We show how to use micro-level survey data from a tracking study on brand awareness in conjunction with data on sales and advertising expenditures to improve the specification, estimation, and interpretation of aggregate discrete choice models of demand. In a departure from the commonly made...

We propose that the variety a brand offers can influence brand quality perceptions, and consequently, affect brand choice, even when the available option set is held constant. Specifically, brands that offer greater variety of compatible (i.e., focused and internally consistent) options are...

We use a panel data set that combines annual brand-level advertising expenditures for over three hundred brands with measures of brand awareness and perceived quality from a large-scale consumer survey to study the effect of advertising. Advertising is modeled as a dynamic investment in a...