Classroom Analytics That Matter to Educators

Classroom analytics can be interesting in their own right, but administrators and teachers need actionable insights from that data to help students reach their full potential.

Specifically, teachers and administrators typically look for data and tools to help them understand:

  • Learning inputs and outcomes for an individual student
  • Learning inputs and outcomes for a classroom (or group of students)
  • Learning inputs and outcomes for a whole school or district

There are many sources of data that an educator can draw on to dive deeply into each of these topics. Here are some of the most common ones. 

Data TypeMost Common SourceExamplesCadenceStudent-level data and demographicsStudent information systemPowerSchool, Aeries, Infinite Campus, Skyward1-3 times per yearAttendanceStudent information systemPowerSchool, Aeries, Infinite Campus, SkywardDailyAssignment and course gradesStudent information systemPowerSchool, Aeries, Infinite Campus, Skyward1-3 times per yearAssignment gradesLearning management systemGoogle Classroom, Schoology, Canvas1-3 times per yearBehavior and SELStudent information systemPowerSchool, Aeries, Infinite Campus, SkywardDailyBehavior and SELSurveysPanorama, Google Forms1-3 times per yearAssignments and homework progressLearning management systemGoogle Classroom, Schoology, CanvasDailyPractice sets and student workContent platformKhan Academy, IXL, MathXL, Achieve3000, Desmos1-3 times per yearFormative and interim assessmentsAssessment platformGoogle Forms, Illuminate, NWEA MAP, iReady, IXL, GoFormative1-3 times per yearSummative assessmentsAssessment platformState testing1 time per year

Each of these data sources has value for teachers, administrators, and parents. But none of them on their own is sufficient to understand the whole child; and indeed, none is sufficient to understand a whole classroom or school either. It’s important to try to combine as many of these data points as possible to develop action plans that support students and teachers. 

That is easier said than done. These various data sources are difficult enough to make sense of as stand-alone datasets. But to combine them and then do more advanced analytics on top of is truly a Herculean task for even the most eager data scientist/engineer. 

On the tools and software side, there aren’t very many good classroom or learning analytics options in the market for educators. Schools and districts are often frustrated by companies that claim to pull data together but in reality have rigid limitations and extended timelines for doing so. And while many edtech products offer some dashboards on usage or learning, those analytics are nearly always designed to focus on one student’s performance within a single product. Therefore, it’s very hard for teachers and school/district staff to determine how a whole class is doing, or a subgroup of students.

Schoolytics was built to not only gather data from any and all sources and put it together into a coherent picture, with built-in data visualizations and reporting so that educators can focus on the insights and bypass data headaches entirely.

One platform for everything you need to instruct, assess, and adjust in real time

If you like this article...

Browse more educational and seasonal content from Schoolytics.

Powering High School District Success with Schoolytics

Empower high school districts with Schoolytics, turning complex data into actionable insights for student success, strategic planning, and seamless collaboration with partner districts.

Making the Most of CAASPP 2025: Turning Assessment Data into Strategic Action in California Schools

Transform CAASPP 2025 data into strategic actions to enhance instructional design, support equity initiatives, and improve student outcomes in California schools.

Building a Learning Graph: The Bedrock of Holistic Student Analytics

Discover how building a learning graph can revolutionize student analytics by integrating diverse data sources, offering a holistic view to enhance educational outcomes.