The study examines how instructor behaviors impact student perceptions in online learning, focusing on interaction type, interaction extent, and feedback quality. Results indicate that greater instructor interaction and timely feedback positively correlate with perceived student learning and course satisfaction, while course size and duration show no significant effects. The findings suggest best practices for online instructors that emphasize the importance of maintaining a strong presence and offering personalized feedback to enhance the online learning experience.