What's been working for me has been keeping a bottle of skin lotion (Lubriderm has been working well) next to the sink. I wash my hands, dry thoroughly, and apply lotion.

I do this at every washing, to assure that my skin is protected after all the oils are stripped by the detergent.

I'm not a dermatologist, however, so consult a medical professional if problems persist.