Because the task is typically the same across all candidates, so you can judge them comparable between each other. Giving them completely different tasks negate

Because the task is typically the same across all candidates, so you can judge them comparable between each other. Giving them completely different tasks negates the point of the activity (and also negates historic knowledge from past candidate's solutions).