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You Just Got Your Midyear Data, Now What?

  • Stephanie Frenel
  • Jan 4
  • 4 min read
School leaders and their staff analyzing data

For many schools, midyear benchmarks land in December or January. The data arrives quickly, often alongside competing priorities, winter fatigue, and the pressure to “do something” fast.


Midyear data isn’t just another checkpoint. It’s one of the most important leadership moments of the school year.


Handled well, it can set the trajectory for the rest of the year. Handled poorly, it becomes another data report no one revisits and another compliance exercise that leads to initiative fatigue.


So, how should school leaders approach midyear data in a way that leads to clarity, alignment, and meaningful action?


Why Midyear Data Matters More Than You Think

Midyear data provides a rare opportunity to pause and reflect while there’s still time to adjust. It allows leaders to:

  • Set (or reset) the instructional trajectory for the rest of the year

  • Celebrate growth, even if students haven’t reached proficiency yet

  • Reflect on instruction and systems, not just student performance

  • Course-correct before spring testing and end-of-year outcomes are locked in

This is not about labeling success or failure. It’s about understanding what’s working, what’s not, and why and then acting intentionally.


Step 1: Be Clear on What Data You’re Looking At

Start with your academic benchmark data, but don’t stop there.

To truly understand what the data is telling you, leaders should look across:

  • Academic performance trends

  • Attendance patterns

  • Behavior trends

Academic results rarely exist in isolation. Attendance gaps, chronic absenteeism, or behavior challenges often explain why students aren’t making expected progress. Looking at these data sources together helps you move from surface-level observations to root cause understanding.

This is where strong visualizations matter. When data is siloed, leaders spend their time reconciling reports instead of interpreting patterns. Integrated views, like those provided by SchoolOpsAI, allow teams to see the full picture faster and more clearly.


Step 2: Analyze Growth, Not Just Proficiency

Once you’ve grounded yourself in the data sources, turn to the benchmark results themselves.

Key questions to guide your analysis:

  • Did students move into or closer to proficiency? How many or what percentage?

  • What does growth look like by grade level, subgroup, classroom, or teacher?

  • Are students receiving intervention making enough progress to move up a tier, or exit intervention entirely?

Growth matters, even when proficiency hasn’t been reached yet. Midyear is about momentum. Recognizing progress builds teacher morale and helps teams refine, not abandon, what’s working.

At the same time, leaders should look honestly at persistent challenges:

  • Did the below-proficiency buckets grow?

  • Are students moving out of the lowest bucket but getting “stuck” just below proficiency?

  • Where is progress stalling?

  • Are certain grade levels or subgroups consistently lagging?

This is where leaders often feel overwhelmed. This is why clear visual breakdowns by tier, subgroup, and grade make these patterns easier to spot and easier to discuss productively with staff.


Step 3: Dig Into Root Causes, Not Just The What

Data becomes actionable when leaders ask why.

If teachers teach both ELA and math, compare trends across subjects:

  • Are patterns consistent or dramatically different?

Then go deeper:

  • At the subdomain or standards level, how are students performing on foundational skills (e.g., phonics, fluency, numeracy)?

  • How does that compare to higher-order skills (e.g., language comprehension, problem-solving, reasoning)?

Both foundational and high-order skills matter in core instruction. But understanding where the gaps are helps leaders focus intervention time strategically and what needs strengthening in Tier 1 instruction. 

Now layer in systems:

  • Do instructional gaps align with attendance issues?

  • Are interventions producing uneven results?

  • Are behavior challenges interfering with access to instruction?

  • Are there classrooms where culture or relationships may be limiting learning?

If attendance or behavior is a primary barrier, academic interventions alone won’t move the needle. Those challenges must be addressed first or alongside instructional changes.


Step 4: Co-Design Next Steps With Your Team

Midyear data should lead to shared action, not top-down mandates.

Strong next steps often fall into a few key categories:

Instructional Priorities

  • Strategic review and re-teaching

  • Differentiation within core instruction

  • Stronger checks for understanding

Intervention Design

  • Restructuring intervention to target specific skill gaps

  • Aligning interventions to grade-level access

  • Using frequent formative assessments to ensure interventions are working

Culture and Climate

  • Rebuilding relationships in classrooms where engagement is low

  • Resetting expectations and routines to improve learning conditions

Attendance and Engagement

  • Creating targeted attendance plans for students missing significant instructional time

  • Monitoring progress alongside academic growth

The most effective leaders don’t just ask, “What should we do?”They ask, “What can we realistically do well, given our context, capacity, and priorities?”


Turning Insight Into Action With the Right Structures

The real work of midyear data analysis isn’t the numbers. It’s the thinking.

Leaders must:

  • Synthesize across data sources

  • Facilitate productive conversations

  • Guide teams toward aligned, realistic decisions

That work is exponentially easier when data is clear, visual, and connected.

SchoolOpsAI is built to support exactly this moment: bringing academic, attendance, and behavior data together in intuitive dashboards that support MTSS conversations, instructional planning, and leadership decision-making. Instead of chasing reports, leaders can focus on what matters most: understanding the story the data is telling and acting on it.




Midyear data doesn’t provide answers. It provides direction.

With strong thinking routines, collaborative leadership, and the right tools, midyear becomes a turning point rather than a stress point. Decisions will always depend on your school’s context, capacity, and priorities but disciplined analysis and clear structures will get you closer to the outcomes your students deserve.

The question isn’t “What does the data say?”It’s “What will we do because of it?”


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