The presenters advocate for eliminating the application of thresholds to p-values; that is, it is time to say “goodbye” to the use of “statistical significance” and its variants. They will explain why, and start the discussion of what to do instead. It won’t be easy, they say, because it requires accepting uncertainty, thoughtfulness, openness, modesty, and institutional change—change at the ATOMIC level.