| Literature DB >> 35324573 |
Abstract
Due to COVID-19, numerous new technologies are being implemented in education, with a growing interest in the metaverse. The term "metaverse" refers to an immersive digital environment where one can interact with virtual avatars. This study aims to analyze the experiences and attitudes of the metaverse for learner-centered education from a constructivist perspective to determine how closely related this virtual environment is to the lives of elementary school students. This study also examined how students are becoming the focal point of new educational technologies. After reviewing the literature on this topic, a survey of 336 elementary school students in Korea was conducted using 18 items for measuring each factor in the metaverse, followed by statistical analyses that included a difference of means and an independent sample t-test. The results revealed that, on average, 97.9% of elementary school students had experiences with the metaverse, with 95.5% of them considering it closely related to their everyday life. In addition, various conclusions according to each metaverse factor and each participant's gender are provided.Entities:
Keywords: attitude; constructivism; educational experience; educational technology; metaverse
Year: 2022 PMID: 35324573 PMCID: PMC8955455 DOI: 10.3390/jintelligence10010017
Source DB: PubMed Journal: J Intell ISSN: 2079-3200
Figure 1Metaverse classification (Smart et al. 2007).
Figure 2Extended TAM model (Moon and Kim 2001).
Respondents’ profile.
| Fifth Grade | Sixth Grade | Sum | |
|---|---|---|---|
| Male | 110 | 55 | 165 |
| Female | 107 | 64 | 171 |
| Sum | 217 | 119 | 336 |
Examples of survey questions and research tools.
| Classification | Factor | Examples | Number |
|---|---|---|---|
| Experience | Exp. | Have you ever used a virtual world? | 1 |
| FR | How often do you use the virtual world in a week? | 1 | |
| UT | How long do you use the virtual world in a week? | 1 | |
| Attitude | PPLF | It is fun to use the mirror world. | 3 |
| PEOU | Learning to use the mirror world is easy. | 3 | |
| PUSF | Learning using the mirror world is helpful to me. | 3 | |
| ATT | Using mirror world is a good idea. | 3 | |
| BI | I will continue to use the mirror world in the future. | 3 |
FR: frequency of use; UT: use time; PPLF: perceived playfulness; PEOU: perceived ease of use; PUSF: perceived usefulness; ATT: attitude toward use; BI: behavioral intention.
Reliability analysis for each question (Cronbach’s alpha).
| VW | MW | LL | AR | Number of Question | |
|---|---|---|---|---|---|
| PPLF | 0.780 | 0.796 | 0.870 | 0.852 | 3 |
| PEOU | 0.785 | 0.847 | 0.900 | 0.834 | 3 |
| PUSF | 0.857 | 0.808 | 0.848 | 0.892 | 3 |
| ATT | 0.816 | 0.833 | 0.883 | 0.844 | 3 |
| BI | 0.880 | 0.870 | 0.884 | 0.916 | 3 |
VW: virtual world; MW: mirror world; LL: life logging; AR: augmented reality; PPLF: perceived playfulness; PEOU: perceived ease of use; PUSF: perceived usefulness; ATT: attitude toward use; BI: behavioral intention.
Results of validation of usage model.
| Factor | S.E. | C.R. | Standardized Coefficient | AVE | Construct Reliability | ||
|---|---|---|---|---|---|---|---|
| VW_PPLF3 | <- | VW_PPLF | 0.666 | 0.567 | 0.796 | ||
| VW_PPLF2 | <- | VW_PPLF | 0.084 | 11.990 | 0.824 | ||
| VW_PPLF1 | <- | VW_PPLF | 0.083 | 11.567 | 0.783 | ||
