Does a PEP holder need to leave Singapore after the expiry of 3 year validity period?

WEF 1 December 2012, the PEP is issued for a 3-year period and is non-renewable. During the validity period of 3 years, the PEP holder may apply for a Permanent Residency Status or the Singapore Employment Pass if he wishes to continue his stay in Singapore.