843 | 0.061 | 0.775 | 0.931 | Poland | 0.362 | 0.049 | 0.311 | 0.457 |
Finland | 0.753 | 0.035 | 0.710 | 0.801 | Portugal | 0.635 | 0.046 | 0.558 | 0.687 |
France | 0.554 | 0.086 | 0.418 | 0.658 | Romania | 0.107 | 0.049 | 0.064 | 0.180 |
Germany | 0.477 | 0.069 | 0.390 | 0.603 | Slovakia | 0.333 | 0.155 | 0.148 | 0.544 |
Hungary | 0.246 | 0.115 | 0.125 | 0.405 | Slovenia | 0.512 | 0.083 | 0.397 | 0.623 |
Ireland | 0.556 | 0.042 | 0.507 | 0.598 | Spain | 0.539 | 0.095 | 0.390 | 0.671 |
Italy | 0.422 | 0.097 | 0.292 | 0.556 | Sweden | 0.725 | 0.062 | 0.619 | 0.818 |
Country | V | Mean | SD | Min | Max | Country | V | Mean | SD | Min | Max |
---|---|---|---|---|---|---|---|---|---|---|---|
Austria | C | 0.933 | 0.023 | 0.892 | 0.955 | Latvia | C | 0.586 | 0.121 | 0.360 | 0.712 |
T | 0.731 | 0.069 | 0.635 | 0.831 | T | 0.651 | 0.040 | 0.581 | 0.701 | ||
D | 0.825 | 0.044 | 0.758 | 0.891 | D | 0.616 | 0.083 | 0.466 | 0.704 | ||
Croatia | C | 0.972 | 0.035 | 0.908 | 1.000 | Lithuania | C | 0.993 | 0.005 | 0.986 | 0.999 |
T | 0.565 | 0.054 | 0.513 | 0.665 | T | 0.696 | 0.039 | 0.639 | 0.749 | ||
D | 0.741 | 0.040 | 0.699 | 0.808 | D | 0.831 | 0.023 | 0.798 | 0.865 | ||
Czechia | C | 0.984 | 0.024 | 0.936 | 1.000 | Luxembourg | C | 0.900 | 0.074 | 0.769 | 0.983 |
T | 0.695 | 0.043 | 0.651 | 0.759 | T | 0.644 | 0.040 | 0.598 | 0.709 | ||
D | 0.826 | 0.033 | 0.781 | 0.871 | D | 0.760 | 0.020 | 0.719 | 0.779 | ||
Denmark | C | 0.977 | 0.014 | 0.954 | 0.993 | Netherlands | C | 0.983 | 0.013 | 0.965 | 0.999 |
T | 0.780 | 0.046 | 0.713 | 0.858 | T | 0.742 | 0.056 | 0.640 | 0.811 | ||
D | 0.873 | 0.029 | 0.833 | 0.923 | D | 0.853 | 0.029 | 0.799 | 0.884 | ||
Estonia | C | 0.800 | 0.096 | 0.613 | 0.898 | Poland | C | 0.960 | 0.030 | 0.903 | 0.994 |
T | 0.731 | 0.036 | 0.672 | 0.787 | T | 0.536 | 0.033 | 0.490 | 0.583 | ||
D | 0.764 | 0.061 | 0.642 | 0.834 | D | 0.717 | 0.025 | 0.684 | 0.761 | ||
Finland | C | 0.974 | 0.015 | 0.954 | 0.990 | Portugal | C | 0.857 | 0.054 | 0.763 | 0.918 |
T | 0.788 | 0.031 | 0.752 | 0.836 | T | 0.650 | 0.032 | 0.582 | 0.688 | ||
D | 0.876 | 0.023 | 0.848 | 0.910 | D | 0.746 | 0.039 | 0.667 | 0.795 | ||
France | C | 0.966 | 0.019 | 0.937 | 0.992 | Romania | C | 0.938 | 0.061 | 0.824 | 0.998 |
T | 0.664 | 0.050 | 0.577 | 0.717 | T | 0.306 | 0.101 | 0.221 | 0.531 | ||
D | 0.800 | 0.033 | 0.747 | 0.837 | D | 0.529 | 0.075 | 0.452 | 0.694 | ||
Germany | C | 0.991 | 0.009 | 0.974 | 1.000 | Slovakia | C | 0.967 | 0.031 | 0.901 | 0.999 |
T | 0.686 | 0.044 | 0.643 | 0.781 | T | 0.536 | 0.081 | 0.394 | 0.645 | ||
D | 0.824 | 0.028 | 0.797 | 0.884 | D | 0.717 | 0.052 | 0.628 | 0.783 | ||
Hungary | C | 0.986 | 0.014 | 0.960 | 1.000 | Slovenia | C | 0.926 | 0.057 | 0.787 | 0.961 |
T | 0.451 | 0.090 | 0.348 | 0.578 | T | 0.614 | 0.063 | 0.496 | 0.696 | ||
D | 0.664 | 0.062 | 0.589 | 0.751 | D | 0.753 | 0.058 | 0.625 | 0.818 | ||
Ireland | C | 0.984 | 0.013 | 0.966 | 0.999 | Spain | C | 0.957 | 0.013 | 0.936 | 0.977 |
T | 0.817 | 0.049 | 0.741 | 0.890 | T | 0.646 | 0.068 | 0.537 | 0.744 | ||
D | 0.896 | 0.023 | 0.860 | 0.927 | D | 0.785 | 0.047 | 0.709 | 0.853 | ||
Italy | C | 0.632 | 0.238 | 0.230 | 0.820 | Sweden | C | 0.997 | 0.004 | 0.989 | 1.000 |
T | 0.494 | 0.075 | 0.386 | 0.595 | T | 0.832 | 0.048 | 0.764 | 0.910 | ||
D | 0.553 | 0.152 | 0.302 | 0.698 | D | 0.910 | 0.027 | 0.873 | 0.953 |
Variable | Levin–Lin–Chu | Im–Pesaran–Shin | Phillips–Perron | CIPS | |||
---|---|---|---|---|---|---|---|
Statistic | p Value | Statistic | p Value | Statistic | p Value | Statistic | |
