@missmythreyi you cant create something out of nothing. But making optimal use of scarce information may be facilitated by validating ideas using datasets that are not limited by sample size.
To put it otherwise: if your algorithm, tool or whatever doesnt perform with plenty of synthetic data, it wont perform with scarce real data.