Evaluate students' abilities and interests

Evaluate students' abilities and interests — 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 pile of five advising interviews and three completed interest inventories for first-year…
I have a pile of five advising interviews and three completed interest inventories for first-year students. Send the evaluation notes to Maria in Admissions and to my supervisor, Tom, for review and sign-off by Thursday; confirm each note links to its student's transcript and flag any student who needs a career counseling referral before registration opens.

Improve — make it easier to accept

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Before I send these evaluations to Maria, make it easy for her to act: put each student's…
Before I send these evaluations to Maria, make it easy for her to act: put each student's bottom-line ability and top two interests on the first line, bold any recommended referrals, and attach the inventory scores with a one-sentence explanation of what each score means for course choices.

Decide — diagnose the stuck moment

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I interviewed Daniel, who has high curiosity about environmental science but a low GPA in…

I just finished an interview and I'm unsure whether to recommend a major change.

I interviewed Daniel, who has high curiosity about environmental science but a low GPA in introductory biology; the student is insisting they want to stay in the program. I'm worried recommending a change will undermine his confidence, but not flagging it risks wasted semesters and poor performance. What is the most defensible next step I can take this week that protects Daniel's options and keeps registration on track?

Become — change the pattern

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Over the last three semesters I keep reacting to students who discover in week six they are…

Repeating late interventions after poor first-term performance

Over the last three semesters I keep reacting to students who discover in week six they are misaligned with their major. It costs me time and harms their progression. Which routine should I change so I flag likely mismatches during advising intake, what screening question or quick assignment would catch them, and how do I build that into my workload without adding a separate meeting per student?

Where the evidence lives

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

Academic AdvisorAdmissions CounselorCareer CounselorSchool CounselorEsl Teacheralso: Determine students' qualifications, limitations, and interests
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.