| Literature DB >> 34230741 |
Elham Heidari1, Mahboobe Mehrvarz2, Rahmatallah Marzooghi1, Slavi Stoyanov3.
Abstract
During the COVID-19 crisis, digital informal learning is important for students' academic engagement. Although scholars have highlighted the importance of students' digital competence in improving digital informal learning (DIL), the mediating role of DIL between digital competence and academic engagement has remained ambiguous. The purpose of this study is to investigate the relationship between students' digital competence and their academic engagement with the mediating role of DIL in the higher education context. This study used a descriptive correlational design, and the data were analyzed using structural equation modelling (SEM). The study sample included 308 students from Shiraz University, Iran. The results showed that digital competence positively and significantly correlated with students' DIL and their academic engagement. Furthermore, DIL, as the mediator variable, was found to mediate the relationship between students' digital competence and their academic engagement. Since higher education institutions have a key role in improving students' academic engagement, particularly in the COVID-19 pandemic, academic administrators should pay more attention to students' digital competencies and provide them with efficient and user-friendly DIL platforms that can increase their academic engagement.Entities:
Keywords: academic engagement; digital competence; digital informal learning; higher education; structural equation modelling
Year: 2021 PMID: 34230741 PMCID: PMC8250506 DOI: 10.1111/jcal.12553
Source DB: PubMed Journal: J Comput Assist Learn ISSN: 0266-4909
FIGURE 1Proposed model of the relationship between digital competence, digital informal learning and academic engagement
Characteristics of the sample
| Perc. | ||
|---|---|---|
|
| Male | 52.6 |
| Female | 47.4 | |
|
| Undergraduate | 61.4 |
| Master | 24.7 | |
| Ph.D | 14 | |
|
| Social sciences and humanities | 52.6 |
| Engineering | 17.9 | |
| Basic sciences | 14 | |
Means, standard deviations, correlations and reliabilities
| Variables | M | SD | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | Skewness | Kurtosis |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
|
| 3.46 | 0.59 | (0.80) | 0.18 | 0.28 | |||||||||||
|
| 3.44 | 0.72 | 0.84** | (0.91) | −0.22 | 0.60 | ||||||||||
|
| 3.71 | 0.72 | 0.88** | 0.71** | (0.86) | −0.33 | −0.10 | |||||||||
|
| 3.41 | 0.69 | 0.58** | 0.40** | 0.45** | (0.81) | −0.63 | 1.68 | ||||||||
|
| 3.71 | 0.59 | 0.40** | 0.28** | 0.41** | 0.35** | (0.91) | −0.35 | 1.42 | |||||||
|
| 3.69 | 0.65 | 0.35** | 0.25** | 0.37** | 0.31** | 0.82** | (0.81) | −0.59 | 1.5 | ||||||
|
| 3.77 | 0.67 | 0.37** | 0.26** | 0.37** | 0.31** | 0.87** | 0.60** | (0.83) | −0.52 | 1.09 | |||||
|
| 3.67 | 0.73 | 0.31** | 0.22** | 0.31** | 0.27** | 0.86** | 0.54** | 0.65** | (0.82) | −0.48 | 0.65 | ||||
|
| 3.47 | 0.60 | 0.36** | 0.23** | 0.39** | 0.32** | 0.46** | 0.44** | 0.41** | 0.35** | (0.92) | −0.36 | 0.60 | |||
|
| 3.32 | 0.68 | 0.27** | 0.15** | 0.31** | 0.21** | 0.39** | 0.40** | 0.33** | 0.26** | 0.86** | (0.80) | −0.26 | −0.05 | ||
|
| 3.58 | 0.74 | 0.39** | 0.27** | 0.37** | 0.33** | 0.42** | 0.42** | 0.36** | 0.32** | 0.83** | 0.62** | (0.82) | −0.42 | 0.07 | |
|
| 3.53 | 0.70 | 0.27** | 0.17** | 0.33** | 0.28** | 0.37** | 0.30** | 0.35** | 0.31** | 0.84** | 0.58** | 0.55** | (0.87) | −0.41 | 0.49 |
Note: The numbers in parentheses on the diagonal are coefficient alphas; N = 319; *p < 0.05; **p < 0.01; ***p < 0.001.
Abbreviations: AE, Academic engagement; DC, Digital competence; CL, Cognitive learning; CS, Cognitive skills; DIL, Digital informal learning; EK, Ethical knowledge; MCL, Meta‐cognitive learning; SML, Social and motivation learning; TS, Technological skills.
