The most reliable and valid piece of evidence among the options provided is:
Data collected from a controlled experiment that has been reproduced in several different labs.
This option indicates that the findings are not only based on a controlled setting, which helps eliminate confounding variables, but also that they have been consistently replicated in multiple labs, which enhances their credibility and generalizability. Replicability is a crucial aspect of scientific validity.