The most important opportunity for using qualitative research methods that promote "discovery" by talking to humans is when

you are trying to test cause$-$effect relationships.

you face high uncertainty about the problem you are trying to address.

you are trying to choose the best option among different marketing campaign ideas.

you are confident about your understanding of a problem, but need ideas for solutions.