Submitted:
15 March 2025
Posted:
17 March 2025
You are already at the latest version
Abstract
Keywords:
1. Introduction
2. Theoretical Basis and Research Hypothesis
2.1. Risk Management
2.2. Digital Technology Literacy
2.3. Modern Learning Environment
2.4. Student Resilience
2.5. Hypothesized Model
2.5.1. Risk Management and Student Resilience
2.5.2. Digital Technology Literacy and Student Resilience
2.5.3. Modern Learning Environment as a Moderating Variable
3. Research Methods
3.1. Profile Responden
3.2. Measurement
3.3. Method
4. Data Analysis
4.1. Measurement and Structural Model

4.2. Hypothesis Testing
- 1)
-
H1: Risk Management has a positive and significant effect on Student ResilienceThe results show a path coefficient of 0.220, t-statistics of 3.932 (greater than 1.96), and a p-value of 0.000 (below 0.05). This confirms that effective risk management implementation significantly enhances student resilience. Institutions with well-implemented risk management approaches provide better support for students in overcoming learning challenges.
- 2)
-
H2: Digital Technology Literacy has a positive and significant effect on Student ResilienceWith a path coefficient of 0.214, t-statistics of 4.253, and a p-value of 0.000, the results indicate that high digital technology literacy significantly contributes to strengthening student resilience. Students with strong technological skills are better equipped to adapt and utilize technology to support their learning process.
- 3)
-
H3: Modern Learning Environment moderates the relationship between Risk Management and Student ResilienceA path coefficient of 0.407, t-statistics of 8.556, and a p-value of 0.000 show that the modern learning environment significantly strengthens the relationship between risk management and student resilience. Modern learning infrastructure and technology act as catalysts that enhance the effectiveness of risk management in supporting student resilience.
- 4)
-
H4: Modern Learning Environment moderates the relationship between Digital Technology Literacy and Student ResilienceWith a path coefficient of 0.015, t-statistics of 5.129, and a p-value of 0.000, the results indicate that the modern learning environment significantly strengthens the effect of digital technology literacy on student resilience. A supportive modern learning environment enables students to maximize the use of digital technology literacy in addressing academic challenges.
5. Discussion and Conclusions
5.1. Risk Management Has a Significant Positive Effect on Student Resilience.
5.2. Digital Technology Literacy Has a Significant Positive Effect on Student Resilience
5.3. Modern Learning Environment Moderates the Relationship Between Risk Management and Student Resilience
5.4. Modern Learning Environment Moderates the Relationship Between Digital Technology Literacy and Student Resilience
5.5. Conclusion
6. Theoretical Implications
7. Practical Implications
8. Limitations and Future Research
Author Contributions
Data Availability Statement
Funding
Conflicts of Interest
Abbreviations
| HRM | Human Resource Management |
| SET | Social Exchange Theory |
| SDT | Self-Determination Theory |
| CSR | Corporate Social Responsibility |
| SDGs | Sustainable Development Goals |
| AI | Artificial Intelligence |
| ICT | Information and Communication Technology |
| MLE | Modern Learning Environment |
| PLS-SEM | Partial Least Squares Structural Equation Modeling |
References
- Matsieli, M.; Mutula, S. , “COVID-19 and Digital Transformation in Higher Education Institutions: Towards Inclusive and Equitable Access to Quality Education,” Educ Sci (Basel), vol. 14, no. 8, p. 819, Jul. 2024. [CrossRef]
- Wollscheid, S.; Scholkmann, A.; Capasso, M.; Olsen, D.S. , “Digital Transformations in Higher Education in Result of the COVID-19 Pandemic: Findings from a Scoping Review,” in Digital Transformations in Nordic Higher Education, Cham: Springer International Publishing, 2023, pp. 217–242. [CrossRef]
- Minnett, K.; Stephenson, Z. , “Exploring the Psychometric Properties of the Connor-Davidson Resilience Scale (CD-RISC),” Advers Resil Sci, Dec. 2024. [CrossRef]
- A., & M. H. Martin, Student resilience and boosting academic buoyancy. 2020.
- Motz, R.; Porta, M.; Reategui, E. , “Building Resilient Educational Systems: The Power of Digital Technologies,” 2023, pp. 370–383. [CrossRef]
- Yu, Z. , “Sustaining Student Roles, Digital Literacy, Learning Achievements, and Motivation in Online Learning Environments during the COVID-19 Pandemic,” Sustainability, vol. 14, no. 8, p. 4388, Apr. 2022. [CrossRef]
- Guaña-Moya, J.; Salgado-Reyes, N.; Arteaga-Alcívar, Y.; Espinosa-Cevallos, A. , “Importance of Cybersecurity Education to Reduce Risks in Academic Institutions,” 2024, pp. 31–40. [CrossRef]
- Huang, R.; Adarkwah, M.A.; Liu, M.; Hu, Y.; Zhuang, R.; Chang, T. , “Digital Pedagogy for Sustainable Education Transformation: Enhancing Learner-Centred Learning in the Digital Era,” Frontiers of Digital Education, Dec. 2024. [CrossRef]
- Worldbank, “Ensuring Learning Continuity During Crises: Applying Lessons from the COVID-19 Pandemic to Shape Resilience and Adaptability,” https://www.worldbank.org/en/results/2024/10/30/learning-education-continuity-during-crises-covid19?utm_source=chatgpt.com.