| VW_PEOU3 | <- | VW_PEOU | 0.836 | 0.588 | 0.809 | ||
| VW_PEOU2 | <- | VW_PEOU | 0.074 | 12.339 | 0.751 | ||
| VW_PEOU1 | <- | VW_PEOU | 0.066 | 10.716 | 0.643 | ||
| VW_PUSF3 | <- | VW_PUSF | 0.793 | 0.609 | 0.824 | ||
| VW_PUSF2 | <- | VW_PUSF | 0.066 | 15.749 | 0.846 | ||
| VW_PUSF1 | <- | VW_PUSF | 0.065 | 15.026 | 0.811 | ||
| VW_ATT1 | <- | VW_ATT | 0.728 | 0.562 | 0.794 | ||
| VW_ATT2 | <- | VW_ATT | 0.081 | 13.622 | 0.779 | ||
| VW_ATT3 | <- | VW_ATT | 0.080 | 13.971 | 0.798 | ||
| VW_BI1 | <- | VW_BI | 0.867 | 0.666 | 0.856 | ||
| VW_BI2 | <- | VW_BI | 0.048 | 22.155 | 0.917 | ||
| VW_BI3 | <- | VW_BI | 0.052 | 16.322 | 0.767 | ||
| MW_PPLF3 | <- | MW_PPLF | 0.635 | 0.542 | 0.778 | ||
| MW_PPLF2 | <- | MW_PPLF | 0.119 | 11.085 | 0.871 | ||
| MW_PPLF1 | <- | MW_PPLF | 0.117 | 10.647 | 0.804 | ||
| MW_PEOU3 | <- | MW_PEOU | 0.789 | 0.656 | 0.851 | ||
| MW_PEOU2 | <- | MW_PEOU | 0.072 | 14.090 | 0.861 | ||
| MW_PEOU1 | <- | MW_PEOU | 0.078 | 13.095 | 0.780 | ||
| MW_PUSF3 | <- | MW_PUSF | 0.738 | 0.540 | 0.779 | ||
| MW_PUSF2 | <- | MW_PUSF | 0.075 | 13.000 | 0.787 | ||
| MW_PUSF1 | <- | MW_PUSF | 0.073 | 12.880 | 0.780 | ||
| MW_ATT1 | <- | MW_ATT | 0.815 | 0.613 | 0.826 | ||
| MW_ATT2 | <- | MW_ATT | 0.060 | 16.527 | 0.829 | ||
| MW_ATT3 | <- | MW_ATT | 0.070 | 14.560 | 0.759 | ||
| MW_BI1 | <- | MW_BI | 0.816 | 0.657 | 0.851 | ||
| MW_BI2 | <- | MW_BI | 0.058 | 18.087 | 0.901 | ||
| MW_BI3 | <- | MW_BI | 0.064 | 15.137 | 0.795 | ||
| LL_PPLF3 | <- | LL_PPLF | 0.780 | 0.645 | 0.844 | ||
| LL_PPLF2 | <- | LL_PPLF | 0.073 | 13.916 | 0.912 | ||
| LL_PPLF1 | <- | LL_PPLF | 0.072 | 12.399 | 0.831 | ||
| LL_PEOU3 | <- | LL_PEOU | 0.872 | 0.744 | 0.897 | ||
| LL_PEOU2 | <- | LL_PEOU | 0.062 | 16.583 | 0.901 | ||
| LL_PEOU1 | <- | LL_PEOU | 0.065 | 14.579 | 0.834 | ||
| LL_PUSF3 | <- | LL_PUSF | 0.738 | 0.537 | 0.776 | ||
| LL_PUSF2 | <- | LL_PUSF | 0.094 | 11.690 | 0.886 | ||
| LL_PUSF1 | <- | LL_PUSF | 0.098 | 10.340 | 0.778 | ||
| LL_ATT1 | <- | LL_ATT | 0.958 | 0.734 | 0.891 | ||
| LL_ATT2 | <- | LL_ATT | 0.057 | 16.791 | 0.879 | ||
| LL_ATT3 | <- | LL_ATT | 0.061 | 12.289 | 0.727 | ||
| LL_BI1 | <- | LL_BI | 0.905 | 0.641 | 0.842 | ||
| LL_BI2 | <- | LL_BI | 0.054 | 18.078 | 0.879 | ||
| LL_BI3 | <- | LL_BI | 0.068 | 13.976 | 0.777 | ||
| AR_PPLF3 | <- | AR_PPLF | 0.738 | 0.598 | 0.816 | ||
| AR_PPLF2 | <- | AR_PPLF | 0.075 | 13.972 | 0.887 | ||
| AR_PPLF1 | <- | AR_PPLF | 0.073 | 13.402 | 0.849 | ||
| AR_PEOU3 | <- | AR_PEOU | 0.819 | 0.647 | 0.845 | ||
| AR_PEOU2 | <- | AR_PEOU | 0.075 | 14.023 | 0.879 | ||
| AR_PEOU1 | <- | AR_PEOU | 0.067 | 11.317 | 0.691 | ||
| AR_PUSF3 | <- | AR_PUSF | 0.855 | 0.647 | 0.846 | ||
| AR_PUSF2 | <- | AR_PUSF | 0.054 | 16.675 | 0.852 | ||
| AR_PUSF1 | <- | AR_PUSF | 0.053 | 17.067 | 0.866 | ||
| AR_ATT1 | <- | AR_ATT | 0.729 | 0.606 | 0.820 | ||
| AR_ATT2 | <- | AR_ATT | 0.109 | 12.279 | 0.919 | ||
| AR_ATT3 | <- | AR_ATT | 0.097 | 11.702 | 0.773 | ||
| AR_BI1 | <- | AR_BI | 0.940 | 0.695 | 0.872 | ||
| AR_BI2 | <- | AR_BI | 0.040 | 24.640 | 0.907 | ||
| AR_BI3 | <- | AR_BI | 0.048 | 19.191 | 0.822 | ||
Experience by factor.
| Experienced | Inexperienced | Sum | |
|---|---|---|---|
| VW | 306 (91.1%) | 30 (8.9%) | 336 (100%) |
| MW | 277 (82.4%) | 59 (17.6%) | |
| LL | 185 (55.1%) | 151 (44.9%) | |
| AR | 252 (75%) | 84 (25%) |
VW: virtual world; MW: mirror world; LL: life logging; AR: augmented reality.
