An extension of Hamilton's Markov switching techniques (Hamilton, J. B., 1989, A new approach to the economic analysis of nonstationary time series and the business cycle, Econometrica, 57, 357-84) is used to describe and analyse stock market returns. Using new tests, very strong evidence is...