- Matías-García, J.A.; Cubero, M.; Santamaría, A.; Bascón, M.J. , “The learner identity of adolescents with trajectories of resilience: the role of risk, academic experience, and gender,” European Journal of Psychology of Education, vol. 39, no. 3, pp. 2739–2761, Sep. 2024. [CrossRef]
- Ye, W.; Strietholt, R.; Blömeke, S. , “Academic resilience: underlying norms and validity of definitions,” Educ Assess Eval Account, vol. 33, no. 1, pp. 169–202, Feb. 2021. [CrossRef]
- Holdsworth, S.; Turner, M.; Scott-Young, C.M. , “Developing the Resilient Learner: A Resilience Framework for Universities,” in Transformations in Tertiary Education, Singapore: Springer Singapore, 2019, pp. 27–42. [CrossRef]
- Bulut, M.; Bulut, A.; Kaban, A.; Kirbas, A. , “Exploring the Nexus of Technology, Digital, and Visual Literacy: A Bibliometric Analysis,” International Journal of Education in Mathematics, Science and Technology, vol. 12, no. 2, pp. 345–363, Nov. 2023. [CrossRef]
- Meridha, J.M. , “The causes of poor digital literacy in educational practice, and possible solutions among the stakeholders: a systematic literature review,” SN Social Sciences, vol. 4, no. 11, p. 210, Nov. 2024. [CrossRef]
- Zhu, S.; Li, J.; Bai, J.; Yang, H.H.; Zhang, D. , “Assessing Secondary Students’ Digital Literacy Using an Evidence-Centered Game Design Approach,” 2023, pp. 214–223. [CrossRef]
- Otto, S.; Bertel, L.B.; Lyngdorf, N.E.R.; Markman, A.O.; Andersen, T.; Ryberg, T. , “Emerging Digital Practices Supporting Student-Centered Learning Environments in Higher Education: A Review of Literature and Lessons Learned from the Covid-19 Pandemic,” Educ Inf Technol (Dordr), vol. 29, no. 2, pp. 1673–1696, Feb. 2024. [CrossRef]
- Buchan, M.C.; Bhawra, J.; Katapally, T.R. , “Navigating the digital world: development of an evidence-based digital literacy program and assessment tool for youth,” Smart Learning Environments, vol. 11, no. 1, p. 8, Feb. 2024. [CrossRef]
- Yuan, X.; Rehman, S.; Altalbe, A.; Rehman, E.; Shahiman, M.A. , “Digital literacy as a catalyst for academic confidence: exploring the interplay between academic self-efficacy and academic procrastination among medical students,” BMC Med Educ, vol. 24, no. 1, p. 1317, Nov. 2024. [CrossRef]
- Qi, C.; Yang, N. , “Digital resilience and technological stress in adolescents: A mixed-methods study of factors and interventions,” Educ Inf Technol (Dordr), vol. 29, no. 14, pp. 19067–19113, Oct. 2024. [CrossRef]
- Xu, X.; Li, Z.; Hong, W.C.H.; Xu, X.; Zhang, Y. , “Effects and side effects of personal learning environments and personalized learning in formal education,” Educ Inf Technol (Dordr), vol. 29, no. 15, pp. 20729–20756, Oct. 2024. [CrossRef]
- Demir, K.A. , “Smart education framework,” Smart Learning Environments, vol. 8, no. 1, p. 29, Dec. 2021. [CrossRef]
- Fitzgerald, M.S.; Evans, K.B. , “Integrating Digital Tools to Enhance Access to Learning Opportunities in Project-based Science Instruction,” TechTrends, vol. 68, no. 5, pp. 882–891, Sep. 2024. [CrossRef]
- Depedtambayan, “Enhancing Student Engagement through Interactive Teaching Methods: Strategies and Best Practices for Educators,” https://depedtambayan.net/interactive-teaching-methods-student-engagement/?utm_source=chatgpt.com.
- Drossel, K.; Eickelmann, B.; Vennemann, M. , “Schools overcoming the digital divide: in depth analyses towards organizational resilience in the computer and information literacy domain,” Large Scale Assess Educ, vol. 8, no. 1, p. 9, Dec. 2020. [CrossRef]
- Qi, C.; Yang, N. , “Digital resilience and technological stress in adolescents: A mixed-methods study of factors and interventions,” Educ Inf Technol (Dordr), vol. 29, no. 14, pp. 19067–19113, Oct. 2024. [CrossRef]
- Zhou, X.; Smith, C.J.M.; Al-Samarraie, H. , “Digital technology adaptation and initiatives: a systematic review of teaching and learning during COVID-19,” J Comput High Educ, vol. 36, no. 3, pp. 813–834, Dec. 2024. [CrossRef]
- Rojas, M.P.; Chiappe, A. , “Artificial Intelligence and Digital Ecosystems in Education: A Review,” Technology, Knowledge and Learning, vol. 29, no. 4, pp. 2153–2170, Dec. 2024. [CrossRef]
- Khaw, T.Y.; Teoh, A.P. , “Risk management in higher education research: a systematic literature review,” Quality Assurance in Education, vol. 31, no. 2, pp. 296–312, Feb. 2023. [CrossRef]
- Dursun, C. , “Risk Management in Digital Era: Opportunities and Challenges,” 2024, pp. 231–251. [CrossRef]
- L. ; Ruzic-Dimitrijevic, D.J., “The risk management in higher education institutions.,” Online Journal of Applied Knowledge Management, vol. 2, no. 1, pp. 137–152, 2014.
- Guaña-Moya, J.; Salgado-Reyes, N.; Arteaga-Alcívar, Y.; Espinosa-Cevallos, A. , “Importance of Cybersecurity Education to Reduce Risks in Academic Institutions,” 2024, pp. 31–40. [CrossRef]
- Haque, M.A.; et al. , “Cybersecurity in Universities: An Evaluation Model,” SN Comput Sci, vol. 4, no. 5, p. 569, Jul. 2023. [CrossRef]
- Gourisaria, M.K.; Chufare, A.T.; Banik, D. , “Cybersecurity Imminent Threats with Solutions in Higher Education,” 2023, pp. 35–47. [CrossRef]
- COSO, “Enterprise Risk Management,” https://www.coso.org/guidance-erm?utm_source=chatgpt.com.
