Observations Vs Inferences

An example of an observation is seeing a person walking a dog on the sidewalk. One inference I can come up with about what I had observed is that the person walking the dog is the dog's owner. Another inference I could make is that the person is walking the dog on the sidewalk to avoid danger to both the dog and themselves.