Taking into account the results of all the estimators, it appears that an increase in radio penetration does not shift the conditional distribution of spending upwards, but rather that it changes its shape in complex ways so that the mean shifts upwards, as found by Strömberg (2004), but the mode moves in the opposite direction.
shifts