I’m not sure how much of the pond-front you own, but a common practice to get rid of geese is to stake out the pond shore. Then run thin wire, rope, cable, whatever, about 6"-8" off the ground.
If the geese do not have easy and comfortable access to scoot into the water for their own safety, they will tend to find a new place to reside.
This worked at Sheridan Golf Course.