Compile, administer, and grade examinations

Compile, administer, and grade examinations — real work, not an imagined feature: named inside 4 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.

4career 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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Grade the set of 120 multiple-choice and short-answer exam papers for Acting 201 and return results…
Grade the set of 120 multiple-choice and short-answer exam papers for Acting 201 and return results to Nora in academics by Monday noon. Record each student’s raw score, apply the agreed weighting (MC 60%, short answers 40%), calculate class average and standard deviation, and flag any answer keys with more than 20% wrong for possible key errors.

Improve — make it easier to accept

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Before I release grades to students, make the spreadsheet easy for Nora to review: put the class…
Before I release grades to students, make the spreadsheet easy for Nora to review: put the class average and the pass threshold at the top, make student totals and letter grades visible in the leftmost columns, highlight any items where a student’s MC score deviates by more than 30 points from their short-answer score, and mark questions where over 20% failed so Nora can consider regrading or a key adjustment.

Decide — diagnose the stuck moment

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After grading, six students scored above 85 on multiple choice but under 50 on short answers. I’m…

A cluster of students had high MC scores but very low short-answer marks.

After grading, six students scored above 85 on multiple choice but under 50 on short answers. I’m worried I misapplied the short-answer rubric or failed to carry a weighting. I can’t tell whether the issue is my rubric, a copying error when applying weights, or students gaming the MC. What is the most likely cause and the quickest verification step so I can correct grades before sending them to Nora?

Become — change the pattern

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Every term we spend a day reconciling grades because instructors export scores in different layouts…

Spending hours reconciling grade sheets every term because of inconsistent weighting and layout.

Every term we spend a day reconciling grades because instructors export scores in different layouts and sometimes forget agreed weightings. Across three courses last year that cost me two full days. What habit and a single standard template or rule should I enforce so importing and computing final grades becomes a five‑minute task instead of a day?

Where the evidence lives

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

Drama TeacherInstrument TeacherCulinary InstructorSocial Work Lectureralso: Administer and grade examinationsalso: Compile and grade exams
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.