When Attendance Data Doesn’t Tell the Whole Story

Chronic absenteeism is one of the most persistent challenges facing schools. When attendance numbers remain stubbornly high, it can be tempting to look immediately toward the school: What are teachers doing? What interventions are in place? Is the principal paying enough attention?

But the research of Dr. Jeremy Singer offers a more complicated—and perhaps more hopeful—way of understanding the problem.

Singer describes absenteeism as an ecological problem. Students and families exist within interconnected systems that include their school, neighborhood, community, and broader economic conditions. Transportation, housing stability, employment, health, poverty, and other circumstances can all influence whether a student makes it to school consistently.

This means two things can be true at once: schools can meaningfully improve attendance, and schools cannot overcome every condition contributing to absenteeism on their own.

Singer’s research illustrates why that distinction matters. Using value-added modeling, his work attempts to account for differences in the students and communities schools serve and then examine a school’s potential contribution to attendance. The findings complicate our traditional understanding of a “good” or “bad” attendance school.

Some schools with high chronic absenteeism rates may actually be improving attendance beyond what might otherwise be expected given their context. Conversely, a school with a 95 or 96 percent attendance rate might benefit from serving students who already face relatively few barriers to attendance without substantially improving attendance itself.

For school leaders, this is important.

A difficult attendance number should certainly create urgency, but it should not automatically create shame. Schools need to examine whether their strategies are producing progress—even when that progress is incremental. Moving chronic absenteeism from 40 percent to 37 percent may not produce a celebratory headline, but it could represent meaningful work that should be understood, studied, and strengthened.

So, what can schools actually do?

Singer’s research offers several promising directions. Frequent, systematic home visits stood out, particularly when they were embedded within a larger process for identifying students, gathering information, building relationships, and following up with families. Deeper family engagement also matters. Personalized communication, collaborative attendance planning, and meaningful connections with families showed greater promise than simply sending another attendance letter home.

Strong attendance teams, MTSS structures, supportive staff, and engaged leadership can matter too—but Singer repeatedly returns to one critical idea: there is no silver bullet.

Implementation matters.

It is not enough for a school to say it has an attendance team, conducts home visits, or communicates with families. Schools must continually ask whether those practices are being implemented well, whether they are responding to what families actually need, and whether they are producing improvement. As Singer puts it, the question is less about what schools are doing and more about how they are doing it.

Perhaps that is the most useful message for educators confronting chronic absenteeism. Take the numbers seriously—but do not mistake them for the whole story.

Understand the context. Study your impact. Strengthen what works. And recognize that even amid challenges schools cannot solve alone, schools can still make a meaningful difference.