How do you decide which molecular line data to trust for a new model?

I am building a chemical model for a region where several published line lists and rate coefficients disagree, and the choice changes my results noticeably.

Before I commit to one set, I want to know how others in the field judge which laboratory or theoretical data to adopt.

What criteria do you use when the literature gives conflicting values for the same reaction or transition?