# Influence of Game Indicators on the Ranking of Teams in the Spanish Soccer League
## 3 Results
### Final Ranking of the LaLiga Teams
\begin{table}
\begin{tabular}{c c c c c c c} \hline \hline
**Game Indicator** & \(F\) & \(p\) & \(R^{2}\)**Conditional** & _BIC_ & _ICC_ & _LRT (\(p\))_ \\ \hline Ball possession & 2.98 & 0.02 * & 0.26 & 39,253.71 & 0.26 & 1062 (\(<\)0.001 *) \\ \hline Total shots & 3.34 & 0.01 * & 0.01 & 31,112.48 & 0.08 & 318 (\(<\)0.001 *) \\ \hline Shots on goal & 1.96 & 0.01 * & 0.11 & 23,623.16 & 0.10 & 375 (\(<\)0.005 *) \\ \hline Shots off goal & 2.77 & 0.03 * & 0.04 & 28,690.35 & 0.03 & 108 (\(<\)0.001 *) \\ \hline Free kicks & 2.51 & 0.04 * & 0.07 & 31,261.42 & 0.06 & 235 (\(<\)0.001 *) \\ \hline Corners & 3.06 & 0.02 * & 0.04 & 25,632.37 & 0.03 & 80.9 (\(<\)0.001 *) \\ \hline Offsides & 2.56 & 0.04 * & 0.03 & 21,481.62 & 0.02 & 37.2 (\(<\)0.001 *) \\ \hline Attacks & 5.46 & \(<\)0.001 * & 0.16 & 27,478.17 & 0.14 & 317 (\(<\)0.001 *) \\ \hline Dangerous attacks & 5.58 & \(<\)0.001 * & 0.21 & 25,848.70 & 0.17 & 317 (\(<\)0.001 *) \\ \hline Total passes & 4.23 & 0.00 * & 0.52 & 26,788.22 & 0.51 & 1096 (\(<\)0.001 *) \\ \hline \end{tabular} Note: \(F\) = linear mixed model; _BIC_ = Bayesian information criterion; _ICC_ = interclass correlation coefficients; _LRT_ = LRT test for random effect; Intercept \(\dagger\) Team. Only statistically significant game indicators in the linear mixed model are shown in this table. * \(p\leq 0.05\).  
\end{table} 
Table 7: Differences in the period*final ranking interaction. \begin{table}
\begin{tabular}{c c c c c c} \hline \hline
**Game Indicator** & **Period** & **Ranking** & **Period** & **Ranking** & \(t\) & \(p\)**-Bonferroni** \\ \hline Ball possession & Pre-COVID-19 & Relegation & COVID-19 & Europe & \(-\)4.84 & \(<\)0.001 * \\  & Pre-COVID-19 & Middle & COVID-19 & Europe & \(-\)3.54 & 0.02 * \\  & Pre-COVID-19 & Relegation & Post-COVID-19 & Europe & \(-\)6.04 & \(<\)0.001 * \\  & Pre-COVID-19 & Middle & Post-COVID-19 & Europe & \(-\)5.06 & \(<\)0.001 * \\  & Pre-COVID-19 & Europe & Post-COVID-19 & Europe & \(-\)4.29 & \(<\)0.001 * \\  & COVID-19 & Middle & Post-COVID-19 & Europe & \(-\)3.76 & 0.01 * \\ \hline Total shots & Pre-COVID-19 & Europe & COVID-19 & Europe & 3.34 & 0.03 * \\  & Pre-COVID-19 & Europe & COVID-19 & Middle & 4.61 & \(<\)0.001 * \\  & Pre-COVID-19 & Europe & Post-COVID-19 & Europe & 3.41 & 0.02 * \\  & Pre-COVID-19 & Europe & Post-COVID-19 & Middle & 7.22 & \(<\)0.001 * \\  & Pre-COVID-19 & Middle & Post-COVID-19 & Middle & 5.60 & \(<\)0.001 * \\  & COVID-19 & Relegation & Post-COVID-19 & Middle & 3.23 & 0.05 * \\ \hline Shots on goals & Pre-COVID-19 & Europe & COVID-19 & Europe & 3.65 & 0.01 * \\  & Pre-COVID-19 & Europe & COVID-19 & Middle & 4.83 & \(<\)0.001 * \\  & Pre-COVID-19 & Europe & Post-COVID-19 & Relegation & 3.60 & 0.01 * \\  & Pre-COVID-19 & Europe & Post-COVID-19 & Europe & 4.16 & 0.00 * \\  & Pre-COVID-19 & Europe & Post-COVID-19 & Middle & 6.28 & \(<\)0.001 * \\  & Pre-COVID-19 & Middle & Post-COVID-19 & Middle & 3.83 & 0.01 * \\ \hline Shots off goal & Pre-COVID-19 & Europe & Post-COVID-19 & Middle & 5.82 & \(<\)0.001 * \\  & Pre-COVID-19 & Middle & Post-COVID-19 & Middle & 4.93 & \(<\)0.001 * \\  & COVID-19 & Relegation & Post-COVID-19 & Middle & 3.24 & 0.04 * \\ \hline Free kicks & Pre-COVID-19 & Relegation & Post-COVID-19 & Middle & \(-\)3.46 & 0.02 * \\  & Pre-COVID-19 & Relegation & Post-COVID-19 & Relegation & \(-\)3.78 & 0.01 * \\ \hline Corners & Pre-COVID-19 & Europe & COVID-19 & Europe & 3.69 & 0.01 * \\  & Pre-COVID-19 & Europe & Post-COVID-19 & Middle & 6.12 & \(<\)0.001 * \\  & Pre-COVID-19 & Middle & Post-COVID-19 & Middle & 4.14 & 0.00 * \\  & COVID-19 & Middle & Post-COVID-19 & Middle & 3.25 & 0.04 * \\ \hline Offsides & Pre-COVID-19 & Europe & COVID-19 & Europe & 3.91 & 0.00 * \\  & Pre-COVID-19 & Europe & Post-COVID-19 & Europe & 4.09 & 0.00 * \\  & Pre-COVID-19 & Europe & Post-COVID-19 & Middle & 4.40 & \(<\)0.001 * \\  & Pre-COVID-19 & Middle & Post-COVID-19 & Middle & 3.98 & 0.00 * \\ \hline \hline \end{tabular}
\end{table} 
Table 8: Post hoc comparisons according to the period*final ranking interaction.