Evaluate students' abilities and interests

Evaluate students' abilities and interests — 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

+
Prepare the student evaluation matrix for the admissions committee and send it to Dr. Morales and…
Prepare the student evaluation matrix for the admissions committee and send it to Dr. Morales and to Jenna the program director for review, signing off in that order by Wednesday. Confirm that each file shows the assessment scores, interview notes, and the recommended placement before circulating.

Improve — make it easier to accept

+
Before I send this evaluation packet to the committee, make it easy to decide: surface the top…
Before I send this evaluation packet to the committee, make it easy to decide: surface the top three strengths and two risks for each applicant, make the program-fit score prominent, and flag any files missing test results or interview notes that would stall their decision.

Decide — diagnose the stuck moment

+
Jenna told me an interview note is missing for an applicant we marked as high fit and she won't…

A counselor flagged a missing interview note for a high-priority applicant

Jenna told me an interview note is missing for an applicant we marked as high fit and she won't present without it. The student’s file shows scores but no interview text; the interviewer says they submitted it. I cannot reach them before Wednesday and Dr. Morales needs the packet. What's the likely problem and the best defensible step so the committee can proceed?

Become — change the pattern

+
Every admissions cycle we spend hours patching missing notes and scores the day before committee,…

We often scramble to complete applicant files right before committee

Every admissions cycle we spend hours patching missing notes and scores the day before committee, which delays offers and harms yield. What one habit should advisors change so applicant files are truly complete seven days before review?

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.
Copyright © LLOS.ai · 2026 — original pedagogy, voice, and design — all rights reserved.

The rest of the map

Same library, five ways in.