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Research on the Reform of Material Specialized Practical Training Course Based on Informatization Teaching Platform

  
21 mar 2025
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Figure 1.

UTAUT model
UTAUT model

Figure 2.

Initial model of students’ acceptance of live teaching
Initial model of students’ acceptance of live teaching

Figure 3.

Diagram of structural equation model
Diagram of structural equation model

Figure 4.

SEM1 as a path diagram
SEM1 as a path diagram

Figure 5.

SEM4 variable path coefficients
SEM4 variable path coefficients

Initial model research hypothesis

Code Research hypothesis Hypothetical description
H1 PE→→UI Performance expectations have a significant positive effect on the use of live teaching
H2 EE→→UI We hope to have a significant positive effect on the use of live teaching in college students
H3 SI→→UI The social impact has a significant positive effect on the use of live teaching in college students
H4 FC→→UI The effect of the conditions on the use of live teaching in college students has a significant positive effect
H5 SE→→UI The self-efficacy is a significant positive effect on the use of live teaching in college students
H6 PP→→UI The perceived pleasure has a significant positive effect on the use of live teaching
H7 EE→→PE We hope to have a significant positive effect on the performance expectations of the students’ live teaching in colleges and universities
H8 SI→→PE The effect of social influence on the performance of students in college students is significantly positive
H9 FC→→EE The efforts to promote the teaching of college students’ live teaching are expected to have a significant positive effect
H10 SE→→PP The sense of self-efficacy has a significant positive effect on the perceived pleasure of the teaching of the students
H11 Variable hypothesis Different gender is different in the model of the students’ live teaching acceptance model
H12 Different grades differ in the different paths of the students’ live teaching acceptance model

SEM4’s fitting

Fitting index PE EE SI FC SE PP
Standard <4 <0.2 <0.06 >0.7
SEM3 2.965 0.045 0.045 0.966 0.934 0.945
SEM4 2.972 0.045 0.048 0.954 0.934 0.952
Standard YES YES YES YES YES YES

To facilitate the design of conditional measurement

Independent variable Item number Subject content
Facilitation condition(FC) FC1 I have the information equipment (computer, tablet, mobile phone, etc.) that are involved in live teaching
FC2 I have a network environment that is involved in live teaching
FC3 The operating system of the broadcast teaching platform (registration, login, viewing) is easy and convenient
FC4 The video image of the video that I participated in is good
FC5 If there are software problems such as flash-back in the teaching process, I will be bothered

Correlation analysis results

PE EE SI FC SE PP UI
PE 1
EE 0.341** 1
SI 0.485** 0.212** 1
FC 0.187** 0.163** 0.132** 1
SE 0.326** 0.274** 0.145** 0.287** 1
PP 0.255** 0.185** 0.189** 0.364** 0.412** 1
UI 0.536** 0.432** 0.282** 0.478** 0.462** 0.459** 1

Social impact measurement design

Independent variable Item number Subject content
Social impact(SI) SI1 If students are involved in live learning, I would like to try to use it
SI2 People who are important to me recommend live teaching to study and I will be happy to use it
SI3 In general, the encouragement of schools encourages me to use live learning

Grade variance test

Levene statistic df1 df2 Significance
PE 2.093 4 236 0.157
EE 1.141 4 236 0.324
SI 1.05 4 236 0.336
FC 1.759 4 236 0.159
SE 1.003 4 236 0.391
PP 0.914 4 236 0.438
UI 1.062 4 236 0.365

Sensory pleasure measurement design

Independent variable Item number Subject content
Perceived pleasure(PP) PP1 When I was learning live, I felt like time was going fast
PP2 Live learning will make my learning process more interesting
PP3 The rich information in live learning can guide me to explore new knowledge well

Self-efficacy measurement design

Independent variable Item number Subject content
self-efficacy (SE) SE1 Difficulties can be achieved in time in the course of live learning
SE2 I am confident that I can effectively solve the difficulties encountered in the course of live learning
SE3 I will find a solution in time

Performance expectations design

Independent variable Item number Subject content
Performance expectation (PE) PE1 Broadcast teaching makes teaching resources better
PE2 Learning through live teaching can take advantage of my scattered learning time
PE3 Live teaching can greatly arouse my interest in learning
PE4 Learning through live teaching can improve my learning efficiency

SEM1 is a good thing

Fitting index PE EE SI FC SE PP
Standard <2 <0.2 <0.06 >0.7
SEM1 7.245 0.005 0.137 0.851 0.83 0.871
Quasi fit NO YES NO NO NO NO

