Earth is an oblate spheroid, meaning its poles are closer to the center than the equator. Since gravitational force depends on distance from Earth's center (F = GMm/r^2), the force is strongest where the distance is smallest - at the poles. At the equator, you're about 21 km farther from Earth's center.