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The unemployment rate is one of the key indicators used to monitor the health of the economy at any point in time. Nevertheless, the unemployment rate in Malaysia is usually provided with a two-month lag. This paper develops a methodology to determine reasonably accurate, reliable and timely signals relating to the set of leading indicators for the unemployment rate in Malaysia.