Ensuring the stability of a link in MANETs is mandatory to prolong the lifetime of a network. Probabilistic Prediction Coefficient Link Stability Scheme (PPCLSS) based routing is proposed for MANETS. Link loss is found based on the number of packets forwarded from a mobile node and the average dynamic distance between two mobile nodes with the mobility proportion (K). The overall path stability of the route is manipulated as the weighted sum of Energy utilized by a node, link loss and average lifetime of a path. The scheme outperforms the existing schemes - Stability and Hop count based Algorithm for Route Computation (SHARC), Link-StAbility and Energy aware Routing protocol (LAER) and Prediction based Link Stability Scheme (PLSS) in terms of Packet Delivery Ratio, Throughput, Control overhead and total overhead.