What is the best way to get from JFK Airport to Manhattan?

For a late-afternoon JFK arrival, would you take the AirTrain with the subway or LIRR, or choose a taxi, rideshare or shuttle to Manhattan? How did luggage and rush-hour traffic affect your door-to-door journey?