An influence framework on product word-of-mouth (WoM) measurement

•A product-comparative network and inter-communication network were constructed.•The transitive influence in a network was assessed.•Influence-based product WoM was measured.•The superior predictive power of the influence-based product WoM to other product WoM measures was illustrated.