The Pearson correlation is always positive

The higher the R² of  a linear model, the higher is the Pearson correlation between predicted values and observed values

The higher the correlation between two variables is, the higher will be the absolute value of the slope of the least square line

The linear model is the best fitted model if the Pearson correlation is high