For smaller trees (less than 2 feet in diameter) we usually just dig around the stump and cut the exposed roots continuing until we can rock the stump to get at the tap root but for trees larger that 2 ft diameter hiring someone with a stump grinder is definitely the way to go. Good luck,
Scott