What is puzzling to me is that many of the statistical errors showing up in all the science literature are well understood. The problem is not all the junk science that is being generated but that the current tools and culture are not readily naming and shamming these awful studies. Just as we have basic standards in other fields such as GAAP in finance why can' we have an agreed upon standard for data collection and analysis of scientific data?