| Literature DB >> 35668898 |
Li Yang1, Fernando Martínez-Abad2, Alicia García-Holgado3.
Abstract
The emergence of the Covid-19 pandemic has accelerated the wave of digital social transformation worldwide and pushed the "Accelerator Key" for the digital transformation of education in 2020. This transformation has also impacted in an all-around way in China. Taking Anhui province as a case study, this research explores socio-demographic factors influencing the digital competence level of pre- and in-service teachers of primary and secondary education in China. The quantitative methodological approach emphasizes the study subjects' perception of their digital competencies in three factors: basic technology literacy, technical support learning, and technical support teaching. The study involved 250 pre-service teachers and 248 in-service teachers. The main findings are: (1) participants have good consciousness and attitudes towards using ICT in daily work, but their educational practice is weak; (2) in-service teachers have a digital competence level generally higher than pre-service teachers', which might be their professional practice promote them to reflect on perceptions and attitudes regarding technological education; (3) for in-service teachers, there are significant differences between their digital competence level and age, years of teaching experience, educational background; (4) current ICT courses have no influencing on in-service teachers' digital competence level, implying that current ICT training system may have problems. The study provides insights to improve pre-service teachers' digital competence education in universities and develop well-designed in-service teachers' ICT training courses.Entities:
Keywords: Assessment; China; Digital competence; In-service teachers; Perception; Pre-service teachers
Year: 2022 PMID: 35668898 PMCID: PMC9161192 DOI: 10.1007/s10639-022-11085-6
Source DB: PubMed Journal: Educ Inf Technol (Dordr) ISSN: 1360-2357
Fig. 1Geographical distribution of the sample
Fig. 2Distribution of pre-service and in-service teachers’ education background
Descriptive statistics of participants’ age and in-service teachers’ teaching experience
| Mean | SX | Min | P25 | Mdn-P50 | P75 | Max | |
|---|---|---|---|---|---|---|---|
| Age (Pre-service) | 21.55 | 2.70 | 16 | 20 | 21 | 23 | 36 |
| Age (In-service) | 31.82 | 6.84 | 17 | 28 | 30 | 35 | 55 |
| Teaching Exp. | 7.92 | 7.84 | 0 | 3 | 5 | 10 | 34 |
Fig. 3Distribution of in-service teachers’ teaching subject
Fig. 4Dimensional structure of the instrument
Statistics of several fit indices of the hypothetical model
|
| ||||
|---|---|---|---|---|
| FA Consciousness and attitude | FB Technical environment | FC Information Ethics and Information Security | ||
| chi2 | 78.876 | 26.184 | 113.693 | |
| df | 116 | 116 | 296 | |
| p | 0.997 | < 0.999 | < 0.999 | |
| Ratio (x2/df) | 0.668 | 0.226 | 0.384 | |
| Absolute fit index | GFI | 0.991 | 0.998 | 0.996 |
| SRMR | 0.047 | 0.029 | 0.036 | |
| Incremental fit index | CFI | < 0.999 | < 0.999 | < 0.999 |
