More intense precipitation means "When it rains, it pours"
Notes: Warm air hold more moisture. So when it cools, more moisture falls, as either rain or (if the temperature is cool enough) snows hard.
It is unclear whether and the degree to which warming will increase the frequency of rain or snow in some areas. But the physics is clear that when conditions are right for a precipitation event, more precipitation will occur.