“…Identified by terms such as customer organizational citizenship behaviors (Bove et al., ), customer extra‐role behaviors (Ahearne, Bhattacharya, & Gruen, ), customer discretionary behaviors (Ford, ), customer helping behaviors (Johnson & Rapp, ), and customer voluntary performance (Bettencourt, ), these behaviors are believed to fall outside the role and expectations of what customers are required to do before, during, and after the acquisition of a product or service. Stemming from Groth's () definition, Anaza and Zhao () purport that online shoppers who engage in positive extra‐role behaviors are classified as good online citizens because their actions help online retailers improve overall service delivery to online shoppers. Because online service encounters require customers to become partial employees in the production of their own services (e.g., self‐booking a hotel reservation online rather than using a travel agent), the willingness of a customer to go beyond their prescribed in‐role expectation, by exhibiting gestures that benefit both the firm and other consumers, suggest that these customers are committed to seeing the online retailer succeed.…”