| NFI | 0.986 | 0.997 | 0.995 | |
| RFI | 0.984 | 0.996 | 0.994 | |
Results of CFA, their factor loadings, and reliabilities of the model
| Factor loadings | Cronbach’s Alpha | CR | AVE | ||
|---|---|---|---|---|---|
| FA1 Consciousness and Attitude | IT 1 | 0.597 | 0.818 | 0.760 | 39.16% |
| IT 2 | 0.622 | ||||
| IT 3 | 0.641 | ||||
| IT 4 | 0.639 | ||||
| IT 5 | 0.629 | ||||
| FA2 Technical Environment | IT 6 | 0.741 | 0.881 | 0.879 | 44.81% |
| IT 7 | 0.628 | ||||
| IT 8 | 0.696 | ||||
| IT 9 | 0.661 | ||||
| IT 10 | 0.672 | ||||
| IT 11 | 0.576 | ||||
| IT 12 | 0.690 | ||||
| IT 13 | 0.700 | ||||
| IT 14 | 0.647 | ||||
| FA3 Information Ethics and Information Security | IT 15 | 0.669 | 0.803 | 0.786 | 55.19% |
| IT 16 | 0.809 | ||||
| IT 17 | 0.744 | ||||
| FB1 Self-learning | IT 1 | 0.495 | 0.857 | 0.744 | 32.75% |
| IT 2 | 0.552 | ||||
| IT 3 | 0.550 | ||||
| IT 4 | 0.603 | ||||
| IT 5 | 0.637 | ||||
| IT 6 | 0.586 | ||||
| FB2 Communication and Collaboration | IT 7 | 0.635 | 0.846 | 0.729 | 40.20% |
| IT 8 | 0.646 | ||||
| IT 9 | 0.606 | ||||
| IT 10 | 0.650 | ||||
| FB3 Research and Innovation | IT 11 | 0.612 | 0.916 | 0.850 | 44.85% |
| IT 12 | 0.670 | ||||
| IT 13 | 0.705 | ||||
| IT 14 | 0.662 | ||||
| IT 15 | 0.676 | ||||
| IT 16 | 0.648 | ||||
| IT 17 | 0.710 | ||||
| FC1 Resource Preparation | IT 1 | 0.600 | 0.894 | 0.802 | 33.63% |
| IT 2 | 0.548 | ||||
| IT 3 | 0.557 | ||||
| IT 4 | 0.589 | ||||
| IT 5 | 0.630 | ||||
| IT 6 | 0.582 | ||||
| IT 7 | 0.589 | ||||
| IT 8 | 0.539 | ||||
| FC2 Process Design | IT 9 | 0.692 | 0.935 | 0.881 | 38.31% |
| IT 10 | 0.619 | ||||
| IT 11 | 0.631 | ||||
| IT 12 | 0.621 | ||||
| IT 13 | 0.585 | ||||
| IT 14 | 0.562 | ||||
| IT 15 | 0.627 | ||||
| IT 16 | 0.639 | ||||
| IT 17 | 0.620 | ||||
| IT 18 | 0.612 | ||||
| IT 19 | 0.596 | ||||
| IT 20 | 0.615 | ||||
| FC3 Practice Reserve | IT 21 | 0.656 | 0.884 | 0.788 | 38.31% |
| IT 22 | 0.568 | ||||
| IT 23 | 0.628 | ||||
| IT 24 | 0.654 | ||||
| IT 25 | 0.596 | ||||
| IT 26 | 0.607 | ||||
| Basic Technology Literacy | FA1 | 0.591 | 0.880 | 0.661 | 39.48% |
| FA2 | 0.662 | ||||
| FA3 | 0.630 | ||||
| Technical Support Learning | FB1 | 0.560 | 0.925 | 0.631 | 36.33% |
| FB2 | 0.615 | ||||
| FB3 | 0.631 | ||||
| Technical Support Teaching | FC1 | 0.562 | 0.944 | 0.612 | 34.49% |
| FC2 | 0.605 | ||||
| FC3 | 0.594 |
Statistical descriptive analysis
| Factor | Dimension | Mean | S.D. | Min | P25 | P50 | P75 | Max |
|---|---|---|---|---|---|---|---|---|
| Basic Technology Literacy | FA1 Consciousness and attitude | 3.96 | 0.753 | 1 | 3.60 | 4.00 | 4.40 | 5 |
| FA2 Technical environment | 3.86 | 0.689 | 1 | 3.56 | 4.00 | 4.22 | 5 | |
| FA3 Information Ethics and Information Security | 4.14 | 0.850 | 1 | 3.67 | 4.33 | 5.00 | 5 | |
| Technical Support Learning | FB1 Self-learning | 3.86 | 0.67 | 1 | 3.50 | 4.00 | 4.27 | 5 |
| FB2 Communication and collaboration | 3.88 | 0.72 | 1 | 3.50 | 4.00 | 4.25 | 5 | |
| FB3 Research and innovation | 3.82 | 0.71 | 1 | 3.43 | 4.00 | 4.29 | 5 | |
| Technical Support Teaching | FC1 Resource preparation | 3.88 | 0.64 | 1 | 3.50 | 4.00 | 4.25 | 5 |
