made. For our demonstration we use data on all three types of variables, measured at the same observation level (the brand, using an identical definition) with the same periodicity. Although such integrated data sources were unusual in the past, consolidations in the market research industry now make this type of integration more easily possible and, in addition, these sources are likely to become more commonly available via the internet.