Predictors of Motivation and Barriers to ICT-Enabling Education for Sustainability
Abstract
:1. Introduction
2. Methodology
2.1. Background of Subjects
2.2. Instrument and Measures
2.3. Type of Analysis
3. Results
3.1. Factor Analysis
3.1.1. School-Level Barriers Scale
3.1.2. System-Level Barriers Scale
3.1.3. Teacher-Level Barriers Scale
3.1.4. Teacher Motivation Scale
3.2. 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 | Factor 1 |
---|---|
School organization not supportive of innovations. | 0.79 |
School space organization is prohibitive for ICTeEfS practice. | 0.80 |
Crowded classrooms. | 0.72 |
Limited school time for innovative practices. | 0.76 |
Schools lack digital tools to support innovative teaching and learning. | 0.77 |
Lack of in school-based training. | 0.75 |
Insufficient technical support for school teachers. | 0.73 |
Items | Factor 1 |
---|---|
Insufficient policy and provision for technical support at the school system. | 0.78 |
Insufficient pedagogical support for the school system. | 0.80 |
Lack of adequate content/material for innovative teaching. | 0.78 |
Lack of capacity building for teacher professional development. | 0.79 |
Lack of appropriate course content and instructional programs for ICTeEfS. | 0.88 |
Lack of central technical, administrative, and institutional support. | 0.87 |
Lack of incentives to use ICTs. | 0.78 |
Lack of appropriate software, hardware, and teaching materials. | 0.85 |
Items | Factor 1 |
---|---|
Lack of time for training, exploration, and preparation. | 0.78 |
Computer anxiety and a lack of confidence. | 0.85 |
Fear of change and a lack of personal change-management skills. | 0.91 |
Limited knowledge of how to make full use of ICTs. | 0.90 |
Limited understanding of how to integrate ICTs into teaching. | 0.88 |
Pressure to prepare students for exams and tests. | 0.86 |
Items | Factor 1 |
---|---|
Teachers are not in favor of the use of ICTs in school practices. | 0.85 |
Teachers lack interest in being trained in ICTs. | 0.87 |
Lack of motivation concerning ICT-enabled Education for Sustainability. | 0.90 |
Lack of motivational rewards concerning the use of ICTs. | 0.89 |
Variables | N | Min/Max | Mean | S.D. | Skewness | Kurtosis | ||
---|---|---|---|---|---|---|---|---|
Stat. | S. Er. | Stat | S. Er | |||||
Motivation | 1253 | 1–4 | 2.46 | 0.81 | 0.028 | 0.069 | −0.68 | 0.14 |
Teacher-level | 1253 | 1–4 | 2.49 | 0.78 | 0.081 | 0.069 | −0.59 | 0.14 |
School-level | 1253 | 1–4 | 2.67 | 0.72 | −0.20 | 0.069 | −0.42 | 0.14 |
System-level | 1253 | 1–4 | 2.67 | 0.75 | −0.16 | 0.069 | −0.58 | 0.14 |
Model | Predictors | Adjusted R2 | Std. Error | Change Statistics | Durbin–Watson | |||
---|---|---|---|---|---|---|---|---|
R2 Change | F Change | Df1/2 | Sig. | |||||
1 | Teacher-level barriers to motivation | 0.689 | 0.456 | 0.690 | 2778.10 | 1/1251 | 0.000 (a) | 1.89 |
2 | System-level barriers to motivation | 0.758 | 0.402 | 0.068 | 353.55 | 1/1250 | 0.000 (b) | |
3 | School-level barriers to motivation | 0.759 | 0.401 | 0.002 | 9.17 | 1/1249 | 0.003 (c) |
Model | Sum of Squares | D.F | Mean Square | F | Sig. | |
---|---|---|---|---|---|---|
1 | Regression residual total | 578.016 | 1 1251 1252 | 687.561 0.208 | 2778.10 | 0.000 (b) |
260.285 | ||||||
838.300 | ||||||
2 | Regression residual total | 635.403 | 2 1250 1252 | 317.702 0.162 | 1957.28 | 0.000 (c) |
202.897 | ||||||
838.300 | ||||||
3 | Regression residual total | 636.882 | 3 1249 1252 | 212.294 0.161 | 1316.44 | 0.000 (d) |
201.418 | ||||||
838.300 |
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Othman, W.; Makrakis, V.; Kostoulas-Makrakis, N.; Hamidon, Z.; Keat, O.C.; Abdullah, M.L.; Shafie, N.; Mat, H. Predictors of Motivation and Barriers to ICT-Enabling Education for Sustainability. Sustainability 2024, 16, 749. https://doi.org/10.3390/su16020749
Othman W, Makrakis V, Kostoulas-Makrakis N, Hamidon Z, Keat OC, Abdullah ML, Shafie N, Mat H. Predictors of Motivation and Barriers to ICT-Enabling Education for Sustainability. Sustainability. 2024; 16(2):749. https://doi.org/10.3390/su16020749
Chicago/Turabian StyleOthman, Widad, Vassilios Makrakis, Nelly Kostoulas-Makrakis, Zahari Hamidon, Oo Cheng Keat, Mohd Lokman Abdullah, Norazzila Shafie, and Hamidah Mat. 2024. "Predictors of Motivation and Barriers to ICT-Enabling Education for Sustainability" Sustainability 16, no. 2: 749. https://doi.org/10.3390/su16020749
APA StyleOthman, W., Makrakis, V., Kostoulas-Makrakis, N., Hamidon, Z., Keat, O. C., Abdullah, M. L., Shafie, N., & Mat, H. (2024). Predictors of Motivation and Barriers to ICT-Enabling Education for Sustainability. Sustainability, 16(2), 749. https://doi.org/10.3390/su16020749