Determinant Factors of SDG Disclosure in the University Context
Abstract
:1. Introduction
2. Theoretical Background
2.1. SDGs in the University Context: A Long Journey from SD to SDG Disclosure
2.2. Theoretical Lens, Literature Review, and Hypotheses Development
2.2.1. Theoretical Approaches to Sustainability Disclosure in the University Context
2.2.2. Institutional Context
2.2.3. University Size
2.2.4. University Age
2.2.5. Diversity
3. Research Design
3.1. Sample
- The THE World University Rankings (Blasco et al. 2021; De la Poza et al. 2021;)
- The Fraser Institute (https://www.fraserinstitute.org/, accessed on 28 November 2021) website (Gallego-Álvarez and Pucheta-Martínez 2020).
3.2. Dependent Variable
3.3. Independent Variables
3.3.1. Institutional Macro-Context
3.3.2. Size, Age, and Diversity
3.4. Model
- = constant;
- = Institutional macro context;
- = Total number of FTE students;
- = Year of university foundation minus current year;
- = Percentage of international student;
- = Percentage of female students;
- = error term.
4. Results
4.1. Descriptive Statistics and Univariate Results
4.2. Multivariate Results
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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Country | Frequency | Percentage |
---|---|---|
Algeria | 4 | 0.47 |
Argentina | 2 | 0.24 |
Armenia | 1 | 0.12 |
Australia | 22 | 2.61 |
Azerbaijan | 2 | 0.24 |
Bahrain | 1 | 0.12 |
Bangladesh | 4 | 0.47 |
Belarus | 2 | 0.24 |
Belgium | 2 | 0.24 |
Brazil | 35 | 4.15 |
Bulgaria | 1 | 0.12 |
Cambodia | 1 | 0.12 |
Canada | 22 | 2.61 |
Chile | 15 | 1.78 |
China | 11 | 1.30 |
Colombia | 13 | 1.54 |
Costa Rica | 2 | 0.24 |
Croatia | 1 | 0.12 |
Cyprus | 2 | 0.24 |
Czech Republic | 6 | 0.71 |
Denmark | 2 | 0.24 |
Ecuador | 6 | 0.71 |
Egypt | 26 | 3.08 |
Finland | 8 | 0.95 |
France | 15 | 1.78 |
Germany | 5 | 0.59 |
Ghana | 2 | 0.24 |
Greece | 5 | 0.59 |
Hong Kong | 1 | 0.12 |
Hungary | 5 | 0.59 |
Iceland | 2 | 0.24 |
India | 36 | 4.27 |
Indonesia | 14 | 1.66 |
Iran | 24 | 2.84 |
Iraq | 17 | 2.01 |
Ireland | 9 | 1.07 |
Israel | 1 | 0.12 |
Italy | 14 | 1.66 |
Jamaica | 1 | 0.12 |
Japan | 56 | 6.64 |
Jordan | 6 | 0.71 |
Kazakhstan | 4 | 0.47 |
Kenya | 1 | 0.12 |
Kuwait | 1 | 0.12 |
Latvia | 4 | 0.47 |
Lebanon | 4 | 0.47 |
Malaysia | 15 | 1.78 |
Mexico | 15 | 1.78 |
Morocco | 3 | 0.36 |
Netherlands | 5 | 0.59 |
New Zealand | 7 | 0.83 |
Nigeria | 4 | 0.47 |
Norway | 1 | 0.12 |
Pakistan | 24 | 2.84 |
Peru | 7 | 0.83 |
Philippines | 2 | 0.24 |
Poland | 11 | 1.30 |
Portugal | 9 | 1.07 |
Qatar | 1 | 0.12 |
Romania | 9 | 1.07 |
Russia | 48 | 5.69 |
Saudi Arabia | 11 | 1.30 |
Slovakia | 4 | 0.47 |
Slovenia | 1 | 0.12 |
South Africa | 4 | 0.47 |
South Korea | 16 | 1.90 |
Spain | 36 | 4.27 |
Sri Lanka | 2 | 0.24 |
Sweden | 1 | 0.12 |
Switzerland | 3 | 0.36 |
Taiwan | 30 | 3.55 |
Tanzania | 1 | 0.12 |
Thailand | 19 | 2.25 |
Tunisia | 5 | 0.59 |
Turkey | 37 | 4.38 |
UAE | 3 | 0.36 |
Ukraine | 8 | 0.95 |
United Kingdom | 47 | 5.57 |
United States | 33 | 3.91 |