Number of respondents with overlapping experiences between metaverse factors.
| VW (E) | VW (I) | ||||
|---|---|---|---|---|---|
| LL (E) | LL (I) | LL (E) | LL (I) | ||
| MW (E) | AR (E) | 136 (40.5%) | 76 (22.6%) | 6 (1.8%) | 6 (1.8%) |
| AR (I) | 16 (4.8%) | 33 (9.8%) | 2 (0.6%) | 2 (0.6%) | |
| MW (I) | AR (E) | 11 (3.3%) | 13 (3.9%) | 2 (0.6%) | 2 (0.6%) |
| AR (I) | 9 (2.7%) | 12 (3.6%) | 3 (0.9%) | 7 (2.1%) | |
VW: virtual world; MW: mirror world; LL: life logging; AR: augmented reality; E: experienced; I: inexperienced.
Ratio of FR to experienced persons by factor.
| FR | VW | MW | LL | AR |
|---|---|---|---|---|
| Not at all | 2.6% | 1.4% | 5.4% | 8.7% |
| Less than once a week | 16.3% | 15.2% | 20.5% | 43.7% |
| About once a week | 11.4% | 9.0% | 15.1% | 16.7% |
| 2 or 3 times a week | 20.3% | 27.8% | 17.3% | 13.5% |
| Several times a week | 16.7% | 24.9% | 10.3% | 8.7% |
| About once a day | 10.1% | 12.6% | 9.7% | 5.2% |
| Several times each day | 22.5% | 9.0% | 21.6% | 3.6% |
| Sum | 100% | 100% | 100% | 100% |
FR: frequency of use; VW: virtual world; MW: mirror world; LL: life logging; AR: augmented reality.
Ratio of UH to experienced persons by factor.
| UT | VW | MW | LL | AR |
|---|---|---|---|---|
| Not at all | 2.6% | 1.4% | 5.4% | 8.7% |
| Under 1 h | 34.3% | 29.2% | 54.6% | 71.0% |
| 1–5 h | 37.6% | 38.6% | 22.2% | 13.5% |
| 5–10 h | 10.1% | 14.1% | 7.0% | 3.6% |
| 10–15 h | 5.2% | 9.7% | 3.2% | 1.2% |
| 15–20 h | 6.5% | 3.6% | 4.3% | 1.2% |
| Over 20 h | 3.6% | 3.2% | 3.2% | 0.8% |
| Sum | 100% | 100% | 100% | 100% |
UT: use time; VW: virtual world; MW: mirror world; LL: life logging; AR: augmented reality.
Average of attitude components for each factor.
| PPLF | PEOU | PUSF | ATT | BI | Sum | ||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| M | Std. | M | Std. | M | Std. | M | Std. | M | Std. | ||
| VW | 3.99 | 0.84 | 4.05 | 0.80 | 3.03 | 1.00 | 3.47 | 1.05 | 3.45 | 0.91 | 306 |
| MW | 3.40 | 0.95 | 3.93 | 0.87 | 3.61 | 0.94 | 3.66 | 0.99 | 3.69 | 0.92 | 277 |
| LL | 3.79 | 1.02 | 3.99 | 0.95 | 3.17 | 1.09 | 3.82 | 1.10 | 3.64 | 0.93 | 185 |
| AR | 3.68 | 1.04 | 4.02 | 0.87 | 3.05 | 1.12 | 3.62 | 1.19 | 3.37 | 0.98 | 285 |
| Average | 3.71 | 3.99 | 3.21 | 3.64 | 3.54 | ||||||
VW: virtual world; MW: mirror world; LL: life logging; AR: augmented reality; PPLF: perceived playfulness; PEOU: perceived ease of use; PUSF: perceived usefulness; ATT: attitude toward use; BI: behavioral intention.
Significance verification of attitude constructs by grade and gender.
| Group | Samples | Average | Std. | t |
| ||
|---|---|---|---|---|---|---|---|
| Gender | VW_PPLF | M | 150 | 4.20 | 0.72 | 4.539 *** | 0 |
| F | 156 | 3.78 | 0.89 | ||||
| VW_ATT | M | 150 | 3.61 | 0.86 | 2.569 * | 0.011 | |
| F | 156 | 3.34 | 0.94 | ||||
| VW_BI | M | 150 | 3.59 | 1.01 | 2.310 * | 0.022 | |
| F | 156 | 3.32 | 1.07 | ||||
| AR_PPLF | M | 116 | 3.88 | 1.05 | 2.867 ** | 0.004 | |
| F | 136 | 3.51 | 1.01 | ||||
| LL_PPLF | M | 66 | 3.50 | 1.12 | −2.910 ** | 0.004 | |
| F | 119 | 3.95 | 0.93 | ||||
| LL_BI | M | 66 | 3.37 | 1.13 | −2.540 * | 0.012 | |
| F | 119 | 3.79 | 1.06 | ||||
| Grade | LL_PEOU | 5g | 118 | 3.87 | 0.97 | −2.174 * | 0.031 |
| 6g | 67 | 4.18 | 0.88 | ||||
| LL_BI | 5g | 118 | 3.50 | 1.05 | −2.293 * | 0.023 | |
| 6g | 67 | 3.89 | 1.16 |
* p < 0.05. ** p < 0.01. *** p < 0.001.