Agency theory explains corporate governance through the relationship between principals (shareholders) and agents (managers). It is based on the separation of ownership and control in companies. The key aspects of agency theory are the agency problem that arises due to differing objectives between principals and agents, agency costs incurred by principals to monitor agents, and mechanisms like incentive compensation that aim to align goals and reduce agency costs.