- Shaya, N.; Abukhait, R.; Madani, R.; Khattak, M.N. , “Organizational Resilience of Higher Education Institutions: An Empirical Study during Covid-19 Pandemic,” Higher Education Policy, vol. 36, no. 3, pp. 529–555, Sep. 2023. [CrossRef]
- T. ; P. I. ; Izumi, S.R., Safety and resilience of higher educational institutions. Springer., 2022.
- Ross, P.M.; Scanes, E.; Locke, W. , “Stress adaptation and resilience of academics in higher education,” Asia Pacific Education Review, Feb. 2023. [CrossRef]
- J. ; Beale, K.I., “Building Academic Resilience in Secondary School Students: A Research Review and Case Study.,” In Transcending Crisis by Attending to Care, Emotion, and Flourishing, Routledge., pp. 48–71, 2023.
- Wong, Z.Y.; Liem, G.A.D. , “Student Engagement: Current State of the Construct, Conceptual Refinement, and Future Research Directions,” Educ Psychol Rev, vol. 34, no. 1, pp. 107–138, Mar. 2022. [CrossRef]
- G. ; T. S. ; Lagubeau, H.C., “Active learning reduces academic risk of students with nonformal reasoning skills: Evidence from an introductory physics massive course in a Chilean public university.,” Phys Rev Phys Educ Res, vol. 16, no. 2, 2020.
- Barbayannis, G.; Bandari, M.; Zheng, X.; Baquerizo, H.; Pecor, K.W.; Ming, X., “Academic Stress and Mental Well-Being in College Students: Correlations, Affected Groups, and COVID-19,” Front Psychol, vol. 13, May 2022. [CrossRef]
- Ramos-Monsivais, C.L.; Rodríguez-Cano, S.; Lema-Moreira, E.; Delgado-Benito, V. , “Relationship between mental health and students’ academic performance through a literature review,” Discover Psychology, vol. 4, no. 1, p. 119, Sep. 2024. [CrossRef]
- Campbell, F.; et al. , “Factors that influence mental health of university and college students in the UK: a systematic review,” BMC Public Health, vol. 22, no. 1, p. 1778, Sep. 2022. [CrossRef]
- T. ; U. H. ; M. A. ; H. I. M. ; Quraishi, O.M.R., “Empowering students through digital literacy: A case study of successful integration in a higher education curriculum.,” Journal of Digital Learning and Distance Education, vol. 2, no. 9, pp. 667–681, 2024.
- Holm, P. , “Impact of digital literacy on academic achievement: Evidence from an online anatomy and physiology course,” E-Learning and Digital Media, Feb. 2024. [CrossRef]
- Tondeur, J.; et al. , “The HeDiCom framework: Higher Education teachers’ digital competencies for the future,” Educational technology research and development, vol. 71, no. 1, pp. 33–53, Feb. 2023. [CrossRef]
- Spante, M.; Hashemi, S.S.; Lundin, M.; Algers, A. , “Digital competence and digital literacy in higher education research: Systematic review of concept use,” Cogent Education, vol. 5, no. 1, p. 1519143, Jan. 2018. [CrossRef]
- Kim, H.J.; Hong, A.J.; Song, H.-D. , “The roles of academic engagement and digital readiness in students’ achievements in university e-learning environments,” International Journal of Educational Technology in Higher Education, vol. 16, no. 1, p. 21, Dec. 2019. [CrossRef]
- Akpen, C.N.; Asaolu, S.; Atobatele, S.; Okagbue, H.; Sampson, S. , “Impact of online learning on student’s performance and engagement: a systematic review,” Discover Education, vol. 3, no. 1, p. 205, Nov. 2024. [CrossRef]
- Widowati, A.; Siswanto, I.; Wakid, M. , “Factors Affecting Students’ Academic Performance: Self Efficacy, Digital Literacy, and Academic Engagement Effects,” International Journal of Instruction, vol. 16, no. 4, pp. 885–898, Oct. 2023. [CrossRef]
- “The relationship between digital literacy and academic performance of college students in blended learning: the mediating effect of learning adaptability,” Advances in Educational Technology and Psychology, vol. 7, no. 8, 2023. [CrossRef]
- Bhat, R.A. , “The Impact of Technology Integration on Student Learning Outcomes: A Comparative Study,” International Journal of Social Science, Educational, Economics, Agriculture Research and Technology (IJSET), vol. 2, no. 9, pp. 592–596, Aug. 2023. [CrossRef]
- Yu, Z. , “Sustaining Student Roles, Digital Literacy, Learning Achievements, and Motivation in Online Learning Environments during the COVID-19 Pandemic,” Sustainability, vol. 14, no. 8, p. 4388, Apr. 2022. [CrossRef]
- Polat, M. , “Readiness, resilience, and engagement: Analyzing the core building blocks of online education,” Educ Inf Technol (Dordr), vol. 29, no. 13, pp. 1–28, Sep. 2024. [CrossRef]
- Vishnu, S.; Tengli, M.B.; Ramadas, S.; Sathyan, A.R.; Bhatt, A. , “Bridging the Divide: Assessing Digital Infrastructure for Higher Education Online Learning,” TechTrends, vol. 68, no. 6, pp. 1107–1116, Nov. 2024. [CrossRef]
- Kuhn, C.; et al. , “Understanding Digital Inequality: A Theoretical Kaleidoscope,” Postdigital Science and Education, vol. 5, no. 3, pp. 894–932, Oct. 2023. [CrossRef]
- Assefa, Y.; Gebremeskel, M.M.; Moges, B.T.; Tilwani, S.A.; Azmera, Y.A. , “Rethinking the digital divide and associated educational in(equity) in higher education in the context of developing countries: the social justice perspective,” The International Journal of Information and Learning Technology, Dec. 2024. [CrossRef]
- Jisc, “Framework for digital transformation in higher education,” https://www.jisc.ac.uk/guides/framework-for-digital-transformation-in-higher-education?utm_source=chatgpt.com.