| FC2 Process design | 3.86 | 0.65 | 1 | 3.50 | 4.00 | 4.25 | 5 | |
| FC3 Practice reserve | 3.86 | 0.68 | 1 | 3.50 | 4.00 | 4.33 | 5 | |
| Basic Technology Literacy | 3.97 | 0.72 | 1 | 3.65 | 4.08 | 4.44 | 5 | |
| Technical Support Learning | 3.85 | 0.66 | 1 | 3.65 | 4.00 | 4.24 | 5 | |
| Technical Support Teaching | 3.86 | 0.63 | 1 | 3.65 | 3.97 | 4.25 | 5 |
Fig. 5Trend chart for nine dimensions. Mean score
Digital competence levels of in-service teachers and pre-service teachers. Mann-Whitney U test
| In-service | Pre-service | W | Sig. | r | |||
|---|---|---|---|---|---|---|---|
| Mean | SD | Mean | SD | ||||
| FA1 Consciousness and attitude | 4.027 | 0.724 | 3.891 | 0.774 | 52457.50 | 0.029 | 0.101 |
| FA2 Technical environment | 3.905 | 0.707 | 3.782 | 0.747 | 51782.00 | 0.045 | 0.093 |
| FA3 Information Ethics and Information Security | 4.160 | 0.823 | 4.114 | 8.745 | 48094.50 | 0.630 | 0.022 |
| FB1 Self-learning | 3.928 | 0.592 | 3.800 | 0,724 | 51100.50 | 0.101 | 0.076 |
| FB2 Communication and collaboration | 3.923 | 0.704 | 3.844 | 0.745 | 49036.00 | 0.320 | 0.046 |
| FB3 Research and innovation | 3.842 | 0.698 | 3.801 | 0.725 | 48134.00 | 0.568 | 0.026 |
| FC1 Resource preparation | 3.906 | 0.610 | 3.846 | 0.665 | 48125.50 | 0.482 | 0.033 |
| FC2 Process design | 3.870 | 0.638 | 3.853 | 0.666 | 46232.50 | 0.915 | 0.005 |
| FC3 Practice reserve | 3.875 | 0.633 | 3.849 | 0.713 | 46407.00 | 0.962 | 0.002 |
| Basic Technology Literacy | 4.032 | 0.680 | 3.915 | 0,752 | 51613.00 | 0.088 | 0.079 |
| Technical Support Learning | 3.898 | 0.610 | 3.810 | 0.706 | 49469.50 | 0.372 | 0.042 |
| Technical Support Teaching | 3.885 | 0.591 | 3.844 | 0.658 | 47748.50 | 0.650 | 0.021 |
Fig. 6Comparing means of three measured factors in two groups
Results of Kruskal-Wallis’s test between digital competence level and in-service teacher’s educational background
| In-service | Mean | K-W | Sig. | h2 | ||
|---|---|---|---|---|---|---|
| College | Bachelor | Master/PhD | ||||
| FA1 Consciousness and attitude | 4.121 | 4.007 | 4.068 | 0.313 | 0.855 | 0.003 |
| FA2 Technical environment | 3.845 | 3.857 | 3.972 | 1.232 | 0.540 | 0.005 |
| FA3 Information Ethics and Information Security | 4.404 | 4.075 | 4.240 | 3.947 | 0.139 | 0.021 |
| FB1 Self-learning | 3.889 | 3.870 | 4.044 | 4.919 | 0.085 | 0.017 |
| FB2 Communication and collaboration | 3.939 | 3.844 | 4.051 | 4.228 | 0.121 | 0.017 |
| FB3 Research and innovation | 3.753 | 3.759 | 4.025 | 9.883 | 0.007 | 0.029 |
| FC1 Resource preparation | 3.848 | 3.838 | 4.092 | 9.178 | 0.010 | 0.036 |
| FC2 Process design | 3.753 | 3.829 | 3.995 | 7.073 | 0.029 | 0.018 |
| FC3 Practice reserve | 3.843 | 3.818 | 3.983 | 4.374 | 0.112 | 0.013 |
| Basic Technology Literacy | 4.123 | 3.980 | 4.093 | 0.995 | 0.069 | 0.008 |
| Technical Support Learning | 3.861 | 3.824 | 4.040 | 6.988 | 0.030 | 0.024 |
| Technical Support Teaching | 3.815 | 3.824 | 4.023 | 7.767 | 0.020 | 0.023 |
Dunn’s post-hoc comparisons test for several significant dimensions and factors
