| Literature DB >> 35329422 |
Diego Vergara-Rodríguez1, Álvaro Antón-Sancho2, Pablo Fernández-Arias1.
Abstract
This paper conducts quantitative research on the influence of the COVID-19 pandemic on the adaptation to digital learning environments (DLE) of a group of 908 university professors. We compared the perceptions of participants who were digital natives (born before 1980) with those of digital immigrants (born after 1980). For this purpose, a validated survey was used and the obtained responses statistically analyzed. The results show a negative correlation between pandemic stress and the digital competence of professors and their adaptation skills to digital environments, which although weak for both of the two groups compared are stronger for digital immigrants. Both self-confidence and digital competence show a positive influence on the perception of adaptation of skills to DLE, and this is weaker in digital natives. Gaps were identified by gender and area of knowledge of the participants; consequently, the need to carry out training actions for university faculty on skills linked to their digital competence in teaching is clear.Entities:
Keywords: COVID-19 pandemic; digital competence; digitization process; psychological effects; stress
Mesh:
Year: 2022 PMID: 35329422 PMCID: PMC8951131 DOI: 10.3390/ijerph19063732
Source DB: PubMed Journal: Int J Environ Res Public Health ISSN: 1660-4601 Impact factor: 3.390
Figure 1Teacher’s skills and competences to cope with COVID-19 pandemic and the virtualization of education.
Figure 2Digital generations.
Figure 3Countries participating in the research.
Figure 4Research objective and variables.
Items of the survey.
| Variable | Item | Question |
|---|---|---|
| Assessment of the aspects indicated on digital competence | Item 1 | Agility |
| Item 2 | Continuous learning | |
| Item 3 | Digital communication | |
| Item 4 | Information management | |
| Item 5 | Network leadership | |
| Item 6 | Student orientation | |
| Item 7 | Resilience | |
| Item 8 | Teamwork | |
| Item 9 | Strategic vision | |
| Assessment of the aspects indicated on professional aspects of the use of DLE | Item 10 | Student support |
| Item 11 | Faculty support | |
| Item 12 | University support | |
| Item 13 | Spaces used | |
| Item 14 | Technical equipment used | |
| Self-confidence during the pandemic | Item 15 | I have been confident about my ability to handle my personal problems related to the pandemic |
| Item 16 | I have felt optimistic during the pandemic | |
| Item 17 | I have felt that I can control the difficulties that could appear in my life due to the infection | |
| Item 18 | I have felt that I have everything under control in relation to the pandemic | |
| Adaptation skills to DLE during the pandemic | Item 19 | I have fun and feel comfortable when teaching through DLE during the pandemic |
| Item 20 | Adaptation as a teacher to the use of DLE during the pandemic | |
| Item 21 | Training received on digital competence during the pandemic | |
| Item 22 | I consider developing objectives and activities in the future to increase my digital competence in the wake of the pandemic | |
| Assessment of the indicated aspects of pandemic stress in the work of professors | Item 23 | I feel tense |
| Item 24 | I feel that difficulties are piling up | |
| Item 25 | I am upset because I am not in control of the pandemic aspects of the pandemic | |
| Item 26 | I feel affected, as if something serious is going to happen to me unexpectedly | |
| Item 27 | I feel unable to cope with the circumstances of the pandemic | |
| Item 28 | I feel stressed by the pandemic | |
| Item 29 | I feel unable to control important aspects of life because of the pandemic | |
| Item 30 | I think I suffer from anxiety | |
| Item 31 | I feel depressed | |
| Item 32 | I am afraid of infection |
Distribution of the participants by gender and area of knowledge, differentiating by digital generation (in percentages) and statistics of the Pearson independence test.
| Immigrants (%) | Natives (%) | Pearson’s Chi-Square | |||
|---|---|---|---|---|---|
| Gender | Males | 46.1 | 37.5 | 75.644 | 0.0000 * |
| Females | 53.9 | 62.5 | |||
| Area of knowledge | Arts and Humanities | 13.9 | 26.8 | 424.13 | 0.0000 * |
| Sciences | 11.3 | 16.1 | |||
| Health Sciences | 13.0 | 10.7 | |||
| Social and Legal Sciences | 33.9 | 20.5 | |||
| Engineering and Architecture | 27.8 | 25.9 |
* p < 0.05.