−15.237 | 0.000 | 0.810 | 0.791 | 0.425 | 0.336 | −2.117 | |
−10.196 | 0.000 | 0.294 | 0.616 | −1.885 | 0.970 | −0.575 | |
−4.949 | 0.000 | −0.609 | 0.271 | −0.622 | 0.733 | −1.748 | |
−3.811 | 0.000 | −3.284 | 0.001 | 0.558 | 0.289 | −1.625 | |
−12.449 | 0.000 | −4.436 | 0.000 | 20.054 | 0.000 | −2.421 ** | |
−25.822 | 0.000 | −2.587 | 0.005 | 12.270 | 0.000 | −2.455 * | |
−19.249 | 0.000 | −2.132 | 0.017 | 3.512 | 0.000 | −2.335 * | |
−5.633 | 0.000 | −3.619 | 0.000 | 11.676 | 0.000 | −2.463 * |
Variable | CD-Test | p Value | ||
---|---|---|---|---|
30.214 | 0.000 | 0.70 | 0.72 | |
24.043 | 0.000 | 0.56 | 0.69 | |
30.631 | 0.000 | 0.71 | 0.73 | |
13.761 | 0.000 | 0.32 | 0.49 | |
12.724 | 0.000 | 0.30 | 0.41 |
Kao Test | Statistic | p Value | Pedroni Test | Statistic | p Value |
---|---|---|---|---|---|
Modified Dickey–Fuller t | 1.322 | 0.093 | Modified Phillips–Perron t | 6.183 | 0.000 |
Dickey–Fuller t | −3.194 | 0.001 | Phillips–Perron t | −21.235 | 0.000 |
Augmented Dickey–Fuller t | 2.424 | 0.008 | Augmented Dickey–Fuller t | −14.761 | 0.000 |
Unadjusted modified Dickey–Fuller t | −2.288 | 0.011 | Westerlund | Statistic | p Value |
Unadjusted Dickey–Fuller t | −6.121 | 0.000 | Variance ratio | 2.382 | 0.009 |
Variable | VIF | 1/VIF |
1.430 | 0.697 | |
1.350 | 0.742 | |
1.130 | 0.883 | |
1.080 | 0.925 | |
Mean VIF | 1.250 |
Variable | F-Statistics | Prob > F |
---|---|---|
70.414 | 0.000 | |
62.169 | 0.000 | |
190.497 | 0.000 | |
51.996 | 0.000 | |
13.195 | 0.002 |
Delta | p Value | |
---|---|---|
Delta Adjusted delta | 2.244 | 0.025 |
3.664 | 0.000 |
SDG | Coord | GDP | TO | EnvReg | |
---|---|---|---|---|---|
1.000 | |||||
0.504 | 1.000 | ||||
0.423 | 0.494 | 1.000 | |||
0.346 | 0.160 | 0.189 | 1.000 | ||
0.558 | 0.292 | 0.154 | 0.127 | 1.000 |
Variables | PCSE | FE | RE |
---|---|---|---|
0.054 * (0.0097) | 0.037 * (0.0073) | 0.038 * (0.0074) | |
0.022 * (0.0028) | 0.041 * (0.0067) | 0.035 * (0.0058) | |
0.027 * (0.0039) | 0.035 ** (0.0135) | 0.036 ** (0.0139) | |
0.022 * (0.0051) | −0.001 (0.0036) | 0.001 (0.0037) | |
const | 4.279 * (0.0330) | 3.963 * (0.0693) | 4.031 (0.0603) |
Number of observations | 176 | 154 | 154 |
R-squared | 0.999 | 0.432 | 0.429 |
rho | 0.655 | 0.963 | 0.948 |
Wald chi2 | 1193.59 | 24.37 | 97.60 |
Prob > chi2 | 0.000 | 0.000 | 0.000 |
Hausman Test chi2 | – | 2.41 | |
Prob > chi2 | – | 0.6604 |
Variables | 2SLS |
---|---|
0.047 * (0.0085) | |
Control variables | Yes |
const | 4.134 * (0.0564) |
Number of observations | 176 |
K-P rk LM | 18.101 |
K-P rk Wald F | 19.343 |
DWH test | 121.596 |
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Kwilinski, A.; Lyulyov, O.; Pimonenko, T. The Coupling and Coordination Degree of Digital Business and Digital Governance in the Context of Sustainable Development. Information 2023, 14, 651. https://doi.org/10.3390/info14120651
Kwilinski A, Lyulyov O, Pimonenko T. The Coupling and Coordination Degree of Digital Business and Digital Governance in the Context of Sustainable Development. Information. 2023; 14(12):651. https://doi.org/10.3390/info14120651
Chicago/Turabian StyleKwilinski, Aleksy, Oleksii Lyulyov, and Tetyana Pimonenko. 2023. "The Coupling and Coordination Degree of Digital Business and Digital Governance in the Context of Sustainable Development" Information 14, no. 12: 651. https://doi.org/10.3390/info14120651
APA StyleKwilinski, A., Lyulyov, O., & Pimonenko, T. (2023). The Coupling and Coordination Degree of Digital Business and Digital Governance in the Context of Sustainable Development. Information, 14(12), 651. https://doi.org/10.3390/info14120651