Traditionally, education policy focuses on reforms that address class size, teaching and learning within classrooms, school choice, and changes in leadership as ways to improve students' educational outcomes. Although well intentioned, education policy can distract from the multi-layered causes that impact achievement and opportunity gaps, and how students' life circumstances can affect their school attendance. Students who miss school frequently are less likely to be impacted by even the most robust and comprehensive education reforms. This paper discusses how the root causes of chronic absenteeism are complex and that policy distractions can stifle solutions to solve school attendance issues. As a wicked problem, chronic absenteeism, requires a conceptual framework that helps to organize policy responses within all levels of the educational system, as well as expansive to include other social sectors within public policy.