@EdWorkingPaper{ai24-976, title = "The Effect of Student-Tutor Ratios: Experimental Evidence from a Pilot Online Math Tutoring Program", author = "Matthew A. Kraft, Virginia S. Lovison", institution = "Annenberg Institute at Brown University", number = "976", year = "2024", month = "June", URL = "http://www.edworkingpapers.com/ai24-976", abstract = {Budget constraints and limited supplies of local tutors have caused many K-12 school districts to pivot from individual tutoring in-person toward small-group tutoring online to expand access to personalized instruction. We conduct a field experiment to explore the effect of increasing student-tutor ratios on middle school students’ math achievement and growth during an online tutoring program. We leverage a novel feature of the program where tutors often taught individual and small-group tutoring sessions, allowing them to directly compare their experiences across these settings. Both experimental estimates and tutor survey responses suggest 1:1 tutoring is more effective than 3:1 tutoring online. Tutoring small groups in an online format presents additional challenges for personalizing instruction, developing relationships, fostering participation, and managing student behavior.}, }