Regarding the security of the platform, Sybil attack is the most notorious attack in traditional carpooling systems. This type of attack is a hacking attack on peer-to-peer networks where a malicious device illegitimately takes multiple identities by forging them. Due to the privacy-preserving environment of carpooling schemes, Sybil vulnerability is generally hard to defend against.