Escape velocity depends on mass and radius: v = √(2GM/R). Earth's higher mass-to-radius ratio gives it an escape velocity of about 11.2 km/s, while the Moon's is only about 2.4 km/s. The Moon's lower gravity means less speed is needed to overcome it.