Causal models of ROI must control endogeneity resulting from ads targeted at specific audiences and times. True experiments are difficult and expensive, but the random assignment of ad slots within linear TV shows can yield the required instrumental variable. Otherwise, observational models may greatly overstate the impact of TV advertising.
