START WITH THE LEARNING

Start with
the learning.

An attractive resource becomes useful when it helps learners produce evidence of the capability you intend to teach.

For faculty & teaching teamsFrom Prompt to Production
Different learning paths converge on a shared goal, passing through varied student work.
Different routes toward a shared learning goal.

Connect the outcome, task, and evidence

Before choosing a format, describe a student performance you would recognize. In the campus example, students compare two proposals and justify a recommendation using two relevant pieces of evidence, a tradeoff, and a limitation. This gives us a basis for judging a discussion, handout, rubric, or interactive page.

TRY IT HERE

Different routes. The same essential work.

Use UDL to examine barriers in this task. These are design options to discuss and test with learners.

Shared outcome: justify a campus transport recommendation using two pieces of evidence, a tradeoff, and a limitation.

A barrier to consider

Some learners need thinking time before speaking in a group.

A possible design response

Offer a quiet initial recommendation, then a paired comparison before the whole-class discussion.

What stays essential: Learners still explain their recommendation using the shared evidence.

Use Bloom's to examine the whole task

The revised taxonomy combines cognitive processes—Remember, Understand, Apply, Analyze, Evaluate, and Create—with factual, conceptual, procedural, and metacognitive knowledge. A verb helps begin the conversation, but the full task determines what students must do. Asking learners to “evaluate” can still amount to repeating an answer already given. Compare naming a transport option with weighing evidence and defending a recommendation under uncertainty. Ask the agent to identify the cognitive work, expected student product, and criteria for success. Then make the pedagogical decision yourself. The aim is a good fit with the course purpose; every task does not need to culminate in Create.

In practiceIf the outcome requires justification, a quiz that only asks for definitions cannot supply all the required evidence.

Use UDL to address barriers

CAST's UDL framework considers engagement, representation, and action and expression. Begin with a barrier in the task or environment. A student may need a clearer reason for the activity, a readable explanation beside a chart, or time to prepare before public discussion. AI can help propose options and explain which barrier each addresses. Check that the options remain meaningful and preserve the learning goal. Avoid assigning learners fixed visual, auditory, or other learning-style labels. The same learner's needs can vary with the situation, and adding more formats only helps when those formats support access to the intended work.

In practiceOffer a private initial recommendation before group discussion, and pair the data display with a table and explanation.

Keep essential requirements visible

A written argument and a narrated diagram might both reveal a supported transport recommendation. Apply shared reasoning criteria: comparison, relevant evidence, a tradeoff, and an acknowledged limitation. If academic writing itself is the outcome, however, the response format becomes part of the assessment. The outcome-and-UDL example helps you examine that boundary. Ask what each option makes observable, which demands are essential, and whether students have comparable opportunities to meet them. After drafting, try the instructions from a learner's perspective. Revise the moment where the resource assumes knowledge, access, or confidence the brief never established.

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Research