For the experiment, you don't want it to be a "moral dilemma" at all.

If the group-splitting decisions are made by humans, it inevitably introduces a systematic bias. That bias then will show up in the outcomes, and confound the very data you got out of your way to gather.

The easiest way to avoid that is to split the groups randomly.