| Literature DB >> 34778525 |
Yilian Teng1, Xia Wang1.
Abstract
Educational technology has become an indispensable aspect of higher education, playing a crucial role in affecting student engagement, in particular. The application, advantages and disadvantages of learning management systems (LMS) and social networking systems in Chinese EFL courses, represented by Superstar-Xuexitong and WeChat, are introduced. The study aims to explore the relationship between the two educational technology tools and three dimensions of student engagement. Using an adopted and revised questionnaire from previous researches, the study measures the extent of impact of the specified educational technology tools on student engagement with the help of SPSS. Through the independent sample T tests, analysis of variance, correlation and regression, the study found that emotional engagement has the strongest positive effect on educational technology engagement. In addition, analysis of the four principal factors indicates that using LMS could engage students more than adopting social networking systems. There are significant differences in cognitive engagement between different genders, with that of males surpassing females. This article provides some empirical evidence for exploration into the use of educational technology in a specific discipline to foster better student engagement. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s41239-021-00263-0.Entities:
Keywords: EFL courses; Educational technology tools; LMS; Social networking systems; Student engagement
Year: 2021 PMID: 34778525 PMCID: PMC8159523 DOI: 10.1186/s41239-021-00263-0
Source DB: PubMed Journal: Int J Educ Technol High Educ ISSN: 2365-9440
Reliability statistics
| Cronbach’s alpha | N of items | |
|---|---|---|
| Behavioral engagement | 0.939 | 8 |
| Cognitive engagement | 0.960 | 8 |
| Emotional engagement | 0.939 | 8 |
| Educational technology engagement | 0.950 | 10 |
| Total | 0.974 | 34 |
KMO and Bartlett’s test
| Kaiser–Meyer–Olkin measure of sampling adequacy | .957 |
| Bartlett’s test of sphericity | |
| Approx. Chi-square | 9617.490 |
| df | 561 |
| Sig | .000 |
Total variance explained
| Component | Initial eigenvalues | Extraction sums of squared loadings | Rotation sums of squared loadings | ||||||
|---|---|---|---|---|---|---|---|---|---|
| Total | % of variance | Cumulative % | Total | % of Variance | Cumulative % | Total | % of variance | Cumulative % | |
| 1 | 18.653 | 54.862 | 54.862 | 18.653 | 54.862 | 54.862 | 7.261 | 21.355 | 21.355 |
| 2 | 2.716 | 7.988 | 62.850 | 2.716 | 7.988 | 62.850 | 6.707 | 19.725 | 41.081 |
| 3 | 2.199 | 6.469 | 69.319 | 2.199 | 6.469 | 69.319 | 6.073 | 17.861 | 58.942 |
| 4 | 1.352 | 3.976 | 73.294 | 1.352 | 3.976 | 73.294 | 4.880 | 14.352 | 73.294 |
Extraction method: principal component analysis
1 = Cognitive engagement, 2 = Educational technology engagement, 3 = Behavioral engagement, 4 = Emotional engagement
Correlations between behavioral engagement, cognitive engagement, emotional engagement and educational technology engagement
| Behavioral engagement | Cognitive engagement | Emotional engagement | Educational technology engagement | |
|---|---|---|---|---|
| Behavioral engagement | ||||
| Pearson correlation | 1 | |||
| Sig. (2-tailed) | ||||
| Cognitive engagement | ||||
| Pearson correlation | .578** | 1 | ||
| Sig. (2-tailed) | .000 | |||
| Emotional engagement | ||||
| Pearson correlation | .630** | .735** | 1 | |
| Sig. (2-tailed) | .000 | .000 | ||
| Educational technology engagement | ||||
| Pearson correlation | .615** | .705** | .799** | 1 |
| Sig. (2-tailed) | .000 | .000 | .000 | |
**Correlation is significant at the 0.01 level (2-tailed)
ANOVA
| Model | Sum of squares | df | Mean square | F | Sig |
|---|---|---|---|---|---|
| 1 | |||||
| Regression | 105.105 | 3 | 35.035 | 187.137 | .000a |
| Residual | 49.425 | 264 | .187 | ||
| Total | 154.529 | 267 | |||
Dependent variable: educational technology engagement
aPredictors: (constant), emotional engagement, behavioral engagement, cognitive engagement
Regression analysis results of three engagement dimensions on educational technology engagement
| Model | Unstandardized coefficients | Standardized coefficients | t | Sig | |
|---|---|---|---|---|---|
| B | Std. error | Beta | |||
| 1 | |||||
| (Constant) | .815 | .131 | 6.223 | .000 | |
| Behavioral engagement | .122 | .039 | .144 | 3.143 | .002 |
| Cognitive engagement | .193 | .046 | .221 | 4.202 | .000 |
| Emotional engagement | .518 | .052 | .545 | 9.868 | .000 |
aDependent variable: educational technology engagement
Independent samples test of three dimensions of engagement and educational technology engagement
| Levene’s test for equality of variances | t-test for equality of means | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| F | Sig | t | df | Sig. (2-tailed) | Mean difference | Std. error difference | 95% confidence interval of the difference | ||
| Lower | Upper | ||||||||
| Behavioral engagement | |||||||||
| Equal variances assumed | 1.622 | .204 | − 4.696 | 266 | .000 | − .51834 | .11038 | − .73567 | − .30100 |
| Cognitive engagement | |||||||||
| Equal variances assumed | 1.232 | .268 | − 2.028 | 266 | .044 | − .22368 | .11032 | − .44090 | − .00646 |
| Emotional engagement | |||||||||
| Equal variances assumed | .000 | .986 | − 4.283 | 266 | .000 | − .42485 | .09919 | − .62014 | − .22955 |
| Educational technology engagement | |||||||||
| Equal variances assumed | 1.078 | .300 | − 3.851 | 266 | .000 | − .36478 | .09473 | − .55128 | − .17827 |
Independent samples test of different genders
| Levene’s test for equality of variances | t-test for equality of means | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| F | Sig | t | df | Sig. (2-tailed) | Mean difference | Std. error difference | 95% confidence interval of the difference | ||
| Lower | Upper | ||||||||
| Behavioral engagement | |||||||||
| Equal variances assumed | 3.409 | .066 | − .475 | 266 | .635 | − .05222 | .10985 | − .26850 | .16407 |
| Cognitive engagement | |||||||||
| Equal variances assumed | 7.891 | .005 | 2.073 | 266 | .039 | .21873 | .10551 | .01098 | .42648 |
| Emotional engagement | |||||||||
| Equal variances assumed | 1.789 | .182 | .918 | 266 | .359 | .08996 | .09796 | − .10291 | .28283 |
| Educational technology engagement | |||||||||
| Equal variances assumed | 4.073 | .045 | .808 | 266 | .420 | .07519 | .09301 | − .10793 | .25831 |