Learning Analytics
Medical Learning Patterns
Peak Learning Time
2:00 - 5:00 PM
Highest retention during afternoon study sessions
Preferred Learning Style
Visual + Practical
65% visual, 35% hands-on learning preference
Average Session Duration
45 minutes
Optimal focus period with 10-minute breaks
Weekly Study Frequency
6 days/week
Consistent daily learning with Sunday rest
Subject Rotation Pattern
Systematic
Effective rotation across medical subjects
Retention Rate
92%
Excellent long-term knowledge retention
Lecture Engagement
94%
Attendance Rate
96%
Active Participation
89%
Question Frequency
12/week
Note-taking Activity
Excellent
Clinical Engagement
91%
Practical Participation
95%
Patient Interaction
87%
Skill Assessment
A+
Supervisor Rating
Excellent
Online Learning
89%
Video Completion
92%
Quiz Participation
95%
Forum Activity
78%
Resource Downloads
85%
Learning Activity Heatmap
Low
Medium
High
Very High
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
0
1
2
3
4
5
Mon
Tue
Wed
Thu
Fri
Sat
Sun
Knowledge Gap Analysis
Moderate
Community Medicine
Epidemiological Methods
Confidence Level:
68%
Practice Score:
72%
Time Spent:
12 hours
Improvement Rate:
+15%
Minor
Pharmacology
Drug Interactions
Confidence Level:
78%
Practice Score:
81%
Time Spent:
8 hours
Improvement Rate:
+8%
Critical
Medical Ethics
End-of-Life Care Ethics
Confidence Level:
52%
Practice Score:
58%
Time Spent:
6 hours
Improvement Rate:
+5%
AI-Powered Learning Insights
Performance Insight
Optimal Study Schedule Detected
Your performance peaks between 2-5 PM. Consider scheduling challenging medical topics like pathology during this time window for maximum retention.
Learning Style
Visual Learning Preference
Analysis shows 65% improvement with visual aids. Recommend incorporating more diagrams, charts, and anatomical illustrations in your study materials.
Collaboration
Study Group Effectiveness
Your retention improves by 23% in collaborative settings. Consider joining or forming study groups for complex medical topics.
Progress Alert
Accelerated Learning Opportunity
You're ahead of schedule in 4/6 subjects. This is an opportunity to deepen knowledge in strong areas or address knowledge gaps.
Predictive Learning Analytics
Semester Outcome
Final CGPA Prediction
8.6
Based on current performance trends, you're projected to achieve a CGPA of 8.6 by semester end with 89% confidence.
Current Performance:
+0.3
Study Consistency:
+0.2
Knowledge Gaps:
-0.1
Subject Mastery
Pathology Excellence Likelihood
94%
High probability of achieving distinction in Pathology based on current learning trajectory and engagement levels.
Current Score:
Excellent
Study Time:
Above Average
Comprehension:
Superior
Risk Assessment
Medical Ethics Improvement Need
68%
Moderate risk identified in Medical Ethics. Immediate intervention recommended to prevent grade impact.
Current Trend:
Declining
Study Time:
Below Target
Engagement:
Average
Peer Comparison Analytics
Overall CGPA
8.4
7.2
+1.2 above average
Study Hours/Week
34h
28h
+6h more than average
Attendance Rate
96%
89%
+7% above average
Assignment Score
92%
84%
+8% above average
Clinical Performance
91%
86%
+5% above average
Forum Participation
78%
82%
-4% below average