This study employs two models (ARMA model and Markov-Switch model) to forecast the OECD unemployment rates from 2000 January to 2015 November. First this study employs unit root tests and finds that four unemployment rates are featured with stationary. Moreover, this study finds that Markov-Switch model does not offer a reliable method for improving forecast accuracy.