| In-service | Mean Diff. | Z | Sig. | d | |
|---|---|---|---|---|---|
| FB3 R&I | College-Bachelor | -0.006 | -0.019 | 0.492 | − 0.007 |
| College-Master/PhD | -0.272 | -2.138 | 0.032 | − 0.416 | |
| Bachelor-Master/PhD | -0.266 | -3.037 | 0.004 | − 0.380 | |
| FC1 R&P | College-Bachelor | 0.011 | 0.076 | 0.470 | 0.017 |
| College-Master/PhD | -0.243 | -1.990 | 0.047 | − 0.468 | |
| Bachelor-Master/PhD | -0.254 | -2.950 | 0.005 | − 0.429 | |
| FC2 P&D | College-Bachelor | -0.077 | -0.572 | 0.284 | − 0.121 |
| College-Master/PhD | -0.243 | -2.177 | 0.029 | − 0.384 | |
| Bachelor-Master/PhD | -0.166 | -2.369 | 0.027 | − 0.261 | |
| Technical Support Learning | College-Bachelor | 0.036 | 0.382 | 0.351 | 0.057 |
| College-Master/PhD | -0.180 | -1.486 | 0.137 | − 0.334 | |
| Bachelor-Master/PhD | -0.216 | -2.627 | 0.013 | − 0.365 | |
| Technical Support Teaching | College-Bachelor | -0.013 | 0.141 | 0.444 | − 0.022 |
| College-Master/PhD | -0.208 | -1.777 | 0.076 | − 0.380 | |
| Bachelor-Master/PhD | -0.195 | -2.729 | 0.010 | − 0.329 | |
Fig. 7Mean scores of in-service teachers’ digital competence level in three factors with different educational backgrounds
Results of Kruskal-Wallis’s test between digital competence level and pre-service teacher’s educational background
| Pre-service | Mean | K-W | Sig. | h2 | ||
|---|---|---|---|---|---|---|
| College | Bachelor | Master/PhD | ||||
| FA1 Consciousness and attitude | 4.045 | 3.976 | 3.867 | 2.625 | 0.269 | 0.005 |
| FA2 Technical environment | 3.940 | 3.838 | 3.800 | 1.638 | 0.441 | 0.006 |
| FA3 Information Ethics and Information Security | 4.254 | 4.168 | 4.467 | 2.130 | 0.345 | 0.009 |
| FB1 Self-learning | 2.927 | 3.801 | 3.989 | 2.409 | 0.300 | 0.011 |
| FB2 Communication and collaboration | 3.933 | 3.868 | 4.033 | 0.682 | 0.711 | 0.005 |
| FB3 Research and innovation | 3.951 | 3.820 | 3.905 | 1.451 | 0.484 | 0.008 |
| FC1 Resource preparation | 3.918 | 3.874 | 4.017 | 1.365 | 0.505 | 0.004 |
| FC2 Process design | 3.918 | 3.861 | 4.000 | 1.108 | 0.575 | 0.004 |
| FC3 Practice reserve | 3.878 | 3.891 | 4.056 | 0.974 | 0.614 | 0.004 |
| Basic Technology Literacy | 4.080 | 3.994 | 4.044 | 2.204 | 0.332 | 0.004 |
| Technical Support Learning | 3.937 | 3.830 | 3.976 | 1.581 | 0.456 | 0.008 |
| Technical Support Teaching | 3.905 | 3.875 | 4.024 | 1.467 | 0.480 | 0.003 |
Pearson correlation analysis results
| Pre-service | In-service | |||||
|---|---|---|---|---|---|---|
| Age | Teaching experience | |||||
| Rxy | Sig | Rxy | Sig | Rxy | Sig | |
| FA1 Consciousness and attitude | 0.168 | 0.003 | − 0.005 | 0.927 | − 0.088 | 0.173 |
| FA2 Technical environment | 0.088 | 0.116 | − 0.117 | 0.044 | − 0.173 | 0.007 |
| FA3 Information Ethics and Information Security | 0.062 | 0.273 | 0.029 | 0.615 | − 0.040 | 0.537 |
| FB1 Self-learning | 0.092 | 0.099 | − 0.051 | 0.385 | − 0.151 | 0.019 |
| FB2 Communication and collaboration | 0.135 | 0.016 | − 0.175 | 0.003 | − 0.223 | < 0.001 |
| FB3 Research and innovation | 0.094 | 0.094 | − 0.116 | 0.046 | − 0.224 | < 0.001 |