- Handley, F.J.L. , “Developing Digital Skills and Literacies in UK Higher Education: Recent developments and a case study of the Digital Literacies Framework at the University of Brighton, UK,” PUBLICACIONES, vol. 48, no. 1, pp. 97–109, Apr. 2018. [CrossRef]
- Education, Z.O. , “Innovative teaching strategies to enhance students’ learning,” https://zonofeducation.com/innovative-teaching-strategies/?utm_source=chatgpt.com.
- S. ; Khanal, P.S.R., “Analysis, Modeling and Design of Personalized Digital Learning Environment.,” arXiv preprint arXiv:2405.10476., 2024.
- Kerimbayev, N.; Umirzakova, Z.; Shadiev, R.; Jotsov, V. , “A student-centered approach using modern technologies in distance learning: a systematic review of the literature,” Smart Learning Environments, vol. 10, no. 1, p. 61, Nov. 2023. [CrossRef]
- Peng, H.; Ma, S.; Spector, J.M. , “Personalized adaptive learning: an emerging pedagogical approach enabled by a smart learning environment,” Smart Learning Environments, vol. 6, no. 1, p. 9, Dec. 2019. [CrossRef]
- El-Sabagh, H.A. , “Adaptive e-learning environment based on learning styles and its impact on development students’ engagement,” International Journal of Educational Technology in Higher Education, vol. 18, no. 1, p. 53, Dec. 2021. [CrossRef]
- Mejeh, M.; Rehm, M. , “Taking adaptive learning in educational settings to the next level: leveraging natural language processing for improved personalization,” Educational technology research and development, vol. 72, no. 3, pp. 1597–1621, Jun. 2024. [CrossRef]
- Elmoazen, R.; Saqr, M.; Khalil, M.; Wasson, B. , “Learning analytics in virtual laboratories: a systematic literature review of empirical research,” Smart Learning Environments, vol. 10, no. 1, p. 23, Mar. 2023. [CrossRef]
- Tang, H.; Arslan, O.; Xing, W.; Kamali-Arslantas, T. , “Exploring collaborative problem solving in virtual laboratories: a perspective of socially shared metacognition,” J Comput High Educ, vol. 35, no. 2, pp. 296–319, Aug. 2023. [CrossRef]
- Baanqud, N.S.; Al-Samarraie, H.; Alzahrani, A.I.; Alfarraj, O. , “Engagement in cloud-supported collaborative learning and student knowledge construction: a modeling study,” International Journal of Educational Technology in Higher Education, vol. 17, no. 1, p. 56, Dec. 2020. [CrossRef]
- Lin, Y.-L.; Wang, W.-T. , “Enhancing students’ online collaborative PBL learning performance in the context of coauthoring-based technologies: A case of wiki technologies,” Educ Inf Technol (Dordr), vol. 29, no. 2, pp. 2303–2328, Feb. 2024. [CrossRef]
- Timotheou, S.; et al. , “Impacts of digital technologies on education and factors influencing schools’ digital capacity and transformation: A literature review,” Educ Inf Technol (Dordr), vol. 28, no. 6, pp. 6695–6726, Jun. 2023. [CrossRef]
- Contrino, M.F.; Reyes-Millán, M.; Vázquez-Villegas, P.; Membrillo-Hernández, J. , “Using an adaptive learning tool to improve student performance and satisfaction in online and face-to-face education for a more personalized approach,” Smart Learning Environments, vol. 11, no. 1, p. 6, Feb. 2024. [CrossRef]
- Wang, S.; Wang, Y.; Zhao, L., “Effects of Psychological Resilience on Online Learning Performance and Satisfaction Among Undergraduates: The Mediating Role of Academic Burnout,” The Asia-Pacific Education Researcher, May 2024. [CrossRef]
- Keržič, D.; et al. , “Academic student satisfaction and perceived performance in the e-learning environment during the COVID-19 pandemic: Evidence across ten countries,” PLoS One, vol. 16, no. 10, p. e0258807, Oct. 2021. [CrossRef]
- El Galad, A.; Betts, D.H.; Campbell, N. , “Flexible learning dimensions in higher education: aligning students’ and educators’ perspectives for more inclusive practices,” Front Educ (Lausanne), vol. 9, Apr. 2024. [CrossRef]
- Sowell, J. , “Making Learning Inclusive in Digital Learning Environments.,” In English Teaching Forum, vol. 61, no. 1, pp. 2–13, 2023.
- Wikiversity, “Academic resilience: What is academic resilience, why does it matter, and how can it be enhanced?,” https://en.wikiversity.org/wiki/Motivation_and_emotion/Book/2021/Academic_resilience?utm_source=chatgpt.com.
- Cassidy, S. , “Resilience Building in Students: The Role of Academic Self-Efficacy,” Front Psychol, vol. 6, Nov. 2015. [CrossRef]
- Li, K.; Wang, H.; Siu, O.-L.; Yu, H. , “How and When Resilience can Boost Student Academic Performance: A Weekly Diary Study on the Roles of Self-Regulation Behaviors, Grit, and Social Support,” J Happiness Stud, vol. 25, no. 4, p. 36, Apr. 2024. [CrossRef]
- Sun, Y.; Liu, L. , “Structural equation modeling of university students’ academic resilience academic well-being, personality and educational attainment in online classes with Tencent Meeting application in China: investigating the role of student engagement,” BMC Psychol, vol. 11, no. 1, p. 347, Oct. 2023. [CrossRef]
- Zayed, A.M., “Digital Resilience, Digital Stress, and Social Support as Predictors of Academic Well-Being among University Students,” J Educ Train Stud, vol. 12, no. 3, p. 60, May 2024. [CrossRef]
- L. ; Sukup, C.R., “Examing the Effects of Resilience on Stress and Academic Performance in Business Undergraduate College Students.,” Coll Stud J, vol. 55, no. 3, pp. 293–304, 2021.
