Learner worksheet
Tutor Assessment Rubric
A cross-course rubric for judging whether lecture outputs and learner artifacts meet the upgraded university-grade standard.
Output standard
A consistent tutor review rubric for artifacts, prompts, and final walkthroughs.
Use when
Use after every artifact and during final walkthrough review.
Related sessions
Session 01Design Judgment in the AI-Native Product EraAI-native design observation board and product decision sheetSession 02Screen Reading in the AI-Native Product EraAI-native screen noticing board and product decision sheetSession 03Visual Foundations: How Designers See ScreensVisual foundations map with layout, typography, color, composition, AI critique, and one product decisionSession 04Layout and Spacing: Order, Grouping, Grid, and DensityFigma layout and spacing studio board with content inventory, mobile and desktop frames, layout guides, auto layout test, AI critique notes, and one product decisionSession 05Typography: Type Roles, Hierarchy, Readability, and ToneTypography audit board with type roles, hierarchy, readability, accessibility, AI critique, and one typography decisionSession 06Color: Roles, Contrast, State, Accessibility, and TrustColor role and contrast sheet with palette roles, state meanings, accessibility checks, AI critique, and one color decisionSession 07Composition: Focal Point, Balance, Rhythm, Density, and PolishComposition critique board with whole-screen read, focal point, visual weight, rhythm, density, AI critique, and one composition decisionSession 03Users, Tasks, Context, and OutcomesUser, task, context, outcome, user story, and acceptance criteria sheetSession 05Actions 101: Buttons, States, Errors, and RecoveryAction-state checklist with labels, missing states, and recovery messagesSession 06UX Writing 101: Clear Words, Clear DecisionsInterface copy system with rewrite rationale, terminology, accessibility notes, and priority decisionSession 07AI Collaboration 101: Brief, Generate, Check, ReviseAI collaboration practice log with brief, prompt, options, critique, verification, revision, and decisionSession 08Options 101: Choices, Tradeoffs, and JudgmentThree-option tradeoff sheet with decision table, tradeoff notes, selected option, and next prototypeSession 09Critique 101: Standards, Evidence, and Acceptance CriteriaProduct critique and acceptance sheet with severity, evidence, acceptance criteria, scenarios, accessibility criteria, and Definition of DoneSession 10Flow 101: From Three Screens to Product Behavior3-screen wireflow and feature brief with screen jobs, transitions, states, branches, accessibility notes, system rules, success signal, and next prototypeSession 11Product Brief 101: Scope, Priority, and HandoffProduct/design brief and handoff note with problem, user story, success signal, scope, priority, backlog-ready items, acceptance criteria, Definition of Done, risks, open questions, readiness status, and review messageSession 12Product Owner Story: Case Study and Final WalkthroughProduct Owner case story and final walkthrough with thesis, evidence visuals, AI transparency, tradeoff narrative, outcome signal, limitations, next decision, and Q&A preparation
Rubric fields
Use this to keep assessment consistent across all modules. It is also useful for reviewing whether future sessions match the standard of Sessions 1-16.
Fields to complete
- Artifact reviewed
- User and task clarity
- Evidence and assumptions
- Decision quality
- AI collaboration quality
- Accessibility and inclusion
- Tradeoff clarity
- Readiness and next step
- Communication quality
- Tutor notes
Assessment checks
A strong artifact should be useful to a teammate, not only complete as homework.
Check before accepting
- The artifact is specific enough to act on.
- It explains why a decision was made.
- It names what evidence is missing.
- It includes an appropriate AI check or prompt.
- It has a clear next decision or next test.
Review prompt
Use this prompt when reviewing a learner artifact or future module.
Starter prompt
Assess this learner artifact against user/task clarity, evidence, decision quality, AI collaboration, accessibility, tradeoff clarity, readiness, and communication. Give strengths, gaps, and the highest-priority improvement.