Navigating Data Leadership in Schools
It doesn’t take long to encounter data when working as a Principal or administrator. Data is around us everywhere, whether that be assessments, surveys, behavior trends, or attendance patterns. There’s a common refrain to “be data-driven”, but what does that actually mean in practice?
So often there is little to no guidance on what it means to lead with data. We know data is important, but the roadmap for doing meaningful data analysis is often missing.
Research finds significant shortfalls in data literacy training within teacher training programs, and when educators move from the classroom into administration there isn’t always a guidebook waiting for them. I entered the education world through a nontraditional path from the nonprofit world, and I certainly never received any training on being a data leader even though I was expected to be. It took years before I eventually picked up the skills and knowledge to do that work effectively. It’s genuinely hard to know what strong data leadership looks like in a school, or at least how to build the skills to become a strong data leader.
Fortunately, research gives us a clear framework to start from. A systematic review by Lee et al. (2024) outlines seven key dimensions of data literacy for principals and school administrators. I’ve found these dimensions incredibly helpful to assess my own practice, and encourage others to lead with data. Taken together, these dimensions paint a picture of what effective school data leadership actually looks like and where most leaders have room to grow.
The Seven Dimensions of Principal/Administrator Data Leadership
- Data Knowledge and Skills:
Strong data leadership starts with knowing what data you actually have. Within any school district, data can live across many different systems or (in a perfect world) be concentrated within a single school information system or data dashboards. Knowing what is available, how to access it, and how to collect new data when needed is the foundation everything else is built on.
But access is only part of it. You also need the analytical skills to make meaning out of that data. Data are stories compressed into numbers. As a leader, it’s your job to bring those stories to life in ways that inform decisions and drive improvement.
- Dispositions in Data Use:
Your personal beliefs about data are incredibly important. As a principal or administrator, people look to you to set the tone. If you approach data with confidence and curiosity, your staff will follow. If you approach it with anxiety or skepticism, that will spread too.
This can be difficult, especially if you never received formal training in data analysis or were never shown what good data leadership looks like. The confidence required in this dimension is something that has to be developed intentionally, not assumed.
- Fostering a Data-Driven Culture:
As a leader, it’s up to you to set the expectations of what a data culture looks like. That means setting the norms and expectations to support teachers and other staff in using data in their day to day operations. It means modeling the data behaviors you want to see. It means structuring meetings around data-based reflection and ensuring staff view data as a tool for growth rather than a compliance requirement. Culture is not built through a single professional development session. It is built through consistent, visible leadership over time.
- Using Data for School Improvement & Evaluation:
Data plays a critical role in school improvement. It helps you monitor progress towards your larger goals, determine how you allocate scarce resources, and set critical priorities. It also helps you evaluate whether the interventions and programs you are investing in are actually working, a question that is easy to skip over but essential to answer.
Without data, school improvement efforts can easily drift toward activity rather than impact.
- Using Data to Inform Your Own Leadership Practices
Strong data leaders do not just use data to evaluate others. They use it to reflect on and improve their own practice. This includes evaluating the quality of the data your school collects, recognizing and celebrating progress, and monitoring accountability in a way that is fair and growth-oriented.
This dimension is often overlooked, but it is one of the most important. Leaders who model reflective data use create permission for everyone else in the building to do the same.
- Using Data to Inform Teaching and Learning:
While this dimension is the closest fit for Principals rather than central office administrators, ultimately the work of a school district is ensuring student success. Nothing has more of a direct impact on that success than high quality instruction. Strong data leaders use data to support curricular improvements, inform instructional decisions, and address individual student needs.
- Communicating Data with Stakeholders:
Data cannot stay locked in a spreadsheet or a leadership dashboard. Whether things are going well or there are areas of serious concern, communicating that story to stakeholders is a critical part of data leadership.
That means ensuring parents and guardians have access to their students’ data and understand the progress the school is making toward its goals. It means providing context to district leaders, even when the data is not flattering. And it means building the kind of trust that allows difficult data conversations to happen productively.
Putting it All Together
Mastering all seven dimensions is difficult, and doesn’t come overnight. Effective data leadership is a journey that requires ongoing reflection and fine-tuning. There will be seasons where certain dimensions demand more of your attention than others. That’s normal, what matters is knowing where you are starting from.
Where Do You Stand as a Data Leader?
That’s where the Data Leader Self-Assessment comes in. This free 10 minute research based self-assessment helps you reflect on your current practice across the seven domains. It then provides you with a customized reporting showing your current strengths and areas for growth, and provides tangible recommendations for next steps. Take the free self-assessment to get started on your data leadership agenda today.