# Analysis of Errors and Winners in Men's and Women's Professional Padel
## 3 Results
\begin{table}
\begin{tabular}{c c c c c c c c c c c c} \hline \hline  & \multicolumn{6}{c}{**Men**} \\ \cline{2-13}  & \multicolumn{3}{c}{**Non-Key Moment**} & \multicolumn{3}{c}{**Key Moment**} & \multicolumn{3}{c}{**Golden Point**} \\ \cline{2-13}  & \multicolumn{3}{c}{**Winners**} & \multicolumn{3}{c}{**Errors**} & \multicolumn{3}{c}{**Winners**} & \multicolumn{3}{c}{**Errors**} & \multicolumn{3}{c}{**Winners**} & \multicolumn{3}{c}{**Errors**} \\ \cline{2-13}  & \multicolumn{3}{c}{**\%**} & \multicolumn{3}{c}{**CSR**} & \multicolumn{1}{c}{**\%**} & \multicolumn{1}{c}{**CSR**} & \multicolumn{1}{c}{**\%**} & \multicolumn{1}{c}{**CSR**} & \multicolumn{1}{c}{**\%**} & \multicolumn{1}{c}{**CSR**} & \multicolumn{1}{c}{**\%**} & \multicolumn{1}{c}{**CSR**} & \multicolumn{1}{c}{**\%**} & \multicolumn{1}{c}{**CSR**} \\ \hline
**Type of shot** & 44.2 & & 55.8 & & 41.0 & & 59.0 & & 38.5 & & 61.5 & \\ Straight forehand & 2.0a & \(-\)2.9 & 5.9b & 2.9 & 0.8a & \(-\)2.2 & 5.4b & 2.2 & 0.0a & \(-\)2.3 & 6.3b & 2.3 \\ without wall & & & & & & & & & & & & \\ Straight backhand & 1.2a & \(-\)4.6 & 7.9b & 4.6 & 0.0a & \(-\)2.9 & 6.5b & 2.9 & 0.0a & \(-\)2.4 & 7.1b & 2.4 \\ without wall & & & & & & & & & & & & \\ Forehand valley & 13.6 & \(-\)1.1 & 16.4 & 1.1 & 16.4 & 0.2 & 15.8 & \(-\)0.2 & 11.4 & \(-\)1.0 & 16.7 & 1.0 \\ Backhand volley & 7.7a & \(-\)5.3 & 20.3b & 5.3 & 9.4a & \(-\)2.3 & 19.0b & 2.3 & 10.1a & \(-\)2.1 & 21.4b & 2.1 \\ Trays/Smash & 55.2a & 13.9 & 12.6b & \(-\)13.9 & 59.4a & 8.3 & 14.7b & \(-\)8.3 & 63.3a & 7.5 & 12.7b & \(-\)7.5 \\ Back wall shot & & & & & & & & & & & & \\ Backwall slot & & & & & & & & & & & & \\ Forest hand lob & & & & & & & & & & & & \\ Backhand lob & 0.0a & \(-\)3.4 & 4.0b & 3.4 & 0.0 & \(-\)1.9 & 3.2 & 1.9 & 0.0 & \(-\)1.2 & 1.9 & 1.2 \\ Counter-wall & 0.0a & \(-\)2.5 & 2.3b & 2.5 & 0.0 & \(-\)0.8 & 0.5 & 0.8 & 0.0 & \(-\)1.2 & 1.9 & 1.2 \\ \hline \hline \end{tabular}
\end{table} 
Table 1: Errors and winning strokes in men’s and women’s professional padel and their relationship with the type of stroke and the game situation according to the scoreboard. more mistakes than winners when they hit straight forehands without wall or shots off the wall. Similarly, during key moments, they make more mistakes than winners when they hit tight backhands or forehand lobs. Finally, during non-key moments, players make more errors than winners in all shot types analyzed, except for forehand volleys and trays or smashes. Moreover, the results show that the effectiveness of the last shot of the points is associated with gender (\(\chi 2(1)=18.574\); \(p=0.000\); Vc = 0.082) and the type of shot (\(\chi 2(8)=602.893\); \(p=0.000\); Vc = 0.467). Table 2 presents the frequency, percentage, and corrected typified residuals in men's and women's professional padel according to their relationship with the type of shot and the game situation based on the score in winning shots and errors. In men's padel, more winners are made than in women's padel and therefore more points are earned; however, this difference decreases as the importance of the point increases. The most characteristic winning shots made by men are trays and smashes, followed by wall shots and forehand and backhand volleys. On the other hand, women use trays and smashes more as winners, followed by forehand volleys, and then wall shots and backhand volleys. When it comes to winners, men hit more off the wall than women at non-key moments. In addition, men execute more trays and smashes and fewer straight forehands without the wall than women at key moments. In men's padel, fewer errors are made than in women's padel at non-key moments and at key moments and therefore fewer points are lost. However, men make more mistakes than women in golden points.