Evolve AI Institute

Assessment Rubric: Case Study Analysis Worksheet

Lesson 11: AI in Healthcare – Diagnosis and Treatment
Total Points: 100  |  Assignment: Medical Case Study Analysis Worksheet
This rubric assesses students’ ability to analyze AI healthcare applications, evaluate benefits and limitations, consider ethical implications, and demonstrate critical thinking about technology in medicine.

1. Understanding of AI Application (25 points)

CriteriaExemplary (23–25)Proficient (19–22)Developing (14–18)Beginning (0–13)
Medical Problem IdentificationClearly and accurately identifies the specific medical problem with detailed contextAccurately identifies the medical problem with adequate contextIdentifies the medical problem with limited contextIncorrectly identifies or provides vague description of problem
AI System DescriptionProvides comprehensive, accurate description of how AI works, including data sources and training processProvides accurate description of AI system with some details about data and trainingProvides basic description with minimal detail about how AI worksDescription is inaccurate, incomplete, or demonstrates misunderstanding
Technology TypeCorrectly identifies AI technology type(s) and explains how each applies to the caseCorrectly identifies technology type(s) usedIdentifies technology type but may have minor errorsIncorrectly identifies or cannot identify technology types
Points Earned: ______ / 25

2. Analysis of Outcomes and Impact (20 points)

CriteriaExemplary (18–20)Proficient (15–17)Developing (11–14)Beginning (0–10)
Benefits IdentificationIdentifies 3+ specific, significant benefits with clear explanation of eachIdentifies 3 benefits with adequate explanationIdentifies 2–3 benefits with limited explanationIdentifies fewer than 2 benefits or explanations are vague
Effectiveness AnalysisProvides specific data on AI accuracy/effectiveness and interprets meaningDiscusses effectiveness with some specific informationMentions effectiveness generally without specific dataDoes not adequately address effectiveness
Comparison to Traditional MethodsInsightfully compares AI to traditional methods, explaining specific improvementsCompares AI to traditional methods with adequate detailBasic comparison with limited detailWeak or missing comparison
Points Earned: ______ / 20

3. Critical Analysis (25 points)

CriteriaExemplary (23–25)Proficient (19–22)Developing (14–18)Beginning (0–13)
Limitations/RisksIdentifies 2+ significant, specific limitations with explanation of why each mattersIdentifies 2 limitations with adequate explanationIdentifies 1–2 limitations with limited explanationIdentifies fewer than 2 limitations or explanations are superficial
Ethical ConsiderationsDemonstrates sophisticated understanding of multiple ethical issues with nuanced analysisIdentifies relevant ethical concerns with adequate analysisIdentifies basic ethical concerns with limited analysisMinimal or absent ethical analysis
Human-AI CollaborationClearly explains how humans and AI worked together with specific examplesExplains human-AI collaboration adequatelyBasic explanation of collaborationUnclear or incorrect explanation
Points Earned: ______ / 25

4. Personal Reflection and Application (20 points)

CriteriaExemplary (18–20)Proficient (15–17)Developing (11–14)Beginning (0–10)
Trust AssessmentProvides thoughtful, well-reasoned position on trusting AI with clear supporting evidenceStates position with adequate reasoningStates position with limited reasoningOpinion stated without supporting reasoning
Accountability AnalysisDemonstrates sophisticated understanding of accountability issues with nuanced reasoningIdentifies appropriate accountability with adequate reasoningBasic accountability discussionSuperficial or absent accountability analysis
Improvement SuggestionsProposes realistic, specific improvements that demonstrate deep understandingProposes adequate improvements or expansionsProposes basic improvements with limited detailVague or unrealistic improvement suggestions
Points Earned: ______ / 20

5. Connections and Critical Thinking (10 points)

CriteriaExemplary (9–10)Proficient (7–8)Developing (5–6)Beginning (0–4)
Community ImpactInsightfully connects to local community with specific, realistic examplesConnects to community with adequate examplesBasic community connection with limited detailWeak or missing community connection
Additional ApplicationsIdentifies multiple relevant medical problems for AI with clear reasoningIdentifies relevant medical problems adequatelyIdentifies basic applications with limited reasoningCannot identify appropriate applications
Inquiry SkillsAsks 3+ thoughtful, probing questions demonstrating curiosity and understandingAsks 2–3 relevant questionsAsks 1–2 basic questionsQuestions are absent or not relevant
Points Earned: ______ / 10

Additional Assessment Criteria

Communication and Presentation (Bonus – up to 5 points)

Bonus Points Earned: ______ / 5

Scoring Summary

CategoryPoints PossiblePoints Earned
Understanding of AI Application25
Analysis of Outcomes and Impact20
Critical Analysis25
Personal Reflection and Application20
Connections and Critical Thinking10
Subtotal100
Communication Bonus5
Total Score105

Performance Levels

Teacher Comments and Feedback

Strengths:

Areas for Growth:

Next Steps:

Student Self-Assessment (Optional)

Before submitting, rate yourself in each area:

Understanding of AI Application: Excellent Good Needs Work

Critical Thinking: Excellent Good Needs Work

Ethical Analysis: Excellent Good Needs Work

Personal Reflection: Excellent Good Needs Work

What I’m most proud of in this work:

What I would improve if I had more time: