They do favor the less wealthy spouse. That's why Britney Spears paid Federline several million dollars in alimony.

The reason for the apparent gender bias is that the woman is usually the less wealthy spouse, generally because the woman is usually the younger spouse and frequently leaves the workforce or takes lower-paying employment to care for any children that may issue.