Why is it important to design experiment to test a problem in science?

Because experiments can prove your theories, and if you are not documentating the experiment properly, other scientists might think it's not valid.

Furthermore you are screwing up your theory if you don't make precise data collection, and calculation from your experiment, the theory won't be proved right.