Everyone is using Big Data and Machine Learning these days. Not sure how to solve a problem? Train a classifier! But beware the old axiom: Garbage In, Garbage Out. This talk will present three key findings from original research on the effects of training data recency in Twitter classifiers so that your next Twitter bot classifier can start off on the right footing.