Exploratory Factor Analysis of the survey.
| Item | Factor 1 | Factor 2 | Factor 3 | Factor 4 | Factor 5 |
|---|---|---|---|---|---|
| Item 1 | 0.788 | ||||
| Item 2 | 0.798 | ||||
| Item 3 | 0.752 | ||||
| Item 4 | 0.838 | ||||
| Item 5 | 0.758 | ||||
| Item 6 | 0.732 | ||||
| Item 7 | 0.735 | ||||
| Item 8 | 0.733 | ||||
| Item 9 | 0.794 | ||||
| Item 10 | 0.604 | ||||
| Item 11 | 0.672 | ||||
| Item 12 | 0.702 | ||||
| Item 13 | 0.535 | ||||
| Item 14 | 0.542 | ||||
| Item 15 | 0.652 | ||||
| Item 16 | 0.726 | ||||
| Item 17 | 0.676 | ||||
| Item 18 | 0.661 | ||||
| Item 19 | 0.770 | ||||
| Item 20 | 0.713 | ||||
| Item 21 | 0.603 | ||||
| Item 22 | 0.653 | ||||
| Item 23 | 0.519 | ||||
| Item 24 | 0.677 | ||||
| Item 25 | 0.646 | ||||
| Item 26 | 0.729 | ||||
| Item 27 | 0.580 | ||||
| Item 28 | 0.833 | ||||
| Item 29 | 0.668 | ||||
| Item 30 | 0.692 | ||||
| Item 31 | 0.585 | ||||
| Item 32 | 0.559 |
Cumulative proportion of explained variance of the principal component analysis.
| Item | Factor 1 | Factor 2 | Factor 3 | Factor 4 | Factor 5 |
|---|---|---|---|---|---|
| Proportion Variance | 0.296 | 0.067 | 0.078 | 0.062 | 0.112 |
| Cumulative Variance | 0.296 | 0.363 | 0.441 | 0.503 | 0.615 |
Cronbach’s alpha parameters of the subscales.
| Subscale | Cronbach’s Alpha | CR | AVE |
|---|---|---|---|
| Technical aspects | 0.90 | 0.88 | 0.67 |
| Professional aspects | 0.82 | 0.80 | 0.60 |
| Self-confidence | 0.82 | 0.82 | 0.61 |
| Adaptation skills | 0.74 | 0.72 | 0.52 |
| Psychological impact | 0.88 | 0.87 | 0.66 |
Pearson correlation of the subscales among themselves and with respect to the global scale.
| Digital | Professional | Self-Confidence | Adaptation | Stress | Global | |
|---|---|---|---|---|---|---|
| Digital | 1 | 0.3021 | 0.2672 | 0.3786 | −0.0688 | 0.8219 |
| Professional | 1 | 0.1713 | 0.3054 | −0.0095 | 0.7622 | |
| Self-confidence | 1 | 0.1203 | −0.1169 | 0.7011 | ||
| Adaptation | 1 | −0.0617 | 0.7740 | |||
| Stress | 1 | −0.7097 | ||||
| Global | 1 |
Mean values and standard deviations of the subscales of the survey (ratings out of 5).
| Mean Values | Standard Deviations | |
|---|---|---|
| Digital competence | 3.79 | 0.94 |
| Professional aspects | 3.44 | 1.16 |
| Self-confidence | 3.16 | 1.06 |
| Adaptation skills | 3.87 | 0.96 |
| Stress level | 2.54 | 1.18 |
Mean values of the subscales of the survey and statistics of the t-test when differentiating by digital generation (mean values out of five).
| Digital Immigrants | Digital Natives |
| ||
|---|---|---|---|---|
| Digital competence | 3.66 | 3.92 | −14.101 | 0.0000 * |
| Professional aspects | 3.42 | 3.46 | −1.2881 | 0.1978 |
| Self-confidence | 3.21 | 3.11 | 2.7746 | 0.0056 * |
| Adaptation skills | 3.83 | 3.91 | −2.2340 | 0.0256 |
| Stress level | 2.38 | 2.70 | −12.940 | 0.0000 * |
* p < 0.05.
