Armstrong, J. ScottFarley, John U2023-05-222023-05-221969-12-012007-06-13https://repository.upenn.edu/handle/20.500.14332/39676Ehrenberg's sweeping criticism of Markov brand switching models [3] highlights many shortcomings of these models for aggregate analysis of consumer behavior. While it has been pointed out that some of his criticisms are not entirely correct [13], one of Ehrenberg's themes is unquestionably valid. The models tend to break down empirically due to violations of important Markovian stability assumptions [14]. A situation in which the assumptions of the model appear less restrictive is short-run forecasting of store choice behavior of individual families.A Note on the Use of Markov Chains in Forecasting Store ChoiceArticle