Check out the options in the bottom section of the Transform panel (or the ... options in the new Properties panel) and set your preference. Double tap the panel's label if that bottom section isn't visible yet !

The image below is in Dutch, but I guess you'll get the idea.

Oorspronkelijk geplaatst op Quora: How do I make effects retain the same size when resizing the object in Illustrator?"