ICT-Enabled Education for Sustainability Justice in South East Asian Universities
Abstract
:1. Introduction
Summary of the Literature Review
2. Method
2.1. Participants
2.2. Measurements
- (a)
- Knowledge of merging ICT with EfS (ICTeEfS), 9 items;
- (b)
- Critical reflective practice (CRIREFLECT), 11 items;
- (c)
- Transformative teaching and learning beliefs (TRANSTEB), 12 items and
- (d)
- Sustainability justice attitudes (SUSTJUST), 17 items
2.3. Methods of Data Analyses
3. Results
3.1. Factorial Analyses
3.1.1. Exploratory Factorial Analysis of the ICTeEfS Scale
3.1.2. Exploratory Factorial Analysis of CRIREFLECT
3.1.3. Exploratory Factorial Analysis of the TRANSTEB Scale
3.1.4. Exploratory Factorial Analysis of the SUSTJUST Scale
3.2. Mean Differences (t-Test and One-Way ANOVAs)
3.3. Stepwise Regression Analysis
4. Discussion
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Items—I Have Learned to | Saturation |
---|---|
| 0.67 |
| 0.81 |
| 0.84 |
| 0.85 |
| 0.67 |
| 0.76 |
| 0.79 |
| 0.79 |
| 0.80 |
Items | Saturation |
---|---|
| 0.59 |
| 0.71 |
| 0.73 |
| 0.73 |
| 0.58 |
| 0.68 |
| 0.66 |
| 0.74 |
| 0.68 |
| 0.66 |
| 0.64 |
Items | Saturation |
---|---|
| 0.58 |
| 0.47 |
| 0.73 |
| 0.74 |
| 0.63 |
| 0.73 |
| 0.60 |
| 0.71 |
| 0.77 |
| 0.72 |
| 0.75 |
| 0.41 |
Items | Saturation |
---|---|
| 0.47 |
| 0.56 |
| 0.40 |
| 0.53 |
| 0.61 |
| 0.67 |
| 0.53 |
| 0.63 |
| 0.60 |
| 0.64 |
| 0.59 |
| 0.69 |
| 0.66 |
| 0.39 |
| 0.67 |
| 0.58 |
| 0.59 |
Composite Variables | Gender | N | Mean | SD | Levene’s Test | t-Test for Means Equality | |||
---|---|---|---|---|---|---|---|---|---|
F | Sig. | t | Diff | Sig. | |||||
ICTeEfS | Male | 502 | 2.99 | 0.83 | 0.154 | 0.695 | −0.251 | −0.01 | 0.802 |
Female | 882 | 3.00 | 0.87 | ||||||
CRIREFLECT | Male | 499 | 3.65 | 0.56 | 3.02 | 0.083 | 0.120 | 0.01 | 0.905 |
Female | 936 | 3.64 | 0.80 | ||||||
SUSTJUST | Male | 507 | 3.85 | 0.51 | 2.36 | 0.125 | −3.56 | −0.10 | 0.000 |
Female | 934 | 3.95 | 0.47 | ||||||
TRANSTB | Male | 511 | 3.90 | 0.56 | 0.018 | 0.893 | −2.58 | −0.08 | 0.010 |
Female | 958 | 3.98 | 0.55 |
Composite Variables | Study Year | N | Mean | SD | Levene’s Test | t-Test for Means Equality | |||
---|---|---|---|---|---|---|---|---|---|
F | Sig. | t | Diff | Sig. | |||||
ICTeEfS | 1st | 851 | 2.88 | 0.88 | 7.77 | 0.005 | −6.4 | −0.30 | 0.000 |
4th | 532 | 3.18 | 0.78 | ||||||
CRIREFLECT | 1st | 844 | 3.60 | 0.59 | 0.207 | 0.650 | 3.0 | −0.10 | 0.002 |
4th | 590 | 3.70 | 0.58 | ||||||
SUSTJUST | 1st | 858 | 3.89 | 0.50 | 0.410 | 0.522 | −1.8 | −0.05 | 0.067 |
4th | 588 | 3.94 | 0.54 | ||||||
TRANSTB | 1st | 891 | 3.92 | 0.54 | 0.832 | 0.362 | −2.7 | −0.08 | 0.006 |
4th | 586 | 4.00 | 0.56 |
Composite Variables by Subject of Study | Sum of Squares | Df | Mean Square | F | Sig. | |
---|---|---|---|---|---|---|
ICTeEfS | Between groups | 20.648 | 6 | 3.441 | 4.74 | 0.000 |
Within groups | 999.103 | 1377 | 0.726 | |||
Total | 1019.751 | 1383 | ||||
CRIREFLECT | Between groups | 4.116 | 6 | 0.686 | 1.95 | 0.069 |
Within groups | 501.584 | 1428 | 0.351 | |||
Total | 505.700 | 1434 | ||||
SUSTJUST | Between groups | 4.047 | 6 | 0.675 | 2.78 | 0.011 |
Within groups | 348.471 | 1440 | 0.242 | |||
Total | 352.518 | 1446 | ||||
TRANSTEB | Between groups | 1.859 | 6 | 0.310 | 1.02 | 0.410 |
Within groups | 443.739 | 1462 | 0.304 | |||
Total | 445.598 | 1468 |
Composite Variables by ICT Skills | Sum of Squares | df | Mean Square | F | Sig. | |
---|---|---|---|---|---|---|
ICTeEfS | Between groups | 81.030 | 4 | 20.257 | 29.76 | 0.000 |
Within groups | 938.722 | 1379 | 0.681 | |||
Total | 1019.752 | 1383 | ||||
CRIREFLECT | Between groups | 28.830 | 4 | 7.208 | 21.61 | 0.000 |
Within groups | 476.870 | 1430 | 0.336 | |||
Total | 505.700 | 1434 | ||||
