A paper titled “Driving Safety Efficiency Benchmarking Using Smartphone Data” authored by Dimitrios Tselentis, Eleni Vlahogianni, and George Yannis is now published in Transportation Research Part C: Emerging Technologies. This paper aims to provide a methodological framework for the comparative evaluation of driving safety efficiency based on Data Envelopment Analysis (DEA). The analysis considers each driver as a Decision-Making Unit (DMU) and aims to provide a relative safety efficiency measure to compare different drivers based on their driving performance. The proposed methodological framework is tested on data from fifty-six (56) drivers during a 7-months period. Findings help distinguish the most efficient drivers from those that are less efficient. Most common inefficient driving practices are identified (aggressive, risky driving, etc.) and driving behaviour is comparatively evaluated and analyzed.