- Education, O. , “Understanding Resilience and Its Importance in Education,” https://www.oneeducation.org.uk/understanding-resilience-and-its-importance-in-education/?utm_source=chatgpt.com.
- Namaziandost, E.; Heydarnejad, T.; Azizi, Z. , “To be a language learner or not to be? The interplay among academic resilience, critical thinking, academic emotion regulation, academic self-esteem, and academic demotivation,” Current Psychology, vol. 42, no. 20, pp. 17147–17162, Jul. 2023. [CrossRef]
- Cattelino, E.; et al. , “Self-efficacy, subjective well-being and positive coping in adolescents with regard to Covid-19 lockdown,” Current Psychology, vol. 42, no. 20, pp. 17304–17315, Jul. 2023. [CrossRef]
- Lavanya, D.P.; Kumari, B.S.S.; Padmambika, P. , “Collaborative learning and group dynamics in digital environments,” International Journal of Social Science and Education Research, vol. 6, no. 2, pp. 105–108, Jan. 2024. [CrossRef]
- ColourmyLearning, “Essential Skills for University Students: Adaptability and Resilience,” https://www.colourmylearning.com/2024/04/essential-skills-for-university-students-adaptability-and-resilience/.
- Chye, S.M.; Kok, Y.Y.; Chen, Y.S.; Er, H.M. , “Building resilience among undergraduate health professions students: identifying influencing factors,” BMC Med Educ, vol. 24, no. 1, p. 1168, Oct. 2024. [CrossRef]
- Jisc, “Digital transformation in higher education,” https://www.jisc.ac.uk/guides/digital-transformation-in-higher-education?utm_source=chatgpt.com.
- Gull, M.; Parveen, S.; Sridadi, A.R. , “Resilient higher educational institutions in a world of digital transformation,” foresight, vol. 26, no. 5, pp. 755–774, Oct. 2024. [CrossRef]
- Gomes, S.; Ferreira, L.; Pereira, L.; Sousa, B. , “The Influence of Resilience on the Digital Resilience of Higher Education Students: Preliminary Insights,” 2025, pp. 281–290. [CrossRef]
- Carsone, B.; Bell, J.; Smith, B. , “Fostering academic resilience in higher education,” Journal of Perspectives in Applied Academic Practice, vol. 12, no. 1, Apr. 2024. [CrossRef]
- Skoulidas, N.; Alexopoulos, N.; Raptis, N. , “Higher Education Students’ Perceptions of Risk and Crisis Management in Universities,” European Journal of Education and Pedagogy, vol. 5, no. 2, pp. 74–85, Apr. 2024. [CrossRef]
- Odlin, D.; Benson-Rea, M.; Sullivan-Taylor, B. , “Student internships and work placements: approaches to risk management in higher education,” High Educ (Dordr), vol. 83, no. 6, pp. 1409–1429, Jun. 2022. [CrossRef]
- Lin, J.; Zhan, M., “The influence of university management strategies and student resilience on students well-being & psychological distress: investigating coping mechanisms and autonomy as mediators and parental support as a moderator,” Current Psychology, vol. 43, no. 31, pp. 25604–25620, Aug. 2024. [CrossRef]
- Jiménez-Mijangos, L.P.; Rodríguez-Arce, J.; Martínez-Méndez, R.; Reyes-Lagos, J.J. , “Advances and challenges in the detection of academic stress and anxiety in the classroom: A literature review and recommendations,” Educ Inf Technol (Dordr), vol. 28, no. 4, pp. 3637–3666, Apr. 2023. [CrossRef]
- Hub, T.E. , “How to help students improve their resilience,” https://theeducationhub.org.nz/wp-content/uploads/2019/08/How-to-help-students-improve-their-resilience.pdf?utm_source=chatgpt.com.
- Cahill, H.; Dadvand, B. , “Social and Emotional Learning and Resilience Education,” in Health and Education Interdependence, Singapore: Springer Singapore, 2020, pp. 205–223. [CrossRef]
- Bertsia, V.; Poulou, M. , “Resilience: Theoretical Framework and Implications for School,” International Education Studies, vol. 16, no. 2, p. 1, Feb. 2023. [CrossRef]
- Kaspar, K.; Burtniak, K.; Rüth, M., “Online learning during the Covid-19 pandemic: How university students’ perceptions, engagement, and performance are related to their personal characteristics,” Current Psychology, vol. 43, no. 18, pp. 16711–16730, May 2024. [CrossRef]
- Martin, A.J.; Collie, R.J.; Nagy, R.P. , “Adaptability and High School Students’ Online Learning During COVID-19: A Job Demands-Resources Perspective,” Front Psychol, vol. 12, Aug. 2021. [CrossRef]
- Kimmons, R. , “Safeguarding student privacy in an age of analytics,” Educational Technology Research and Development, vol. 69, no. 1, pp. 343–345, Feb. 2021. [CrossRef]
- Amo-Filva, D.; et al. , “Security and Privacy in Academic Data Management at Schools: SPADATAS Project,” 2023, pp. 3–16. [CrossRef]
- Shandilya, S.K.; Datta, A.; Kartik, Y.; Nagar, A. , “Achieving Digital Resilience with Cybersecurity,” 2024, pp. 43–123. [CrossRef]
- Ibrahim, R.K.; et al. , “The mediating effect of digital literacy and self-regulation on the relationship between emotional intelligence and academic stress among university students: a cross-sectional study,” BMC Med Educ, vol. 24, no. 1, p. 1309, Nov. 2024. [CrossRef]
- Zheng, J.; Cheung, K.; Sit, P. , “Identifying key features of resilient students in digital reading: Insights from a machine learning approach,” Educ Inf Technol (Dordr), vol. 29, no. 2, pp. 2277–2301, Feb. 2024. [CrossRef]
- Jaya, F.; Sucipto, S. , “Digital Literacy, Academic Self-Efficacy, and Student Engagement: Its Impact on Student Academic Performance in Hybrid Learning,” Journal of Innovation in Educational and Cultural Research, vol. 4, no. 3, pp. 458–470, Jul. 2023. [CrossRef]
- Bernacki, M.L.; Greene, M.J.; Lobczowski, N.G. , “A Systematic Review of Research on Personalized Learning: Personalized by Whom, to What, How, and for What Purpose(s)?,” Educ Psychol Rev, vol. 33, no. 4, pp. 1675–1715, Dec. 2021. [CrossRef]
- Dwiningrum, S.I.A.; Rukiyati, R.; Setyaningrum, A.; Sholikhah, E.; Sitompul, N., “Digital Literacy Requires School Resilience,” Jurnal Kependidikan Penelitian Inovasi Pembelajaran, vol. 7, no. 1, pp. 1–14, May 2023. [CrossRef]
- Mithembu, T. , “Powering Progress: How Learning Management Systems Shape Modern Education,” https://education.adaptit.tech/blog/learning-management-systems-shape-education/?utm_source=chatgpt.com.
