In an Atwood's machine experiment, heavier masses were observed to fall faster, contradicting the initial understanding that objects fall at the same rate regardless of weight. Factors such as pulley mass, air resistance, and tension in the string were identified as potential sources of error affecting the results. The net force acting on the masses increases with greater mass differences, leading to higher acceleration as the mass disparity grows. It was emphasized that the pulley mass can only be neglected under specific conditions, including negligible friction and a significantly smaller effective mass compared to the hanging masses. The discussion concluded that the acceleration remains constant if the mass ratio is constant, warranting further verification.