Learner worksheet
Observation and Product Decision Sheet
A worksheet for reading a designed thing or product screen through human observation, AI critique, accept/adapt/reject judgment, and a first product decision.
Output standard
One evidence-backed product decision sentence with a visible AI integrity trail.
Use when
Use in Sessions 1-2 before asking the learner to design or critique.
Worksheet fields
Use this early in the course when the learner is still building the habit of seeing design as help for a person doing a task.
The sheet should keep observation, interpretation, AI output, and human judgment separate. The learner should mark what is visible before deciding what should change.
- Artifact or screen being reviewed
- User
- Task
- Context
- What appears first, second, third
- Helpful design decision
- Friction or confusion point
- Visible evidence
- Assumption
- Vague AI prompt
- Likely vague AI output
- Structured AI prompt
- Stronger AI output
- Accepted AI suggestion
- Adapted AI suggestion
- Rejected AI suggestion
- Revised product/design decision
Quality check
The final sentence should be specific enough for a team to act on, and the AI trail should show what the learner controlled.
- User and task are specific, not generic.
- Observation describes what is visible.
- Friction is linked to user progress.
- Vague AI output is used as a contrast, not accepted as the answer.
- Structured AI output is checked for evidence and uncertainty.
- Accept/adapt/reject notes include reasons.
- Decision says what to improve first, why, and what not to change yet.
- Assumptions are not presented as evidence.
Quality benchmark
Use these quality levels to calibrate the artifact before submitting or showing it. The goal is not longer writing; the goal is better evidence and clearer judgment.
- Weak: AI says the design is good, or the answer stays at taste language such as clean, modern, nicer, or better colors.
- Better: the answer names user, task, friction, and one improvement, but the AI trail or tradeoff is still thin.
- Strong: the answer connects user, task, evidence, AI curation, uncertainty, decision, and tradeoff in a way a team could discuss.
Starter prompt
Use AI as a study partner, then check its output against the visible artifact.
I am studying beginner product design. Object or screen I am looking at: [describe it here] Please help me analyze it in simple English. Return: 1. User: who is this for? 2. Task: what is the person trying to do? 3. Context: where or when might they use it? 4. Helpful decisions: what makes the task easier? 5. Friction: what could confuse, slow, or worry the user? 6. Evidence: what can I point to in the object or screen? 7. Product decision: one improvement I would choose first, and why it matters. Rules: - Do not redesign the whole thing. - Give two possible improvements, then recommend one. - Tell me what you are uncertain about. - Use plain language suitable for a new learner.