Grade papers and exams

Grade papers and exams — real work, not an imagined feature: named inside 5 evidenced career tasks. Below are four ready AI prompts for it, one per height of help: do it, make it easier to accept, decide when you are stuck, and change the pattern for good.

5career tasks name it
4prompt heights

The four heights

The same task, four distances: today's deadline, the next reviewer, the stuck moment, the pattern.

Execute — do the immediate task

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I have a stack of midterm exams for Introduction to Bioethics. Grade each answer on the rubric I…
I have a stack of midterm exams for Introduction to Bioethics. Grade each answer on the rubric I used in class, write a one-sentence summary of strength and one sentence of what to improve, assign the numeric score, and mark any answers that need a manual second read. Start with Elena Garcia's paper and finish with Marcus Li's, and put feedback at the top of each file so students see it first. Double-check that total points add to 100 before saving.

Improve — make it easier to accept

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Before I return graded exams to the students, make the feedback easier to act on: surface the top…
Before I return graded exams to the students, make the feedback easier to act on: surface the top three recurring errors across the class at the top of the grade sheet, show the rubric criteria next to each grade, highlight any answer that lost more than 20 percent for the same mistake, and suggest a one-sentence teaching tip I can read aloud in the next lecture.

Decide — diagnose the stuck moment

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I just finished scoring 24 midterms and six disagree on how harshly I deducted points for citation…

A half-dozen papers disagree with the rubric on citation grading

I just finished scoring 24 midterms and six disagree on how harshly I deducted points for citation style; the TA and I argued and both feel justified. I am worried handing inconsistent grades will trigger grade appeals. What is the likely cause, and what precise fix keeps the students' grades defensible without regrading everything?

Become — change the pattern

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Across three semesters I keep losing evenings to open-ended, inconsistent grading. I waste time…

grading takes three late evenings per week

Across three semesters I keep losing evenings to open-ended, inconsistent grading. I waste time deciding tone, rechecking totals, and hunting for late submissions. Which two habits should I change to grade faster and more consistently, and give a short script I can paste into feedback to speed decisions?

Where the evidence lives

Who was seen doing this, and what people really ask.

Software tasks in the LLOS Work Atlas come from evidence, never a feature list: careers attested to do the work, real job descriptions, and the questions people actually ask (with their view counts). Facets — feature, workflow, troubleshoot, administer, deploy, scale — are open metadata: the work decides, not a taxonomy.
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The rest of the map

Same library, five ways in.