Doesn't the word itself require the plural? For the subject, I mean. Doesn't it mean that parts of a group are being considered individually? You wouldn't say, "I took my respective project off the table and went home." On the other hand, your "each child" sentence sounds okay to me. Hmmmm.
[oh yes - I am not a teacher, but am a native speaker. Guess that's obvious :)]