The additional uncertainty due to choosing a population, a research design and an analysis path in empirical research introduce an additional layer of uncertainty that conservatively interpreted involves doubling reported standard errors and confidence intervals in published research. Anna Dreber Almenberg and Magnus Johannesson, Professors at the Department of Economics at SSE, and co-authors publish a new article in PNAS.