- Aladini, A.; Bayat, S.; Abdellatif, M.S. , “Performance-based assessment in virtual versus non-virtual classes: impacts on academic resilience, motivation, teacher support, and personal best goals,” Asian-Pacific Journal of Second and Foreign Language Education, vol. 9, no. 1, p. 5, Jan. 2024. [CrossRef]
- Lavanya, D.P.; Kumari, B.S.S.; Padmambika, P. , “Collaborative learning and group dynamics in digital environments,” International Journal of Social Science and Education Research, vol. 6, no. 2, pp. 105–108, Jan. 2024. [CrossRef]
- Sullivan, W.J. , “Educational Institution Safety and Security,” in Encyclopedia of Security and Emergency Management, Cham: Springer International Publishing, 2021, pp. 243–252. [CrossRef]
- Gerardo, V.; Fajar, A.N. , “Academic IS Risk Management using OCTAVE Allegro in Educational Institution,” Journal of Information Systems and Informatics, vol. 4, no. 3, pp. 687–708, Sep. 2022. [CrossRef]
- Galiutinova, E.I.; Pervushina, T.L. , “Educational Institution Risk Management Model,” Sep. 2021, pp. 2061–2069. [CrossRef]
- Audrin, C.; Audrin, B. , “Key factors in digital literacy in learning and education: a systematic literature review using text mining,” Educ Inf Technol (Dordr), vol. 27, no. 6, pp. 7395–7419, Jul. 2022. [CrossRef]
- Getenet, S.; Cantle, R.; Redmond, P.; Albion, P. , “Students’ digital technology attitude, literacy and self-efficacy and their effect on online learning engagement,” International Journal of Educational Technology in Higher Education, vol. 21, no. 1, p. 3, Jan. 2024. [CrossRef]
- Nguyen, L.A.T.; Habók, A. , “Tools for assessing teacher digital literacy: a review,” Journal of Computers in Education, vol. 11, no. 1, pp. 305–346, Mar. 2024. [CrossRef]
- Grierson, E.M. , “Modern learning environments,” Educational Philosophy and Theory, vol. 49, no. 8, pp. 743–743, Jul. 2017. [CrossRef]
- Wright, N. , “Framing Learning Spaces: Modern Learning Environments and ‘Modern’ Pedagogy,” in Becoming an Innovative Learning Environment, Singapore: Springer Singapore, 2018, pp. 21–45. [CrossRef]
- Zajda, J. , “Creating Effective Learning Environments in Schools Globally,” 2021, pp. 1–15. [CrossRef]
- Saastamoinen, U.; Eronen, L.; Juvonen, A.; Vahimaa, P. , “Wellbeing at the 21st century innovative learning environment called learning ground,” Journal of Research in Innovative Teaching & Learning, vol. 16, no. 2, pp. 239–252, Sep. 2023. [CrossRef]
- Yang, S.; Wang, W. , “The Role of Academic Resilience, Motivational Intensity and Their Relationship in EFL Learners’ Academic Achievement,” Front Psychol, vol. 12, Jan. 2022. [CrossRef]
- Zhang, S.; Rehman, S.; Zhao, Y.; Rehman, E.; Yaqoob, B. , “Exploring the interplay of academic stress, motivation, emotional intelligence, and mindfulness in higher education: a longitudinal cross-lagged panel model approach,” BMC Psychol, vol. 12, no. 1, p. 732, Dec. 2024. [CrossRef]
- Hair, J.F.; Hult, G.T.M.; Ringle, C.M.; Sarstedt, M.; Danks, N.P.; Ray, S. , Partial Least Squares Structural Equation Modeling (PLS-SEM) Using R. Cham: Springer International Publishing, 2021. [CrossRef]
- Henseler, J.; Hubona, G.; Ray, P.A. , “Using PLS path modeling in new technology research: updated guidelines,” Industrial Management & Data Systems, vol. 116, no. 1, pp. 2–20, Feb. 2016. [CrossRef]
- Cheung, G.W.; Cooper-Thomas, H.D.; Lau, R.S.; Wang, L.C. , “Reporting reliability, convergent and discriminant validity with structural equation modeling: A review and best-practice recommendations,” Asia Pacific Journal of Management, vol. 41, no. 2, pp. 745–783, Jun. 2024. [CrossRef]
- Wedyaswari, M.; Simanjuntak, J.G.L.L.; Hanafitri, A. ; Witriani, “Resilience process in Bidikmisi students: understanding risk, protective and promotive factor, and resilient outcome,” Cogent Education, vol. 9, no. 1, Dec. 2022. [CrossRef]
- Li, H.; Martin, A.J.; Yeung, W.-J.J. , “Academic risk and resilience for children and young people in Asia,” Educ Psychol (Lond), vol. 37, no. 8, pp. 921–929, Sep. 2017. [CrossRef]
- Pal, A.; Tsusaka, T.W.; Nguyen, T.P.L.; Ahmad, M.M. , “Assessment of vulnerability and resilience of school education to climate-induced hazards: a review,” Development Studies Research, vol. 10, no. 1, Dec. 2023. [CrossRef]
- Perkins-Porras, L. , “The Impact of Stress Among Undergraduate Students: Supporting Resilience and Wellbeing Early in Career Progression,” in The Palgrave Handbook of Occupational Stress, Cham: Springer International Publishing, 2023, pp. 347–372. [CrossRef]
- DLE, “Effective Strategies for Online Learning Risk Management,” https://digitallearningedge.com/online-learning-risk-management/?utm_source=chatgpt.com.
