At the core of the Bandwagon Effect is social proof.
Research:
The CRO agency used the Bandwagon Effect to increase conversions for one client by adding a simple line stating the number of people who had already purchased the product. The idea that everyone is buying the product and that it's a hot commodity will increase the urge to purchase.