Uruguay | 1 | 0.12 |
Vietnam | 3 | 0.36 |
Total | 844 | 100 |
Region | Frequency | Percentage |
---|---|---|
Africa | 50 | 5.92 |
Asia | 347 | 41.11 |
Europe | 266 | 31.52 |
North America | 58 | 6.87 |
Oceania | 29 | 3.44 |
South America | 94 | 11.14 |
Total | 844 | 100 |
SDGs | Goal | Metrics | Weight |
---|---|---|---|
SDG 1 | No poverty | Research on poverty | 27% |
Proportion of students receiving financial aid due to poverty | 27% | ||
University anti-poverty programmes | 23% | ||
Community anti-poverty programmes | 23% | ||
SDG 2 | Zero hunger | Research on hunger | 27% |
Campus food waste | 15.4% | ||
Student hunger | 19.2% | ||
Proportion of graduates in food sustainability | 19.2% | ||
National hunger | 19.2% | ||
SDG 3 | Good health and well-being | Research on health and well-being | 27% |
Proportion of health graduates | 34.6% | ||
Collaborations and health services | 38.4% | ||
SDG 4 | Quality education | Research on early years and lifelong learning education | 27% |
Proportion of graduates with teaching qualifications | 15.4% | ||
Lifelong learning measure | 26.8% | ||
Proportion of first-generation students | 30.8% | ||
SDG 5 | Gender equality | Research on gender equality | 27% |
Proportion of first-generation female students | 15.4% | ||
Student access measures | 15.4% | ||
Proportion of senior female academics | 15.4% | ||
Proportion of women receiving degrees | 11.5% | ||
Women’s progress measures | 15.3% | ||
SDG 6 | Clean water and sanitation | Research on water | 27% |
Water consumption | 19% | ||
Water usage and care | 23% | ||
Water reuse | 12% | ||
Water in the community | 19% | ||
SDG 7 | Affordable and clean energy | Research on clean energy | 27% |
University measures toward affordable and clean energy | 23% | ||
Energy use | 27% | ||
Energy and the community | 23% | ||
SDG 8 | Decent work and economic growth | Research on economic growth and employment | 27% |
Employment practice | 19.6% | ||
Expenditure per employee | 15.4% | ||
Proportion of students taking work placements | 19% | ||
Proportion of employees on secure contracts | 19% | ||
SDG 9 | Industry, innovation, and infrastructure | Research on industry, innovation, and infrastructure | 11.6% |
Patents citing university research | 15.4% | ||
University spin-offs | 34.6% | ||
Research income from industry | 38.4% | ||
SDG 10 | Reduced inequalities | Research on reduced inequalities | 27% |
First-generation students | 15.5% | ||
Students from developing countries | 15.5% | ||
Students and staff with disabilities | 23% | ||
Measures against discrimination | 19% | ||
SDG 11 | Sustainable cities and communities | Research on sustainable cities and communities | 27% |
Support of arts and heritage | 22.6% | ||
Expenditure on arts and heritage | 15.3% | ||
Sustainable practices | 35.1% | ||
SDG 12 | Responsible consumption and production | Research on responsible consumption and production | 27% |
Operational measures | 26.7% | ||
Proportion of recycled waste | 27% | ||
