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Math tutoring is important out-of-school time setting for math learning, and for making math enjoyable and fun. A core aspect of high quality math tutoring is the tutor-student relationship; this study aims to describe the critical strategies for fostering math tutor-student relationships. We analyzed focus group and interview data of 14 math tutors and 15 students from three programs in the U.S. that upholds a strong commitment to serve Black, Latina/o, and other underrepresented students from low-income backgrounds. Our findings aligned with each of the five pillars of the Developmental Relationships Framework-- Express Care, Provide Support, Challenge Growth, Share Power, and Expand Possibilities. Actionable implications for math tutoring programs are discussed.