We know how that extra money was probably spent thanks to a separate 2013 study by the economists Justine Hastings of Brown University and Jesse M. Shapiro of the University of Chicago, who got their hands on detailed accounts of the purchases made by 61,494 households at an unidentified retail chain that also sold gas.