Publication of a sustainability report | 19.3% | ||
SDG 13 | Climate action | Research on climate action | 27% |
Low-carbon energy use | 27% | ||
Environmental education measures | 23% | ||
Commitment to carbon neutral university | 23% | ||
SDG 14 | Life below water | Research on life below water | 27% |
Supporting aquatic ecosystems through education | 19.4% | ||
Supporting aquatic ecosystems through action | 19.4% | ||
Water-sensitive waste disposal | 19.3% | ||
Maintaining a local ecosystem | 19% | ||
SDG 15 | Life on land | Research on land ecosystems | 27% |
Supporting land ecosystems through education | 23% | ||
Supporting land ecosystems through action | 27% | ||
Land-sensitive waste disposal | 23% | ||
SDG 16 | Peace, justice and strong institutions | Research on peace and justice | 27% |
University governance measures | 26.6% | ||
Working with government | 23.2% | ||
Proportion of graduates in law and civil enforcement | 23.2% | ||
SDG 17 | Partnerships for the goals | Research into partnerships for the goals | 27.1% |
Relationships to support the goals | 18.5% | ||
Publication of SDG reports | 27.2% | ||
Education for the SDGs | 27.2% |
Variable | Symbol | Description | Data Source | Hypothesis |
---|---|---|---|---|
Institutional macro-context | IMC | Pertains to the protection of persons and property rights promoted by the legal system | Fraser Institute (https://www.fraserinstitute.org/, accessed on 28 November 2021). | H1 |
Size | Size | Total number of FTE students | THE World University Rankings (https://www.timeshighereducation.com/, accessed on 28 November 2021) | H2 |
Age | Age | Age of the university, obtained as the difference between the foundation year and current year | THE World University Rankings (https://www.timeshighereducation.com/, accessed on 28 November 2021) | H3 |
International diversity | ID | Percentage of international students | THE World University Rankings (https://www.timeshighereducation.com/, accessed on 28 November 2021) | H4a |
Gender diversity | GD | Percentage of female students | THE World University Rankings (https://www.timeshighereducation.com/, accessed on 28 November 2021) | H4b |
Variables | N | Mean | SD | Min | Max |
---|---|---|---|---|---|
SDGs | 844 | 54.581 | 15.26 | 16.7 | 93.563 |
IMC | 844 | 5.734 | 1.18 | 2.937 | 7.828 |
Size | 844 | 22,179.318 | 25,198.02 | 499 | 376,303 |
Age | 844 | 95.914 | 122.492 | 1 | 1059 |
ID | 844 | 10.409 | 12.141 | 0 | 86 |
GD | 844 | 51.398 | 12.817 | 1 | 100 |
Variables | % | Ranking (#) |
---|---|---|
SDG 1 | 51.662 | 13 |
SDG 2 | 51.783 | 11 |
SDG 3 | 58.28 | 4 |
SDG 4 | 52.996 | 8 |
SDG 5 | 49.727 | 14 |
SDG 6 | 47.724 | 16 |
SDG 7 | 58.461 | 3 |
SDG 8 | 62.928 | 1 |
SDG 9 | 53.647 | 7 |
SDG 10 | 52.226 | 10 |
SDG 11 | 57.686 | 5 |
SDG 12 | 54.389 | 6 |
SDG 13 | 47.086 | 17 |
SDG 14 | 48.332 | 15 |
SDG 15 | 51.734 | 12 |
SDG 16 | 58.898 | 2 |
SDG 17 | 52.989 | 9 |
Variables | Africa | Asia | Europe | North America | Oceania | South America |