Discriminant validity
| Variables | 1 | 2 | 3 |
|---|---|---|---|
|
|
| ||
|
| 0.57 |
| |
|
| 0.48 | 0.46 |
|
FIGURE 2Structural model analysis
Structural equation modelling: hypotheses testing
| Hypotheses | Relationships | Estimate | Conclusion |
|---|---|---|---|
|
| Digital Competence → Digital Informal Learning | 0.49 | Supported |
|
| Digital Informal Learning → Academic Engagement | 0.45 | Supported |
|
| Digital Competence → Academic Engagement | 0.25 | Supported |
|
| Digital Competence → Digital Informal Learning → Academic Engagement | 0.22 | Supported |
| Factors | Factor loading | Cronbach's alpha | CR | AVE |
|---|---|---|---|---|
|
| 0.80 | 0.78 | 0.56 | |
|
| 0.91 | 0.82 | 0.35 | |
| 1. I can use some software programs to deal with data visualization | ‐ | |||
| 2. I can use a certain software program to edit pictures | 0.57 | |||
| 3. I can use a certain software program to make video | 0.57 | |||
| 4. I can use a variety of programs to deal with Antivirus problem for computer | 0.67 | |||
| 5. I can deal with computer system problems | 0.66 | |||
| 6. I can deal with software problems by searching online | 0.69 | |||
| 7. I can use at least one operating system skillfully (e.g., Windows, OSX, Android, IOS, etc.) | 0.69 | |||
| 8. I am able to operate at least a personal computer‐related hardware (desktop, laptop, tablet device or smartphone device) | .57 | |||
| 9. I am able to use social media well | 0.45 | |||
| 10. I am able to use some photo and video sharing tool well | ‐ | |||
| 11. I am able to use a variety of APPs | 0.43 | |||
|
| 0.86 | 0.82 | 0.31 | |
| 12. I can represent a text with a graph by digital tools | 0.70 | |||
| 13. I can represent hierarchical classes with digital tools | 0.69 | |||
| 14. I can identify the keywords well in a digital text very well | 0.69 | |||
| 15. I can organize data in a table by a variety of digital tools | 0.69 | |||
| 16. I can find missing values in a table of digital context | 0.40 | |||
| 17. I can use digital technologies to design my plan or schedule | 0.52 | |||
| 18. I am quite confident at searching for information online what I need | ‐ | |||
| 19. I am quite confident at searching for information on a certain database | 0.47 | |||
| 20. I have a strong awareness of the credibility of information when search online | 0.47 | |||
| 21. I have a strong awareness of the reliability of information when search online | 0.58 | |||
| 22. I often consider the reliability of information online when I quote or share it | 0.44 | |||
| 23. I often consider the credibility of information online when I quote or share it | 0.35 | |||
|
| 0.81 | 0.70 | 0.36 | |
| 24. When I surf online, I have awareness of Privacy (personal information, personal Photos, etc.) | 0.57 | |||
| 25. When I deal with online payment, I am always aware of the safety issue | 0.60 | |||
| 26. When I see online content that makes me feel uncomfortable, unsafe or worried, I will leave it or take an action | ‐ | |||
| 27. I often post pictures with my friends on the internet without their permission (reverse) | ‐ | |||
| 28. I have an awareness of online bullying and behave myself decent online | 0.68 | |||
| 29. I have the awareness to comment or communicate with others online in a rational way | 0.56 | |||
|
| 0.91 | 0.81 | 0.60 | |
|
| 0.81 | 0.72 | 0.41 | |
| 1. I often use digital technologies to enhance my understanding of school course materials in informal learning contexts | 0.59 | |||
| 2. I often use digital technologies to expand knowledge of the discipline | 0.72 | |||
| 3. I often use digital technologies to keep informed of the development in the discipline | 0.76 | |||
| 4. I often use digital technologies to engage in self‐expression | 0.43 | |||
|
| 0.83 | 0.81 | 0.52 | |
| 5. I often use digital technologies to seek learning strategies and tips | 0.64 | |||
| 6. I often use digital technologies to help myself to monitor learning progress | 0.76 | |||
| 7. I often use digital technologies to expand learning opportunities | 0.82 | |||
| 8. I often use digital technologies to seek engaging learning experiences | 0.64 | |||
|
| 0.82 | 0.74 | 0.42 | |
| 9. I often use digital technologies to sustain motivation in learning | 0.76 | |||
| 10. I often use digital technologies to elicit support and help | 0.72 | |||
| 11. I often use digital technologies to engage in constructive activities | 0.60 | |||
| 12. I often use digital technologies to collaborate with people for learning | 0.47 | |||
|
| 0.92 | 0.81 | 0.58 | |
|
| 0.80 | 0.74 | 0.33 | |
| 1. At my college, I feel bursting with energy | 0.68 | |||
| 2. In my field of study, I feel strong and vigorous | 0.63 | |||
| 3. When I get up in the morning, I feel like going to college | 0.46 | |||
| 4. I can continue doing activity for very long periods at a time | 0.63 | |||
| 5. At my college, I am very resilient, mentally | 0.49 | |||
| 6. At my college, I always persevere, even when things do not go well | 0.53 | |||
|
| 0.82 | 0.80 | 0.44 | |
| 7. I find the field of study that I do full of meaning and purpose | 0.64 | |||
| 8. I am enthusiastic about my field of study | 0.62 | |||
| 9. My field of study inspires me | 0.55 | |||
| 10. I am proud of the activity that I do | 0.76 | |||
| 11. To me, my field of study is challenging | 0.65 | |||
|
| 0.87 | 0.78 | 0.42 | |
| 12. Time flies when I am doing activity | 0.63 | |||
| 13. When I am doing activity, I forget everything else around me | 0.62 | |||
| 14. I feel happy when I am studying and searching intensely | 0.55 | |||
| 15. I am immersed in my field of study | 0.70 | |||
| 16. I get carried away when I am doing activity | 0.64 | |||
| 17. It is difficult to detach myself from my college | 0.57 | |||
Technical Skill (TS), Cognitive Skill (CS), Ethical Knowledge (EK), Cognitive Learning (CL), Meta‐Cognitive Learning (MCL), Social and Motivation Learning (SML)