Many Singapore PR applicants who apply on their own get rejected. There could be multiple reasons for rejection, like a weak profile, unsatisfactory cover letters, incomplete forms, or documents. However, ICA does not reveal the reasons behind a rejected application. Hence, individuals cannot precisely pinpoint the basis of their rejected application.
In general, it is recommended now that you take efforts to build your profile and gather additional documents, before you file your PR application again.