---|---|---|---|---|---|---|
SDG1 | 44.203 | 47.598 | 52.983 | 76.611 | 71.118 | 54.69 |
SDG2 | 41.936 | 48.272 | 49.079 | 74.373 | 72.138 | 55.336 |
SDG3 | 49.986 | 53.032 | 60.036 | 72.49 | 87.396 | 58.302 |
SDG4 | 47.057 | 49.406 | 56.192 | 60.498 | 74.805 | 50.904 |
SDG5 | 40.189 | 42.47 | 54.842 | 65.888 | 78.433 | 49.615 |
SDG6 | 37.97 | 43.821 | 46.584 | 70.294 | 77.662 | 48.165 |
SDG7 | 49.514 | 54.859 | 61.193 | 71.042 | 81.647 | 56.01 |
SDG8 | 47.375 | 57.914 | 67.939 | 72.7 | 84.085 | 61.828 |
SDG9 | 40.507 | 52.381 | 56.796 | 74.76 | 70.938 | 38.635 |
SDG10 | 41.228 | 44.057 | 60.789 | 70.685 | 80.223 | 41.233 |
SDG11 | 45.775 | 52.286 | 59.989 | 81.252 | 83.532 | 48.635 |
SDG12 | 37.295 | 48.48 | 59.387 | 78.679 | 79.873 | 47.124 |
SDG13 | 40.438 | 38.975 | 52.836 | 65.455 | 72.173 | 42.822 |
SDG14 | 33.221 | 40.951 | 51.441 | 75.765 | 75.700 | 47.816 |
SDG15 | 32.722 | 44.277 | 55.246 | 77.725 | 83.106 | 47.776 |
SDG16 | 48.319 | 50.000 | 65.917 | 81.362 | 84.363 | 54.492 |
SDG17 | 48.186 | 47.737 | 54.886 | 69.797 | 86.152 | 48.956 |
Overall | 45.589 | 48.651 | 57.194 | 66.818 | 80.491 | 49.944 |
Variables | (1) SDGs | (2) IMC | (3) Size | (4) Age | (4) ID | (5) GD |
---|---|---|---|---|---|---|
(1) SDGs | 1.000 | |||||
(2) IMC | 0.510 *** | 1.000 | ||||
(3) Size | 0.074 ** | −0.144 *** | 1.000 | |||
(4) Age | 0.217 *** | 0.157 *** | 0.138 *** | 1.000 | ||
(5) ID | 0.491 *** | 0.496 *** | −0.111 *** | 0.141 *** | 1.000 | |
(6) GD | 0.114 *** | 0.017 | 0.050 | 0.079 ** | 0.083 ** | 1.000 |
Hypothesis | SDGs | Coef. | SE | t-Value | p-Value | Sig | VIF |
---|---|---|---|---|---|---|---|
H1 | IMC | 3.500021 | 0.437 | 8.01 | <0.01 | *** | 1.66 |
H2 | Size | 0.000088 | 0.000 | 4.84 | <0.01 | *** | 1.30 |
H3 | Age | 0.011152 | 0.0036 | 3.13 | <0.01 | *** | 1.19 |
H4a | ID | 34.53946 | 4.134 | 8.36 | <0.01 | *** | 1.57 |
H4b | GD | 5.895557 | 3.194 | 1.85 | <0.1 | ** | 1.05 |
Regional FE dummies | Included | ||||||
Constant | 37.34023 | 4.389 | 8.61 | >0.01 | *** | ||
R-squared | 0.427 | ||||||
Adjusted R-squared | 0.420 | ||||||
F-test | 62.11 | ||||||
Number of observations | 844 | ||||||
Prob > F | 0.000 | ||||||
Mean VIF | 1.354 |
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De Iorio, S.; Zampone, G.; Piccolo, A. Determinant Factors of SDG Disclosure in the University Context. Adm. Sci. 2022, 12, 21. https://doi.org/10.3390/admsci12010021
De Iorio S, Zampone G, Piccolo A. Determinant Factors of SDG Disclosure in the University Context. Administrative Sciences. 2022; 12(1):21. https://doi.org/10.3390/admsci12010021
Chicago/Turabian StyleDe Iorio, Serena, Giovanni Zampone, and Anna Piccolo. 2022. "Determinant Factors of SDG Disclosure in the University Context" Administrative Sciences 12, no. 1: 21. https://doi.org/10.3390/admsci12010021
APA StyleDe Iorio, S., Zampone, G., & Piccolo, A. (2022). Determinant Factors of SDG Disclosure in the University Context. Administrative Sciences, 12(1), 21. https://doi.org/10.3390/admsci12010021