One of the major issue for policy makers is handling with continues increase in the level of unemployment in Pakistan …. Thus forecasting unemployment rate is imperative to policy makers. This study aims to explore the best forecasting model … among ARIMA, ARFIMA and exponential smoothing for forecasting unemployment. Secondly this study analyzed unemployment using …