Prompting for Outcomes

Faculty development workshop · 90 minutes · bring one course

Write AI prompts that start from what students should be able to do.

Generic prompts get generic course materials. In this hands-on session you will turn a learning outcome into a prompt that drafts a syllabus section or a five-minute microlearning activity you can actually use, then check the draft before it reaches students.

Why start with the outcome?

An AI tool cannot know what success looks like in your course unless you tell it. When a prompt names a measurable outcome, the learners, and the evidence you will accept, the draft has something to align to, and you have something to check it against.

Topic-first prompt
"Write a syllabus for intro statistics."
Outcome-first prompt
"Students will be able to choose an appropriate test for a two-group comparison and justify it in two sentences. Draft the week 6 syllabus entry that builds toward this."

The six-part prompt

Work through the parts in order. The first three come from your course design; the last three shape what the AI hands back.

  1. 1

    Outcome

    One measurable outcome, starting with an observable verb: explain, compare, calculate, design, critique. Avoid understand or know.

  2. 2

    Learners

    Who they are, what they already know, and anything that changes the approach: first-year, online, working adults, multilingual.

  3. 3

    Evidence

    How students will show the outcome: a short answer, a worked problem, a peer critique. Ask the AI to design toward it.

  4. 4

    Format

    The exact material you want: a syllabus week, a reading guide, a five-minute micro-lesson, three check questions.

  5. 5

    Constraints

    Length, reading level, accessibility, your institution's AI and syllabus policies, and what must not be invented.

  6. 6

    Check

    Ask the AI to map each part of its draft back to the outcome and list anything it assumed or could not verify.

Prompt builder

Fill in what you know. The prompt updates as you type; nothing leaves this page.

Start with "Students will be able to" and an observable verb.

Also ask the AI to

Your prompt


        

Paste it into the AI tool your institution supports. Never paste student records or other protected information.

Before and after

Before

"Make week 4 of my nursing pharmacology syllabus about dosage calculations."

No outcome, no learners, no evidence: the AI guesses at all three.

After

"Outcome: students will be able to calculate a weight-based pediatric dose and check it against a safe range. Learners: second-year BSN students, comfortable with ratio and proportion. Evidence: five timed practice problems and one error-spotting case. Format: the week 4 entry in our syllabus template (topics, readings, activities, assessment, due dates). Constraints: under 250 words, no invented readings, mark any reading I must supply as [ADD READING]. Check: map each activity to the outcome and list your assumptions."

Agenda

  1. 0:00

    Welcome and one course

    Pick the course and the one outcome you will work on today.

  2. 0:10

    Outcomes first

    Rewrite your outcome with an observable verb and a clear piece of evidence.

  3. 0:25

    Draft a syllabus section

    Use the six-part prompt to draft one week or unit, then compare drafts with a partner.

  4. 0:50

    Draft a microlearning activity

    Turn the same outcome into a five-minute activity with a quick check.

  5. 1:15

    Review and share

    Run the review checklist, fix what it finds, and share one prompt with the group.

Review before you use it

AI drafts are a starting point. Work through this list before anything reaches students. Your progress is kept on this device when your browser allows it.

0 of 6 checked