“A charging guidance strategy for electric vehicles considering target charging station selection habits was proposed to address user preferences and conflicts of interest between users and charging aggregators. The research progress in the field of electric vehicle charging guidance was introduced. The team established a user profile system and explored the topic of charging guidance strategies, providing a solution to address the impact of user charging decision preferences.”