Standard deviations of the subscales of the survey and statistics of the Levene’s test when differentiating by digital generation (deviations out of five).
| Digital Immigrants | Digital Natives | Levene’s F | ||
|---|---|---|---|---|
| Digital competence | 0.99 | 0.88 | 71.559 | 0.0000 * |
| Professional aspects | 1.20 | 1.11 | 7.0268 | 0.0081 * |
| Self-confidence | 1.10 | 1.01 | 17.924 | 0.0000 * |
| Adaptation skills | 0.97 | 0.96 | 1.3159 | 0.2514 |
| Stress level | 1.14 | 1.19 | 42.225 | 0.0000 * |
* p < 0.05.
Pearson’s correlation coefficients of the different subscales of the survey within digital immigrant professors.
| Digital | Professional | Self-Confidence | Adaptation | Stress | |
|---|---|---|---|---|---|
| Digital | 1 | 0.3001 | 0.3048 | 0.3847 | −0.1043 |
| Professional | 1 | 0.1727 | 0.3786 | −0.0024 | |
| Self-confidence | 1 | 0.1063 | −0.1335 | ||
| Adaptation | 1 | −0.1072 | |||
| Stress | 1 |
Pearson’s correlation coefficients of the different subscales of the survey within digital native professors.
| Digital | Professional | Self-Confidence | Adaptation | Stress | |
|---|---|---|---|---|---|
| Digital | 1 | 0.3688 | 0.2347 | 0.3688 | −0.0573 |
| Professional | 1 | 0.1404 | 0.2208 | −0.0333 | |
| Self-confidence | 1 | 0.1404 | −0.0881 | ||
| Adaptation | 1 | −0.0264 | |||
| Stress | 1 |
Mean values of the subscales of the survey differentiating by digital generation and gender and statistics of the MANOVA test (mean values out of five).
| Males | Females | MANOVA | ||||
|---|---|---|---|---|---|---|
| Digital Immigrants | Digital Natives | Digital Immigrants | Digital Natives | |||
| Digital competence | 3.66 | 3.88 | 3.66 | 3.95 | 3.0027 | 0.0832 |
| Professional aspects | 3.31 | 3.45 | 3.51 | 3.45 | 6.0071 | 0.0143 * |
| Self-confidence | 3.29 | 3.17 | 3.14 | 3.08 | 0.8803 | 0.3482 |
| Adaptation skills | 3.80 | 3.83 | 3.87 | 3.95 | 0.5190 | 0.4713 |
| Stress level | 2.50 | 2.53 | 2.27 | 2.79 | 98.275 | 0.0000 * |
* p < 0.05.
Mean values of the subscales of the survey differentiating by digital generation and area of knowledge (I. means digital immigrants and N. means digital natives) and statistics of the MANOVA test (mean values out of five).
| Humanities | Sciences | Health | Social Sci. | Engineering | MANOVA | |||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| I. | N. | I. | N. | I. | N. | I. | N. | I. | N. | |||
| Digital | 3.76 | 4.02 | 3.73 | 3.66 | 3.26 | 3.94 | 3.70 | 4.11 | 3.72 | 3.84 | 33.400 | 0.0000 * |
| Professional | 3.59 | 3.58 | 3.35 | 3.17 | 3.29 | 3.68 | 3.42 | 3.49 | 3.41 | 3.41 | 4.8219 | 0.0007 * |
| Self-confidence | 3.06 | 3.10 | 3.10 | 2.75 | 2.90 | 3.35 | 3.30 | 3.26 | 3.37 | 3.14 | 10.763 | 0.0000 * |
| Adaptation | 3.88 | 3.92 | 4.12 | 3.56 | 3.60 | 3.92 | 3.72 | 3.93 | 3.95 | 4.09 | 16.6491 | 0.0000 * |
| Stress | 2.28 | 2.77 | 2.28 | 2.54 | 2.35 | 2.63 | 2.35 | 2.57 | 2.52 | 2.84 | 3.6002 | 0.0061 * |
* p < 0.05.