How can we trust research produced by others, and how can we show others that the research we produce can be trusted? What would it take for you to trust a result that directly contradicts your prior beliefs? A host of credibility enhancing approaches will be discussed including crowdsourced research design, automation, trusted third party oversight, tamper evident seals on data and software, docu...