## 3 Research Results
### Questionnaire Survey Results
#### 3.2.5 An Example of Regression Analyses with Y1 as the Dependent Variable
\begin{table}
\begin{tabular}{c c c c c c c c c} \hline \hline \begin{tabular}{c} **Easy** \\ **(X1 and X2)** \\ \end{tabular} & \begin{tabular}{c} **Effective** \\ **(X3 and X4)** \\ \end{tabular} & \begin{tabular}{c} **Enjoyable** \\ **(X5 and X6)** \\ \end{tabular} & \begin{tabular}{c} **Easy** \\ **(X1 and X2)** \\ \end{tabular} & \
\begin{tabular}{c} **Effective** \\ **(X3 and X4)** \\ \end{tabular} &
\begin{tabular}{c} **Enjoyable** \\ **(X5 and X6)** \\ \end{tabular} \\ \hline \hline \multicolumn{2}{c}{\(\Delta\mathbf{R}^{2}\)} & \(\beta\) & \(\Delta\mathbf{R}^{2}\) & \(\beta\) & \(\Delta\mathbf{R}^{2}\) & \(\beta\) & \(\Delta\mathbf{R}^{2}\) & \(\beta\) & \(\Delta\mathbf{R}^{2}\) & \(\beta\) \\ \hline \multicolumn{2}{c}{**Y1 By experiencing the role play, I can learn a lot of the puppeteer’s skills.**} & & & & & & & \\ \hline \hline \multicolumn{2}{c}{_Step 2_} & \(0.18\)** & \(0.10\)* & \(0.11\)** & _Step 2_ & \(0.14\)** & \(0.10\)* & \(0.15\)** & \\ \hline \multicolumn{2}{c}{**C1**} & & \(0.27\)* & \(0.32\)** & \(0.19\) & **C1** & \(0.25\)* & \(0.30\)** & \(0.12\) \\ \hline \multicolumn{2}{c}{**C2**} & & \(0.01\) & \(0.02\) & \(0.06\) & **C2** & \(0.05\) & \(0.02\) & \(0.08\) \\ \hline \multicolumn{2}{c}{**C3**} & & \(0.00\) & \(-0.07\) & \(0.10\) & **C3** & \(0.03\) & \(-0.05\) & \(0.02\) \\ \hline \multicolumn{2}{c}{**X1**} & \(0.07\) & & & **X1** & \(0.05\) & & & \\ \hline \multicolumn{2}{c}{**X2**} & \(0.46\)** & & & **X2** & \(0.40\)** & & & \\ \hline \multicolumn{2}{c}{**X3**} & & \(-0.02\) & & **X3** & & \(0.20\) & & \\ \hline \multicolumn{2}{c}{**X4**} & & \(0.44\)* & & & **X4** & \(0.25\) & & \\ \hline \multicolumn{2}{c}{**X5**} & & \(-0.00\) & **X5** & & & & \\ \hline \multicolumn{2}{c}{**X6**} & & \(0.38\)* & **X6** & & & \(0.33\)** ** \\ \hline \multicolumn{2}{c}{**Y3 After using the system, I can write puppetry scripts and perform**} & & & & **Y4 The role play conducted on the system is a good set of cultural** & **learning materials.** & \\ \hline \hline \multicolumn{2}{c}{_Step 2_} & \(0.03\) & \(0.04\) & \(0.14\)** & _Step 2_ & \(0.08\)* & \(0.12\)** & \(0.05\) & \\ \hline \multicolumn{2}{c}{**C1**} & & \(0.37\)** & \(0.39\)** & \(0.26\)* & **C1** & \(0.15\) & \(0.19\) & \(0.08\) \\ \hline \multicolumn{2}{c}{**C2**} & & \(0.23\)* & \(0.20\) & \(0.17\) & **C2** & \(0.13\) & \(0.06\) & \(0.19\) \\ \hline \multicolumn{2}{c}{**C3**} & & \(0.04\) & \(-0.01\) & \(0.11\) & **C3** & \(0.19\) & \(0.06\) & \(0.17\) \\ \hline \multicolumn{2}{c}{**X1**} & & \(0.06\) & & & **X1** & \(0.02\) & & \\ \hline \multicolumn{2}{c}{**X2**} & \(0.16\) & & & **X2** & \(0.31\)* & & & \\ \hline \multicolumn{2}{c}{**X3**} & & \(-0.03\) & & **X3** & & \(0.22\) & & \\ \hline \multicolumn{2}{c}{**X4**} & & \(0.27\) & & **X4** & & \(0.27\) & & \\ \hline \multicolumn{2}{c}{**X5**} & & \(-0.07\) & **X5** & & & \(0.20\) & & \\ \hline \multicolumn{2}{c}{**X6**} & & \(0.44\)** & **X6** & & & & \\ \hline \multicolumn{2}{c}{**Y5 After using the system, I can remember the puppet characteristics**} & & & & & **Y6 I will recommend my friends and family to use the system to** & **learn puppetry.** & \\ \multicolumn{2}{c}{**and operation skills.**} & & & & & **Y6 I will recommend my friends and family to use the system to** & **learn puppetry.** & \\ \hline \hline \multicolumn{2}{c}{_Step 2_} & \(0.09\)* & \(0.10\)** & \(0.15\)** & _Step 2_ & \(0.07\) & \(0.04\) & \(0.06\) & \\ \hline \multicolumn{2}{c}{**C1**} & & \(0.22\)* & \(0.29\)** & \(0.12\) & **C1** & \(0.29\)* & \(0.35\)** & \(0.25\)* & \(0.25\)* \\ \hline \multicolumn{2}{c}{**C2**} & & \(0.26\)* & \(0.18\) & \(0.23\)* & \({}^{*}\)**C2** & \(0.25\)* & \(0.21\) & \(0.27\)* \\ \hline \multicolumn{2}{c}{**C3**} & \(-0.05\) & \(-0.14\) & \(-0.06\) & **C3** & \(-0.10\) & \(-0.13\) & \(-0.12\) \\ \hline \multicolumn{2}{c}{**X1**} & \(0.21\) & & & **X1** & \(0.18\) & & \\ \hline \multicolumn{2}{c}{**X2**} & \(0.20\) & & & **X2** & \(0.17\) & & \\ \hline \multicolumn{2}{c}{**X3**} & & \(0.08\) & & **X3** & & \(0.17\) & & \\ \hline \multicolumn{2}{c}{**X4**} & & \(0.35\)* & & **X4** & & \(0.11\) & & \\ \hline \multicolumn{2}{c}{**X5**} & & & \(0.24\)* & **X5** & & & \(0.25\)* \\ \hline \multicolumn{2}{c}{**X6**} & & & \(0.31\)** ** & **X6** & & & \(0.09\) \\ \hline \hline \end{tabular} Note: * \(p\) \(<0.05\),** \(p\) \(<0.01\),** \(p\) \(<0.001\).  
\end{table}