SUSTJUST | Between groups | 2.260 | 4 | 0.565 | 2.33 | 0.054 |
Within groups | 350.258 | 1442 | 0.243 | |||
Total | 352.518 | 1446 | ||||
TRANSTEB | Between groups | 3.011 | 4 | 0.753 | 2.49 | 0.042 |
Within groups | 442.588 | 1464 | 0.302 | |||
Total | 445.599 | 1468 |
Compositive Variables by Knowledge of Education for Sustainability | Sum of Squares | df | Mean Square | F | Sig. | |
---|---|---|---|---|---|---|
ICTeEfS | Between groups | 104.405 | 4 | 26.101 | 39.32 | 0.000 |
Within groups | 915.347 | 1379 | 0.664 | |||
Total | 1019.752 | 1383 | ||||
CRIREFLECT | Between groups | 25.468 | 4 | 6.367 | 18.95 | 0.000 |
Within groups | 480.231 | 1430 | 0.336 | |||
Total | 505.700 | 1434 | ||||
SUSTJUST | Between groups | 1.313 | 4 | 0.328 | 13.5 | 0.250 |
Within groups | 351.205 | 1442 | 0.244 | |||
Total | 352.518 | 1446 | ||||
TRANSTEB | Between groups | 1.088 | 4 | 0.272 | 0.896 | 0.466 |
Within groups | 444.511 | 1464 | 0.304 | |||
Total | 445.599 | 1468 |
Model | Predictors | R2adj | Std. Error | Change Statistics | Collinearity Statistics | ||||
---|---|---|---|---|---|---|---|---|---|
R2change | F Change | Df1/2 | Sig. | Tol | VIF | ||||
1 | TRANSTEB | 0.388 | 0.372 | 0.388 | 810.19 | 1/1280 | 0.000 | 0.864 | 1.16 |
2 | CRIREFLECTION | 0.447 | 0.354 | 0.060 | 138.40 | 1/1279 | 0.000 | 0.753 | 1.32 |
3 | GENDER | 0.449 | 0.353 | 0.002 | 4.03 | 1/1278 | 0.045 | 0.991 | 1.00 |
4 | STUSUBJECT | 0.451 | 0.353 | 0.002 | 4.09 | 1/1277 | 0.043 | 0.981 | 1.02 |
5 | ICTeEfS | 0.454 | 0.352 | 0.002 | 4.76 | 1/1276 | 0.029 | 0.832 | 1.20 |
Dependent Variable—SUSTJUST MODEL | Unstandardized Coefficients | Stand. Coeff. | t | Sig. | |
---|---|---|---|---|---|
B | Std. Error | Beta | |||
1 (Constant) | 1.258 | 0.095 | 13.21 | 0.000 | |
Gender | 0.043 | 0.021 | 0.043 | 2.059 | 0.040 |
Year of Study | −0.031 | 0.021 | −0.032 | −1.49 | 0.135 |
Subject of study | 0.018 | 0.008 | 0.049 | 2.355 | 0.019 |
ICT knowledge and skills | −0.008 | 0.014 | −0.015 | −0.602 | 0.547 |
Sustainability knowledge and skills | 0.005 | 0.014 | 0.009 | 0.376 | 0.707 |
ICT-enabled Edu. for Sustainability | 0.031 | 0.013 | 0.055 | 2.318 | 0.021 |
Critical reflective practice | 0.196 | 0.019 | 0.244 | 10.089 | 0.000 |
Transformative teaching beliefs | 0.458 | 0.020 | 0.524 | 23.333 | 0.000 |
Model | R | R² | Adj. R² | Std. Er. | D-W |
1 Model Summary Statistics | 0.674 | 0.454 | 0.451 | 0.353 | 1.95 |
ANOVA | Sum of Squares | Df | Mean Square | F | Sig. |
Regression Residual Total | 131.644 158.256 289.900 | 8 1273 | 16.45 0.124 | 132.367 | 0.000 |
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Makrakis, V.; Biasutti, M.; Kostoulas-Makrakis, N.; Ghazali, M.; Othman, W.; Ali, M.; Fitriyanto, N.A.; Mavrantonaki, K. ICT-Enabled Education for Sustainability Justice in South East Asian Universities. Sustainability 2024, 16, 4049. https://doi.org/10.3390/su16104049
Makrakis V, Biasutti M, Kostoulas-Makrakis N, Ghazali M, Othman W, Ali M, Fitriyanto NA, Mavrantonaki K. ICT-Enabled Education for Sustainability Justice in South East Asian Universities. Sustainability. 2024; 16(10):4049. https://doi.org/10.3390/su16104049
Chicago/Turabian StyleMakrakis, Vassilios, Michele Biasutti, Nelly Kostoulas-Makrakis, Munirah Ghazali, Widad Othman, Mohammad Ali, Nanung Agus Fitriyanto, and Katerina Mavrantonaki. 2024. "ICT-Enabled Education for Sustainability Justice in South East Asian Universities" Sustainability 16, no. 10: 4049. https://doi.org/10.3390/su16104049
APA StyleMakrakis, V., Biasutti, M., Kostoulas-Makrakis, N., Ghazali, M., Othman, W., Ali, M., Fitriyanto, N. A., & Mavrantonaki, K. (2024). ICT-Enabled Education for Sustainability Justice in South East Asian Universities. Sustainability, 16(10), 4049. https://doi.org/10.3390/su16104049