Evolve AI Institute

Assessment Rubric: Healthcare AI Reflection Essay

Lesson 11: AI in Healthcare – Diagnosis and Treatment

Assignment Description

Length: 1–2 pages (approximately 500–750 words)
Format: Double-spaced, 12-point font, standard margins
Topic: Explore one ethical issue in healthcare AI, including analysis of stakeholder perspectives and proposed solutions
Total Points: 100

This rubric assesses students’ ability to analyze ethical issues in healthcare AI, consider multiple perspectives, construct well-reasoned arguments, and propose thoughtful solutions while demonstrating clear written communication.

1. Thesis and Focus (15 points)

CriteriaExemplary (14–15)Proficient (11–13)Developing (8–10)Beginning (0–7)
Clear Ethical IssueIdentifies specific, significant ethical issue with precise definition and clear scopeIdentifies clear ethical issue with adequate definitionIdentifies ethical issue but definition lacks clarityEthical issue is vague, too broad, or poorly defined
Thesis StatementStrong, arguable thesis that takes clear position while acknowledging complexityClear thesis with identifiable positionBasic thesis present but may be unclear or too simplisticThesis is absent, unclear, or not arguable
Relevance and SignificanceCompellingly explains why this ethical issue matters to healthcare, patients, and societyAdequately explains significance of the issueBasic explanation of significance with limited depthFails to establish significance
Points Earned: ______ / 15

2. Stakeholder Analysis (25 points)

CriteriaExemplary (23–25)Proficient (19–22)Developing (14–18)Beginning (0–13)
Multiple PerspectivesAnalyzes 3+ distinct stakeholder perspectives with sophisticated understandingAnalyzes 2–3 stakeholder perspectives with adequate depthAnalyzes 1–2 perspectives with limited depthSingle perspective or superficial analysis
Empathy and UnderstandingDemonstrates genuine understanding of each stakeholder’s concerns, values, and constraintsShows adequate understanding of stakeholder positionsBasic understanding with some gapsLimited or stereotypical understanding
Conflicting InterestsInsightfully explores tensions and trade-offs between stakeholder interestsIdentifies conflicts between stakeholder interestsMentions conflicting interests without deep explorationDoes not address conflicting interests
Specific ExamplesUses multiple concrete examples to illustrate stakeholder perspectivesUses adequate examplesUses few examples or examples lack detailExamples absent or not relevant
Points Earned: ______ / 25

3. Analysis and Critical Thinking (30 points)

CriteriaExemplary (27–30)Proficient (23–26)Developing (17–22)Beginning (0–16)
Depth of AnalysisDemonstrates sophisticated, nuanced analysis going beyond surface-level observationsProvides solid analysis with adequate depthBasic analysis with limited depth or nuanceSuperficial or simplistic analysis
Evidence and SupportUses multiple, credible sources effectively integratedUses adequate evidence to support analysisUses limited evidence or integration is weakMinimal evidence or sources not credible
ComplexityAcknowledges and explores complexity, avoiding simplistic framingRecognizes some complexity in the issueAcknowledges complexity but analysis remains somewhat simplisticPresents issue in oversimplified or binary terms
CounterargumentsAnticipates and thoughtfully addresses potential counterargumentsConsiders some alternative perspectivesMinimal consideration of alternative viewsIgnores counterarguments or alternatives
Ethical FrameworksExplicitly applies ethical principles (autonomy, beneficence, justice, etc.)Implicitly considers ethical principlesLimited ethical reasoningNo clear ethical reasoning
Points Earned: ______ / 30

4. Proposed Solutions (20 points)

CriteriaExemplary (18–20)Proficient (15–17)Developing (11–14)Beginning (0–10)
FeasibilityProposes realistic, specific solutions that acknowledge practical constraintsProposes reasonable solutions with some consideration of feasibilityProposes basic solutions with limited consideration of constraintsSolutions are unrealistic, vague, or impractical
Multiple ApproachesOffers 2+ complementary solutions addressing different aspects of the problemOffers 1–2 adequate solutionsOffers single solution or solutions lack developmentNo clear solutions proposed
Stakeholder ConsiderationSolutions thoughtfully address needs and concerns of multiple stakeholdersSolutions consider some stakeholder needsSolutions show limited stakeholder considerationSolutions ignore stakeholder needs
InnovationDemonstrates creative, original thinking about addressing the ethical issueShows some original thinkingSolutions are mostly conventionalSolutions lack originality or depth
Points Earned: ______ / 20

5. Writing Quality (10 points)

CriteriaExemplary (9–10)Proficient (7–8)Developing (5–6)Beginning (0–4)
OrganizationLogical, sophisticated structure with smooth transitions; compelling introduction and conclusionClear structure with adequate transitions; appropriate introduction and conclusionBasic structure; some organizational issues; weak introduction or conclusionPoor organization; difficult to follow; missing introduction or conclusion
ClarityIdeas expressed with exceptional clarity and precision; sophisticated yet accessible languageIdeas clearly expressed; language is appropriate and effectiveSome clarity issues; language is adequate but may be impreciseFrequent clarity problems; language is confusing or inappropriate
Grammar and MechanicsVirtually error-free; demonstrates mastery of conventionsFew errors that don’t interfere with meaningSome errors that occasionally interfere with meaningFrequent errors that interfere with comprehension
Points Earned: ______ / 10

Scoring Summary

CategoryPoints PossiblePoints Earned
Thesis and Focus15
Stakeholder Analysis25
Analysis and Critical Thinking30
Proposed Solutions20
Writing Quality10
Total Score100

Performance Levels

Teacher Comments and Feedback

Strengths:

Areas for Improvement:

Specific Suggestions:

Questions for Reflection:

Revision Opportunities

Student may revise and resubmit for improved grade

Revision deadline:

Focus areas for revision:

Strengthen thesis and focus
Develop stakeholder analysis
Deepen critical analysis
Improve proposed solutions
Enhance writing quality
Address grammar/mechanics

Student Self-Reflection (Complete before submission)

1. What ethical principle(s) did you focus on in your essay?

2. Which stakeholder perspective was most challenging to understand and represent fairly?

3. What is the strongest part of your essay?

4. If you had more time, what would you improve or expand?

5. How has analyzing this ethical issue changed your thinking about AI in healthcare?

Optional Peer Review Checklist

Reviewer Name: Date:

Before turning in your essay, have a peer review it using these questions:

Is the ethical issue clearly defined?
Does the essay analyze multiple stakeholder perspectives?
Are the proposed solutions realistic and well-explained?
Does the essay avoid oversimplifying the issue?
Is the writing clear and organized?
Does the introduction engage your interest?
Does the conclusion leave you thinking?

One thing the writer did really well:

One suggestion for improvement: