Use intuition to develop a theory and test it with data.
A hypothesis is an educated guess fueled by intuition, and it can point you in the direction of a potentially remarkable discovery. Once you have a theory, you can put it to the test with data.
If intuition is the spark, data is the kindling that allows the fire to burn.