How Crazy is Our Work: Pictures, Words, and the Multi-Modal Madness of Student Submissions
Welcome to the multi-modal world of grading, where everything is unstructured and behaves like a random process that simply refuses to be modeled.
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Decoding Assessments: Navigating the Mapless Terrain of AI-based Grading
Handing over assessment to an AI without a meticulously crafted rubric is exactly analogous to driving to a destination without a map. You will definitely end up somewhere, but it is almost certainly not where you intended to go.
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Feedback: The Closed Loop of Learning and Instruction
If testing is the diagnostic, feedback is the cure. As a correcting mechanism, feedback can adjust, rescue, and drastically enhance the entire learning process — but only if it's done right.
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Deciphering the John Hancock
If you've spent as many years in academia as I have, you know that grading a stack of handwritten assignments is less about evaluating knowledge and more about high-stakes cryptography.
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The Grading Grind: Why I'm Trading Red Pens for Digital Precision
For years, my weekends have followed a predictable, exhausting pattern: a mountain of student reports, a flickering desk lamp, and the slow realization that my brain is turning into mush.
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