  This paper makes three contributions: (1) the paper provides a better
understanding of online behavior by showing the main drivers of Internet portal
choice, (2) the rich data allow for a deeper understanding of brand
substitution patterns than previously possible and (3) the paper introduces a
wider statistics community to a new data opportunity and a recently developed
method.
