While the weight chart, which gives the average weight gain of babies according to when they were born, can be helpful, it is only a starting point. Your baby may be gaining weight above the average or below that. Sometimes, parents worry about their babies not gaining enough weight and waste no time in bringing them to a physician for help. Sometimes, parents see perfectly healthy-looking babies and think "the worst.