This document discusses analyzing the performance of electric vehicles (EVs) considering various influencing factors. It aims to examine EV performance by analyzing factors like the vehicle, environment, and driver conditions. It proposes a machine learning model to predict EV energy consumption and range based on real-world driving data fragments accounting for vehicle, environmental, and driver factors. Future work will involve applying this model to additional datasets to further study the impact of internal factors on EV energy usage.