I don't think experiment design is something scientists are necessarily very good at or needed for. Just look at the recent articles pointing out the large proportion of bad results - probably coming from bad experiment design. A hobbyist on the other hand, could try again when it fails and fix problems.
Could it be the hard part is writing it up and submitting to a journal? That's not something you could just hack together without a lot of probably uninteresting self-teaching.