Adjusted R2

Adjusted R2 means how well a model fits the data in it, so it seems an easy way to compare models. It surely sounds easy to pick the model with the larger Adjusted R2. If you use Adjusted R2 as criteria for picking the best model you should almost always pick the model with the most parameters.