Private tutoring has become a pervasive phenomenon in Bangladesh, with significant implications for educational equity and quality. This paper examines the policy landscape surrounding private tutoring and proposes comprehensive strategies to mitigate its adverse effects on the education system. Through a systematic review of existing literature and policy documents, this study elucidates the multifaceted challenges posed by private tutoring, including exacerbating educational inequalities, compromising teacher accountability, and perpetuating a two-tiered education system. Drawing on insights from international experiences and stakeholder consultations, the paper presents a framework for policy interventions tailored to the context of Bangladesh. These interventions encompass regulatory measures, teacher training and capacity-building initiatives, curriculum reforms, and community engagement strategies. Furthermore, the paper explores the potential synergies between formal schooling and supplementary tutoring services to harness the benefits of private tutoring while addressing its negative externalities. By illuminating the complex dynamics surrounding private tutoring and offering evidence-based policy recommendations, this research aims to catalyze informed dialogue and action among policymakers, educators, and civil society stakeholders to foster a more equitable and inclusive education system in Bangladesh. [For the complete Volume 22 proceedings, see ED656158.]