Assess students' progress

Assess students' progress — real work, not an imagined feature: named inside 26 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.

26career 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 finished entering the latest assessment scores for the flight students and calculated the…
I finished entering the latest assessment scores for the flight students and calculated the progress summary. Send the progress file to Claire, the lead instructor, and then to Karen in student affairs for their signatures, in that order, with comments due by Thursday. Before sending, confirm each student’s scores roll up correctly into the progress columns and that no cell shows a formula error or missing weight.

Improve — make it easier to accept

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Before I send these student progress sheets to Claire, make them easy to review — put each…
Before I send these student progress sheets to Claire, make them easy to review — put each student’s pass/fail status and trend over the last three assessments at the top, make the grading weights visible next to the totals, and highlight any declining trajectories or missing assessments. Also note anything that would make a reviewer hesitate about promotion recommendations.

Decide — diagnose the stuck moment

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After adjusting grading weights, Javier’s record moved from failing to passing and Claire will use…

One student’s progress jumped from failing to passing unexpectedly after I updated weights.

After adjusting grading weights, Javier’s record moved from failing to passing and Claire will use this to decide promotion; Karen needs to sign off later this week. I’m worried the weight change may have been misapplied or that an assessment got double-counted. I can’t tell if the change is legitimate from the sheet alone. What targeted checks should I run to confirm the integrity of Javier’s history and what exact evidence should I present to Claire to justify the promotion decision?

Become — change the pattern

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We frequently make weight or grade tweaks in the final days that change promotion outcomes and…

Last-minute grade adjustments repeatedly shift promotion decisions before sign-off.

We frequently make weight or grade tweaks in the final days that change promotion outcomes and force Claire and Karen into last-minute reviews. That erodes trust and creates extra paperwork. What single habit change would reduce these disruptive late changes — a locked pre-review snapshot, a mandatory change log, or a brief weekly calibration meeting — and how do I introduce it so instructors accept it without it becoming another bureaucratic task?

Where the evidence lives

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

Public Health EducatorFlight InstructorCrisis Intervention SpecialistEnglish TeacherMusic TeacherScience Teacheralso: Monitor student progressalso: Monitor students' progressalso: Observe and evaluate student progress
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.