Taxis are pretty reliable and safe, best if you're traveling with alot of stuff and will take you directly to your destination. Bus and subway you'll have to walk. The NYAS bus has luggage bays underneath and racks above the seats. The LIRR trains also have luggage racks above the seats, subways do not.
Taxis are pretty reliable