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Using Data and Assessment Systems to Drive Transformation

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Idea Lab
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Session description

Data alone doesn’t transform learning; how leaders and educators use it does. In this session, we will guide participants through practical methods for collecting, analyzing, and leveraging data to drive meaningful school and classroom transformation. Participants will learn strategies to close achievement gaps, personalize learning, and sustain improvements.

Outline

0–10 min 
Introduction & Framing – Why Data Drives Transformation
• Overview of challenges with traditional data use and “data dumps.”
• Connect to closing gaps, personalization, and systemic change. 
• Poll: “What’s your biggest data challenge?”
• Pair-share: Discuss one success and one frustration with current data systems.

10–30 min 
Collecting Meaningful Data
• Identify essential assessment points and observation metrics.
• Demonstrate templates for efficient data collection. • Hands-on: Participants select relevant data sources from sample school datasets.
• Table activity: Organize data to reveal patterns.

30–55 min 
Analyzing & Translating Data Into Action
• Teach methods to convert raw data into visual dashboards and actionable insights.
• Focus on closing achievement gaps and informing personalized instruction. 
• Guided work: Participants create a one-page visual summary and draft a 90-second narrative for a classroom or school team.
• Peer feedback: Triads review and refine clarity and actionability.

55–75 min 
Using Data to Personalize Learning & Build Sustainability
• Discuss practical ways to adjust instruction, groupings, and supports.
• Introduce a cycle for reviewing and iterating weekly. • Hands-on: Teams design a “data-to-action” weekly rhythm, including review meetings, check-ins, and follow-ups.
• Gallery walk: Share plans with peers for feedback.

75–90 min 
Commitments & Next Steps
• Reflect on immediate changes participants can implement in classrooms or PLCs.
• Connect sustainable data practices to long-term transformation. • Individual reflection: Write first 10-day actions.
• Exit poll: “Which step will you implement first?”

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Outcomes

Learning Outcomes

By the end of this session, participants will be able to:

1. Identify key metrics and assessment data that reveal achievement gaps and instructional opportunities.

2. Analyze and visualize data in ways that inform differentiated, personalized learning strategies.

3 .Design a sustainable data-use cycle that supports long-term instructional improvement and whole-school transformation.

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Supporting research

David, J. O. (2025). Redefining assessment for sustainability: A reflective examination of adaptive and student-centered learning strategies. Frontiers in Education, 10, Article 1553999. https://doi.org/10.3389/feduc.2025.1553999

Du Plooy, E. (2024). Personalized adaptive learning in higher education. Frontiers in Psychology, 15, Article 11544060. https://doi.org/10.3389/fpsyg.2024.11544060

Kochmar, E., Do Vu, D., Belfer, R., Gupta, V., Serban, I. V., & Pineau, J. (2020). Automated personalized feedback improves learning gains in an intelligent tutoring system. Proceedings of the 13th International Conference on Educational Data Mining, 2020, 1–10. https://arxiv.org/abs/2005.02431

Pearson Education. (2024). The key to personalized learning? Personalized assessment. https://www.pearsonassessments.com/large-scale-assessments/blog-webinars/blog/2024/05/the-key-to-personalized-learning-personalized-assessment.html

Shemshack, A. (2020). A systematic literature review of personalized learning terms. Smart Learning Environments, 7(1), Article 9. https://doi.org/10.1186/s40561-020-00140-9

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Presenters

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CEO, Empowering Learners & Leaders
ASCD Faculty Member
ASCD Faculty Member

Session specifications

Topic:

Instructional Leadership

Grade level:

PK-12

Audience:

District-Level Leadership, School Level Leadership

Attendee devices:

Devices useful

Attendee device specification:

Smartphone: Android, iOS, Windows
Laptop: Chromebook, Mac, PC
Tablet: Android, iOS, Windows

Subject area:

Technology Education

Transformational Learning Principles:

Connect Learning to Learner, Develop Expertise