Use the willingness to measure the design

Independent variable Item number Subject content
Use will(UI) UI1 If the equipment resources are adequate, I would like to use live learning
UI2 I hope to continue to use live learning in the future
UI3 I am looking forward to the popularization of live learning in the general school

Descriptive statistical analysis of variables

Variable Measuring index Mean Variable mean Degree of bias Kurtosis
Statistic Standard error Statistic Standard error
PE PE1 3.5 3.67 -0.637 0.154 -0.019 0.315
PE2 3.81 -0.571 0.154 -0.334 0.315
PE3 3.58 -0.67 0.154 -0.197 0.315
PE4 3.78 -0.749 0.154 0.046 0.315
EE EE1 3.64 3.64 -0.743 0.154 -0.259 0.315
EE2 3.5 -0.631 0.154 0.046 0.315
EE3 3.77 -0.656 0.154 -0.236 0.315
SI SI1 3.68 3.75 -0.581 0.154 -0.22 0.315
SI2 3.74 -0.637 0.154 -0.428 0.315
SI3 3.82 -0.635 0.154 -0.064 0.315
FC FC1 3.6 3.65 -0.54 0.154 -0.477 0.315
FC2 3.86 -0.386 0.154 -0.468 0.315
FC3 4.09 -0.894 0.154 0.404 0.315
FC4 3.31 -0.529 0.154 -0.284 0.315
FC5 3.4 -0.541 0.154 -0.285 0.315
SE SE1 4.06 3.61 -0.622 0.154 -0.147 0.315
SE2 3.17 -0.802 0.154 0.58 0.315
SE3 3.6 -0.844 0.154 0.183 0.315
PP PP1 3.75 3.91 -0.969 0.154 0.429 0.315
PP2 4.08 -0.86 0.154 0.156 0.315
PP3 3.89 -0.89 0.154 0.164 0.315
UI UI1 3.72 3.62 -0.71 0.154 0.315 0.315
UI2 3.25 -0.841 0.154 0.155 0.315
UI3 3.44 -0.784 0.154 0.185 0.315

Independent sample t test results of gender variables

Variable Levene test of variance T test of the mean equation
F Sig. t df sig.2 Mean difference Standard error difference
PE The variance is equal 35.462 0.000 -0.953 232 0.338 -0.11823 0.12465
Assumed variance -0.914 202.31 0.34 -0.11224 0.12008
EE The variance is equal 29.445 0.000 -1.066 232 0.303 -0.12734 0.12526
Assumed variance -1.068 205.641 0.297 -0.12896 0.12317
SI The variance is equal 27.166 0.000 -0.157 232 0.855 -0.01999 0.12053
Assumed variance -0.177 211.35 0.896 -0.01837 0.1197
FC The variance is equal 30.337 0.000 -2.505 232 0.028 -0.29402 0.11951
Assumed variance -2.562 185.34 0.001 -0.29682 0.1122
SE The variance is equal 56.103 0.000 -3.222 232 -0.014 -0.37886 0.11881
Assumed variance -3.263 206.67 0.031 -0.37806 0.11584
PP The variance is equal 47.906 0.000 -2.592 232 0.021 -0.32811 0.12984
Assumed variance -2.665 208.34 0.006 -0.33457 0.12505
UI The variance is equal 38.62 0.000 -2.315 232 0.025 -0.33654 0.11546
Assumed variance -2.666 205.64 0.026 -0.31521 0.13624

Try to expect the design of the measurement

Independent variable Item number Subject content
Effort expectation (EE) EE1 It’s easy for me to learn to use live broadcasts skillfully
EE2 Communicating with classmates or teachers in live teaching is clear and easy to understand
EE3 I can adapt to live teaching quickly

Grade analysis

PE EE SI FC SE PP UI
F 1.133 0.76 1.34 0.946 1.734 0.357
Significance 0.349 0.564 0.256 0.439 0.12 0.803

SEM4 non-standardized regression analysis

Estimate S.E. C.R. P
H1 1.073 0.062 20.043 ***
H2 0.387 0.037 6.18 ***
H3 0.359 0.083 9.467 ***
H4 0.599 0.03 12.738 ***
H5 0.144 -0.004 3.641 ***
H6 0.485 0.071 12.658 ***
H7 0.257 0.056 7.817 ***
H8 0.449 0.041 8.785 ***
H9 0.317 0.089 4.232 ***
H10 0.42 0.069 6.102 0.036
Lingua:
Inglese
Frequenza di pubblicazione:
1 volte all'anno
Argomenti della rivista:
Scienze biologiche, Scienze della vita, altro, Matematica, Matematica applicata, Matematica generale, Fisica, Fisica, altro