- Balica, M. , SUPPORTING STUDENT WELLBEING.
- Grima, S.; Thalassinos, E.; Cristea, M.; Kadłubek, M.; Maditinos, D.; Peiseniece, L.; Eds.; Transformation, D.; Resilience, S., Cyber Security and Risk Management. Emerald Publishing Limited, 2023. [CrossRef]
- S. , T. E. , C. M. , K. M. , M. D. , & P. L. (Eds. ). Grima, Digital transformation, strategic resilience, cyber security and risk management. Emerald Publishing Limited., 2023.
- Jacobson, B. , “Risk management in digital transformation for universities,” https://www.brownejacobson.com/insights/risk-management-in-digital-transformation-for-universities?utm_source=chatgpt.com.
- Wu, L.Y.W. , “The relationship between digital literacy and academic performance of college students in blended learning: the mediating effect of learning adaptability,” Advances in Educational Technology and Psychology, vol. 7, no. 8, 2023. [CrossRef]
- Education, W. , “Putting Digital Literacy and Digital Resilience into Frame,” https://worlded.org/putting-digital-literacy-and-digital-resilience-into-frame/?utm_source=chatgpt.com.
- Duin, A.H.; Pedersen, I.; Tham, J. , “Building Digital Literacy Through Exploration and Curation of Emerging Technologies: A Networked Learning Collaborative,” 2021, pp. 93–113. [CrossRef]
- Anthonysamy, L.; Koo, A.C.; Hew, S.H. , “Self-regulated learning strategies in higher education: Fostering digital literacy for sustainable lifelong learning,” Educ Inf Technol (Dordr), vol. 25, no. 4, pp. 2393–2414, Jul. 2020. [CrossRef]
- Futuro, P. , “Digital resilience: a superpower to address digital dangers,” https://profuturo.education/en/observatory/21st-century-skills/digital-resilience-a-superpower-to-address-digital-dangers/?utm_source=chatgpt.com.
- Wei, Z. , “Navigating Digital Learning Landscapes: Unveiling the Interplay Between Learning Behaviors, Digital Literacy, and Educational Outcomes,” Journal of the Knowledge Economy, vol. 15, no. 3, pp. 10516–10546, Oct. 2023. [CrossRef]
- Meepung, T.; Pratsri, S.; Nilsook, P. , “Interactive Tool in Digital Learning Ecosystem for Adaptive Online Learning Performance,” Higher Education Studies, vol. 11, no. 3, p. 70, Jul. 2021. [CrossRef]
- Cheung, S.K.S.; Kwok, L.F.; Phusavat, K.; Yang, H.H. , “Shaping the future learning environments with smart elements: challenges and opportunities,” International Journal of Educational Technology in Higher Education, vol. 18, no. 1, p. 16, Dec. 2021. [CrossRef]
- Galos, S.; Aldridge, J.M. , “Relationships between learning environments and self-efficacy in primary schools and differing perceptions of at-risk students,” Learn Environ Res, vol. 24, no. 2, pp. 253–268, Jul. 2021. [CrossRef]
- Masten, A.S.; Nelson, K.M.; Gillespie, S. , “Resilience and Student Engagement: Promotive and Protective Processes in Schools,” in Handbook of Research on Student Engagement, Cham: Springer International Publishing, 2022, pp. 239–255. [CrossRef]
- Freund, A.; Zriker, A.; Sapir, Z. , “Optimal educational climate among students at risk: the role of teachers’ work attitudes,” European Journal of Psychology of Education, vol. 37, no. 1, pp. 207–226, Mar. 2022. [CrossRef]
- Vo, H.; Ho, H. , “Online learning environment and student engagement: the mediating role of expectancy and task value beliefs,” The Australian Educational Researcher, vol. 51, no. 5, pp. 2183–2207, Nov. 2024. [CrossRef]
- Ahmad, I.; et al. , “Inclusive learning using industry 4.0 technologies: addressing student diversity in modern education,” Cogent Education, vol. 11, no. 1, Dec. 2024. [CrossRef]
- Tondeur, J.; et al. , “The DTALE Model: Designing Digital and Physical Spaces for Integrated Learning Environments,” Technology, Knowledge and Learning, vol. 29, no. 4, pp. 1767–1789, Dec. 2024. [CrossRef]
- Cowling, M.; Sim, K.N.; Orlando, J.; Hamra, J. , “Untangling Digital Safety, literacy, and Wellbeing in School activities for 10 to 13 Year Old Students,” Educ Inf Technol (Dordr), Nov. 2024. [CrossRef]
- Anthonysamy, L. , “Being learners with mental resilience as outcomes of metacognitive strategies in an academic context,” Cogent Education, vol. 10, no. 1, Dec. 2023. [CrossRef]
- Aldridge, J.M.; Blackstock, M.J.; McLure, F.I. , “School climate: Using a person–environment fit perspective to inform school improvement,” Learn Environ Res, vol. 27, no. 2, pp. 411–430, Aug. 2024. [CrossRef]
- Cayubit, R.F.O. , “Why learning environment matters? An analysis on how the learning environment influences the academic motivation, learning strategies and engagement of college students,” Learn Environ Res, vol. 25, no. 2, pp. 581–599, Jul. 2022. [CrossRef]
- Van Fan, Y. , “Digital integration for clean technologies: sustainability and policy implications,” Clean Technol Environ Policy, vol. 26, no. 9, pp. 2753–2754, Sep. 2024. [CrossRef]
