Educators understand and use data to drive their instruction and support students in achieving their learning goals.
Designing with Data: Digital Assessment & Analysis
Digital Rubric Design
This rubric went through two design iterations. The initial version used checkbox scoring for flexibility. After testing the structure, I identified a reliability concern—users could select multiple performance levels within a single criterion. I refined the design using dropdown validation to improve scoring integrity and prevent input error.
Refined design using dropdown validation to ensure one performance level per criterion.
Feedback & Polling Tool
I created a Microsoft Forms poll to evaluate student interests and gather recruitment insights for CNC programming pathways.
"True learning happens when knowledge, effort, and purpose come together."
Alvin McCormick
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