| Literature DB >> 34065219 |
Carla Estrada-Muñoz1, Alejandro Vega-Muñoz2, Dante Castillo3, Sheyla Müller-Pérez2, Joan Boada-Grau4.
Abstract
This article shows the levels of technostress in primary and secondary education teachers in Chile, in the context of educational telework that Chile has adopted in connection with the health crisis by COVID-19. The information has been collected with the use of the RED-TIC scale, previously used in this country, whose validity and reliability of the instrument has been treated, for this case, with confirmatory factorial analysis (CFA) with a national coverage sample of 3006 teachers. The results show that 11% of teachers reveal techno anxiety and 7.2%, techno fatigue. Combining both manifestations, we find that 6.8% of teachers are techno stressed. Finally, fatigue and anxiety factors are higher for female teachers.Entities:
Keywords: anxiety; confirmatory factor analysis; dark side; education; fatigue; inefficacy; information overload; mental health; skepticism; technostress
Year: 2021 PMID: 34065219 PMCID: PMC8160750 DOI: 10.3390/ijerph18105458
Source DB: PubMed Journal: Int J Environ Res Public Health ISSN: 1660-4601 Impact factor: 3.390
Figure 1SARS-CoV-2 daily cases in Chile.
Validation measures of the theoretical constructs.
|
| Load | >0.70 |
| Communality | >0.50 | |
| Average variance extracted (AVE) | >0.50 | |
|
| Heterotrait-monotrait ratio of correlations (HTMT) | <0.90 |
|
| Cronbach’s alpha | 0.70–0.90 |
| Composite reliability (CR) | 0.70–0.90 |
Global measures of scale validation.
| Adjustment Indices | Quality of Model Adjustment | |||
|---|---|---|---|---|
| Chi-squared test | >0.05 | |||
| Standardized root mean square residual | SRMR | <0.08 | ||
| Root mean square error of approximation | RMSEA | ≤0.05 | 0.05 < RMSEA ≤ 0.08 | 0.08 < RMSEA ≤ 0.10 |
| Comparative fit index | CFI | ≥0.95 | 0.90 ≤ CFI < 0.95 | 0.80 ≤ CFI < 0.90 |
| Tucker–Lewis index | TLI | ≥0.95 | 0.90 ≤ CFI < 0.95 | 0.80 ≤ CFI < 0.90 |
Global measures of scale validation.
| Factor | Variable * | Convergent Validity | Discriminant Validity | Internal Consistency Reliability | |||
|---|---|---|---|---|---|---|---|
| Load | Communality | AVE | HTMT | Cronbach Alpha | CR | ||
| Skepticism | r_1 | 0.767 | 0.589 | 0.704 | 0.667 | 0.856 | 0.905 |
| r_2 | 0.812 | 0.659 | |||||
| r_3 | 0.879 | 0.773 | |||||
| r_4 | 0.893 | 0.797 | |||||
| Fatigue | r_5 | 0.880 | 0.774 | 0.853 | 0.868 | 0.942 | 0.959 |
| r_6 | 0.923 | 0.853 | |||||
| r_7 | 0.936 | 0.875 | |||||
| r_8 | 0.953 | 0.909 | |||||
| Anxiety | r_9 | 0.932 | 0.868 | 0.785 | 0.804 | 0.899 | 0.931 |
| r_10 | 0.834 | 0.695 | |||||
| r_11 | 0.877 | 0.768 | |||||
| r_12 | 0.899 | 0.809 | |||||
| Inefficacy | r_13 | 0.883 | 0.78 | 0.713 | 0.722 | 0.861 | 0.911 |
| r_14 | 0.902 | 0.813 | |||||
| r_15 | 0.749 | 0.561 | |||||
| r_16 | 0.835 | 0.697 | |||||
* See details in Appendix A.
Figure 2Confirmatory factor analysis for RED-TIC scale. * Double-headed arrows represent covariances in confirmatory factor analysis [41]. Factors are represented in circles, and variables 1 to 16 in boxes.