- Li, Y.; Xu, Y.; Wen, C. , “Digital pathways to sustainability: the impact of digital infrastructure in the coordinated development of environment, economy and society,” Environ Dev Sustain, Dec. 2024. [CrossRef]
- Goel, A.; Masurkar, S.; Pathade, G.R. , “An Overview of Digital Transformation and Environmental Sustainability: Threats, Opportunities, and Solutions,” Sustainability, vol. 16, no. 24, p. 11079, Dec. 2024. [CrossRef]
- Marín, V.I.; Castañeda, L. , “Developing Digital Literacy for Teaching and Learning,” in Handbook of Open, Distance and Digital Education, Singapore: Springer Nature Singapore, 2022, pp. 1–20. [CrossRef]
- Miranda, P.; Isaias, P.; Pifano, S. , “Digital Literacy in Higher Education,” 2018, pp. 71–87. [CrossRef]


| Variable | Code | Indicator | Source |
|---|---|---|---|
| Risk Management | RM1 | Identification of potential risks in learning environments | [112,113,114] |
| RM2 | Development of contingency plans to mitigate risks | ||
| RM3 | Implementation of security measures to protect data | ||
| RM4 | Evaluation of risk management effectiveness | ||
| RM5 | Integration of risk management strategies into institutional policies | ||
| RM6 | Provision of clear communication about risks to stakeholders | ||
| RM7 | Continuous improvement of risk management practices | ||
| Digital Technology Literacy | DTL1 | Ability to use digital tools for learning | [115,116,117] |
| DTL2 | Evaluation of information credibility in digital platforms | ||
| DTL3 | Effective collaboration using digital technologies | ||
| DTL4 | Adaptation to new learning technologies | ||
| DTL5 | Problem-solving using digital resources | ||
| DTL6 | Confidence in using digital tools for academic purposes | ||
| Modern Learning Environment | MLE1 | Access to reliable digital infrastructure | [118,119,120,121] |
| MLE2 | Availability of user-friendly learning platforms | ||
| MLE3 | Quality of internet connectivity for learning | ||
| MLE4 | Integration of interactive tools in learning | ||
| MLE5 | Personalization of learning experiences | ||
| MLE6 | Use of collaborative platforms for group learning | ||
| MLE7 | Support from instructors in using digital platforms | ||
| MLE8 | Flexibility in learning schedules enabled by technology | ||
| MLE9 | Use of virtual labs and simulations | ||
| MLE10 | Provision of learning analytics tools | ||
| MLE11 | Inclusivity of the learning environment | ||
| MLE12 | Continuous improvement of learning platforms | ||
| Student Resilience | SR1 | Ability to recover from academic setbacks | [94,122,123] |
| SR2 | Maintenance of motivation under pressure | ||
| SR3 | Effective coping with stress in academic settings | ||
| SR4 | Adaptation to changing academic demands | ||
| SR5 | Proactive problem-solving in challenging situations | ||
| SR6 | Perseverance in achieving academic goals |
| Variable | Indicator (Code) | Outer Loading | Cronbach's Alpha (CA) | Composite Reliability (CR) | Average Variance Extracted (AVE) |
|---|---|---|---|---|---|
| Risk Management | RM1 | 0.584 | 0.780 | 0.841 | 0.583 |
| RM2 | 0.651 | ||||
| RM3 | 0.645 | ||||
| RM4 | 0.630 | ||||
| RM5 | 0.649 | ||||
| RM6 | 0.733 | ||||
| RM7 | 0.697 | ||||
| Digital Technology Literacy | DTL1 | 0.755 | 0.832 | 0.877 | 0.543 |
| DTL2 | 0.751 | ||||
| DTL3 | 0.678 | ||||
| DTL4 | 0.720 | ||||
| DTL5 | 0.737 | ||||
| DTL6 | 0.777 | ||||
| Modern Learning Environment | MLE1 | 0.674 | 0.889 | 0.908 | 0.620 |
| MLE2 | 0.699 | ||||
| MLE3 | 0.709 | ||||
| MLE4 | 0.593 | ||||
| MLE5 | 0.694 | ||||
| MLE6 | 0.655 | ||||
| MLE7 | 0.671 | ||||
| MLE8 | 0.745 | ||||
| MLE9 | 0.658 | ||||
| MLE10 | 0.690 | ||||
| MLE11 | 0.677 | ||||
| MLE12 | 0.575 | ||||
| Student Resilience | SR1 | 0.725 | 0.853 | 0.891 | 0.577 |
| SR2 | 0.783 | ||||
| SR3 | 0.758 | ||||
| SR4 | 0.786 | ||||
| SR5 | 0.766 | ||||
| SR6 | 0.739 |
| Endogenous Variable | R² Value | Interpretation |
|---|---|---|
| Student Resilience | 0.546 | 54.6% of the variability in student resilience is explained by risk management, digital technology literacy, and modern learning environment. |
| Hypothesis | Path Coefficient (β) | t-Statistics | p-Value | Conclusion |
|---|---|---|---|---|
| H1: Risk Management → Student Resilience | 0.220 | 3.932 | 0.000 | Accepted (positive and significant) |
| H2: Digital Technology Literacy → Student Resilience | 0.214 | 4.253 | 0.000 | Accepted (positive and significant) |
| H3: Moderation of Modern Learning Environment on the relationship between Risk Management → Student Resilience | 0.407 | 8.556 | 0.000 | Accepted (significantly strengthens the relationship) |
| H4: Moderation of Modern Learning Environment on the relationship between Digital Technology Literacy → Student Resilience | 0.015 | 5.129 | 0.000 | Accepted (significantly strengthens the relationship) |
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