Estimating numerical scale ratings from text-based service reviews

Purpose This paper develops a generalizable, machine-learning-based method for measuring established marketing constructs using passive analysis of consumer-generated textual data from service reviews. The method is demonstrated using topic and sentiment analysis along dimensions of an existing scale: lodging quality index (LQI). Design/methodology/approach The method induces numerical scale ratings from text-based data such as consumer reviews....