| FC1 Resource preparation | 0.113 | 0.044 | − 0.111 | 0.058 | − 0.232 | < 0.001 |
| FC2 Process design | 0.114 | 0.043 | − 0.102 | 0.081 | − 0.234 | < 0.001 |
| FC3 Practice reserve | 0.133 | 0.019 | − 0.073 | 0.213 | − 0.193 | 0.003 |
| Basic Technology Literacy | 0.124 | 0.027 | − 0.029 | 0.624 | − 0.108 | 0.096 |
| Technical Support Learning | 0.115 | 0.039 | − 0.128 | 0.028 | − 0.222 | < 0.001 |
| Technical Support Teaching | 0.112 | 0.046 | − 0.099 | 0.091 | − 0.236 | < 0.001 |
Digital competence levels with an ICT training course for pre-service teachers. Mann-Whitney U test
| ICT training course | YES | NO | W | Sig. | r | ||
|---|---|---|---|---|---|---|---|
| Mean | SD | Mean | SD | ||||
| FA1 Consciousness and attitude | 3.992 | 4.200 | 3.631 | 3.600 | 2132.500 | 0.019 | 0.384 |
| FA2 Technical environment | 3.879 | 4.000 | 3.479 | 3.444 | 2057.500 | 0.042 | 0.336 |
| FA3 Information Ethics and Information Security | 4.195 | 4.333 | 4.077 | 4.333 | 1651.000 | 0.660 | 0.072 |
| FB1 Self-learning | 3.867 | 4.000 | 3.808 | 3.667 | 1612.500 | 0.777 | 0.047 |
| FB2 Communication and collaboration | 3.910 | 4.000 | 3.692 | 3.750 | 1877.500 | 0.178 | 0.219 |
| FB3 Research and innovation | 3.885 | 4.000 | 3.593 | 3.429 | 1971.000 | 0.088 | 0.279 |
| FC1 Resource preparation | 3.899 | 4.000 | 3.654 | 3.750 | 1873.500 | 0.187 | 0.216 |
| FC2 Process design | 3.905 | 4.000 | 3.609 | 3.500 | 2010.000 | 0.064 | 0.305 |
| FC3 Practice reserve | 3.907 | 4.000 | 3.679 | 3.667 | 1896.500 | 0.158 | 0.231 |
| Basic technology literacy | 4.022 | 4.133 | 3.729 | 3.793 | 2011.500 | 0.064 | 0.306 |
| Technical support learning | 3.888 | 4.000 | 3.698 | 3.810 | 1856.000 | 0.214 | 0.205 |
| Technical support teaching | 3.904 | 3.986 | 3.647 | 3.653 | 1954.500 | 0.103 | 0.269 |
Digital competence levels with an ICT training program for in-service teachers. Mann-Whitney U test
| ICT training course | YES (N = 212) | NO (N = 15) | W | Sig. | r | ||
|---|---|---|---|---|---|---|---|
| Mean | SD | Mean | SD | ||||
| FA1 Consciousness and attitude | 4.069 | 0.716 | 3.800 | 0.713 | 1998.000 | 0.095 | 0.257 |
| FA2 Technical environment | 3.871 | 0.724 | 3.859 | 0.822 | 1631.500 | 0.867 | 0.026 |
| FA3 Information Ethics and Information Security | 4.171 | 0.835 | 4.111 | 0.965 | 1586.000 | 0.988 | − 0.003 |
| FB1 Self-learning | 3.939 | 0.581 | 3.700 | 0.807 | 1891.500 | 0.217 | 0.190 |
| FB2 Communication and collaboration | 3.913 | 0.713 | 3.750 | 0.802 | 1865.500 | 0.252 | 0.173 |
| FB3 Research and innovation | 3.848 | 0.719 | 3.467 | 0.848 | 2008.000 | 0.087 | 0.263 |
| FC1 Resource preparation | 3.922 | 0.607 | 3.658 | 0.613 | 2040.000 | 0.066 | 0.283 |
| FC2 Process design | 3.887 | 0.630 | 3.506 | 0.913 | 2000.000 | 0.095 | 0.258 |
| FC3 Practice reserve | 3.892 | 0.629 | 3.500 | 0.913 | 1956.000 | 0.133 | 0.230 |
| Basic Technology Literacy | 4.037 | 0.692 | 3.923 | 0.720 | 1775.000 | 0.453 | 0.116 |
| Technical Support Learning | 3.900 | 0.612 | 3.639 | 0.771 | 1973.000 | 0.119 | 0.241 |
| Technical Support Teaching | 3.900 | 0.590 | 3.555 | 0.748 | 2065.000 | 0.053 | 0.299 |