Hit the L and R triggers three times quickly when selecting your character and you'll be able to ride a rickshaw instead of a taxi.

While riding in the car, speeding isn't always going to get you there faster because driving wreckless is just going to slow you down by crashing into stuff.

The steadier you pace yourself, the easier you'll get there!