Statistician Andrew Gelman of Columbia University suggests that researchers should do research in several steps. First, collect preliminary data and, if they look promising, design a replication where all the decisions about data collection are predetermined. Then register the study methods before collecting any data. Finally, collect a fresh set of data according to the published methods. At least then we’ll have honest p-values and eliminate p-hacking.
