The gearing that works for me will not necessarily work for you. Use whatever you want. IMO it's somewhat short-sighted to set up your bike with high gearing, unless you know you'll use it predominantly for flat rides.
BTW "River Road" is almost completely flat. The section inside the Palisades park is the Henry Hudson Drive.