When researchers analyze data for hypothesis testing, they make many small decisions on how to handle data and how to run analysis. Variation in these small decisions adds up to considerable differences across findings. In our new paper in Journal of Finance (https://doi.org/10.1111/jofi.13337), we show how this comes about and discuss what it means for (quantitative) research.