In this paper we review the timing noise phenomena seen in long-term timing of some pulsars and investigate the possible clock characteristics that can produce the observed quasi-periodic timing noise residual structures. We review some recent advances in analysis tools that can shed light on the connection between pulsar timing and possible timing noise processes.