The significant decrease in student achievement levels following the pandemic has become a pressing national problem, and the Commonwealth of Massachusetts showed some of the sharpest academic achievement declines in the country. To assist schools in recovering from the pandemic, the federal government allocated three waves of funding through its Elementary and Secondary School Emergency Relief (ESSER) package. Massachusetts received over $2.9 billion in ESSER funding that districts have largely allocated for academic remediation programs, such as high-dosage tutoring, summer learning programs, and after-school remedial instruction. This paper reviews these short-term learning loss recovery interventions. Evidence from this review indicates that while these popular learning loss interventions are underpinned by a strong research base, they are difficult to extend to all students and may be unsustainable after one-time federal relief funding is exhausted. To consider long-run policy responses, this paper examines differentiated teacher compensation, permanently extended instructional time, family engagement programs, and college, career, and technical education initiatives as potential strategies for sustaining student success in Massachusetts. Research suggests that if well-designed, these approaches hold promise for not only supporting learning loss recovery efforts but also creating a foundation for continued academic growth over the long run.