Scores correction by levels for the sample of teachers and teachers’ ratio (TR) by technostress dimension (n = 3006).
| Levels a | % | Skepticism | TRS * | Fatigue | TRF * | Anxiety | TRA * | Inefficacy | TRI * |
|---|---|---|---|---|---|---|---|---|---|
| Very low | >5% | 0.00 | 0.000 | 0.00 | 0.081 | 0.00 | 0.146 | 0.00 | 0.243 |
| Low | 5–25% | 0.00 | 0.262 | 0.01–1.00 | 0.170 | 0.00–0.50 | 0.114 | 0.01–1.00 | 0.278 |
| Medium (low) | 25–50% | 0.01–1.00 | 0.243 | 1.01–3.00 | 0.252 | 0.51–1.75 | 0.257 | 1.01–1.50 | 0.108 |
| Medium (high) | 50–75% | 1.01–2.75 | 0.264 | 3.01–5.00 | 0.295 | 1.76–3.75 | 0.247 | 1.51–2.50 | 0.149 |
| High | 75–95% | 2.76–5.00 | 0.189 | 5.01–5.99 | 0.108 | 3.76–5.75 | 0.194 | 2.51–4.74 | 0.178 |
| Very high | >95% | >5 | 0.043 | >5.99 | 0.094 | >5.75 | 0.042 | >4.75 | 0.045 |
| Mean | 1.61 | – | 3.07 | – | 2.21 | – | 2.87 | – | |
| Standard Deviation | 1.65 | – | 2.00 | – | 1.87 | – | 1.57 | – |
a. Levels according to the scaling and normalization of scores obtained with the RED-TIC scale [10]; *. Teachers’ ratio in percentage of teachers classified at each level for each dimension of the RED-TIC scale (factor).
Teachers’ ratio by technostress dimension Fatigue (n = 3006).
| Levels | Both Daytime Journeys | Evening Journey |
|---|---|---|
| Very low | 0.074 * | 0.156 * |
| Low | 0.167 | 0.172 |
| Medium (low) | 0.235 * | 0.359 * |
| Medium (high) | 0.294 | 0.188 |
| High | 0.115 | 0.031 |
| Very high | 0.115 | 0.094 |
* Statistically significant differences.
Chi-square test p-value for differences in gender proportions by dimension (factor) of the RED-TIC scale.
| Dimension | |
|---|---|
| Skepticism | 0.040 * |
| Fatigue | 0.003 * |
| Anxiety | 0.024 * |
| Inefficacy | 0.000 * |
| Techno anxiety | 0.491 |
| Techno fatigue | 0.505 |
* Statistically significant differences.
Test of proportions for level by gender in technostress, manifestations and dimensions.
| Levels | Skepticism | Fatigue | Anxiety | Inefficacy | Techno Anxiety | Techno Fatigue | Techno Stress | |||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| M | F | M | F | M | F | M | F | M | F | M | F | M | F | |
| Very low | 0.000 | 0.000 | 0.105 * | 0.073 * | 0.181 * | 0.136 * | 0.272 * | 0.234 * | – | – | – | – | – | – |
| Low | 0.278 | 0.260 | 0.167 | 0.174 | 0.119 | 0.118 | 0.262 | 0.286 | – | – | – | – | – | – |
| Medium (low) | 0.202 * | 0.258 * | 0.293 | 0.241 | 0.253 | 0.259 | 0.117 | 0.105 | – | – | – | – | – | – |
| Medium (high) | 0.285 | 0.258 | 0.293 | 0–294 | 0.253 | 0.243 | 0.133 | 0.154 | – | – | – | – | – | – |
| High (H) | 0.189 | 0.188 | 0.084 * | 0.115 * | 0.170 * | 0.205 * | 0.171 | 0.182 | – | – | – | – | – | – |
| Very high (VH) | 0.058 * | 0.037 * | 0.071 * | 0.103 * | 0.036 | 0.044 | 0.058 * | 0.040* | – | – | – | – | – | – |
| H + VH | 0.247 | 0.225 | 0.155 * | 0.218 * | 0.205 * | 0.248 * | 0.229 | 0.221 | 0.115 | 0.108 | 0.065 | 0.074 | 0.064 | 0.070 |
| Dominant gender | – | – | – | F(+) | – | F(+) | – | – | – | – | – | – | – | – |
* Statistically significant differences; M: male, F: female.