Supply, demand, operations, and management of crowd-shipping services: A review and empirical evidence

•Present a systematic review and analysis of the current taxonomy of crowd-shipping.•Study areas ranging from supply and demand to operations and management.•Identify gaps in literature and practice supported by knowledge from real-world data.•Provide several avenues for promising areas of applications, operations, and management.•Give suggestions to improve behavioral and societal impacts.