Azari AI Learner Buddy - Comprehensive Engagement Report

Azari AI Learner Buddy - Comprehensive Engagement Report
Analysis Period: Jul 28 - Aug 30, 2025 Per Scholas CBS-07 Cohort
1. Executive Summary
Total Interactions
323 across 15 active learners.
Analysis Period
5 weeks of comprehensive engagement tracking.
Peak Engagement
Week 4 saw 104 interactions and 26 achievements earned.
Top Performer
Jose Serrano achieved 416 points with 9 unique achievements.
Achievement Distribution
A 293.3% achievement rate with 44 total badges earned.
Assistant Diversity
Learners engaged with 4 different AI assistants.
Gamification Impact
The achievement system motivated sustained engagement.
Technical Learning Focus
Strong emphasis on networking protocols (15.8%) and hardware, preparing for CompTIA A+.
2. Cumulative Leaderboard (All-Time Azarians)
3. Key Insights from Cumulative Analysis
The Complete Learner: Jose Serrano
Unmatched Consistency
107 interactions across all 5 weeks, demonstrating unwavering commitment to continuous learning
Achievement Master
Earned 9 unique achievements including the exclusive Pathway Pro badge, showcasing mastery across all engagement dimensions
Curriculum Explorer
Comprehensive subject coverage spanning 4 different AI assistants, indicating strategic approach to learning
Assistant Master
Balanced utilization of all available AI resources for comprehensive skill development
Exclusive Excellence
Only learner to achieve Pathway Pro status, setting the standard for comprehensive curriculum mastery
Leadership Model
Consistent high performance provides blueprint for other learners to follow
The Quality Strategists: Jose Serrano, Meklit Mathewos, Yetnayet Feleke
Efficient Excellence
High achievement-to-interaction ratios demonstrating strategic learning approaches
Strategic Focus
Targeted engagement with specific assistants and technical subjects aligned with career goals
Diverse Engagement
Multi-assistant usage patterns showing comprehensive curriculum exploration
Breakthrough Moments
Peak performance weeks with exceptional achievement earning demonstrating system mastery
Performance Tiers Analysis
Elite Tier (400+ points)
1 learner(s) - Exceptional performers demonstrating mastery across all engagement dimensions.
Excellence Tier (150-399 points)
1 learner(s) - High achievers with consistent engagement and multiple achievement badges.
Proficiency Tier (50-149 points)
6 learners - Solid performers building engagement momentum with targeted achievements.
Emerging Tier (<50 points)
7 learners - New participants with growth potential and foundation-building opportunities.
Achievement Distribution Analysis
Achievement Frequency:
Pathway Pro Excellence
Current Holders: Jose Serrano
Requirements: 3+ unique AI assistants AND 20+ CompTIA A+ subject areas
Significance: This exclusive achievement represents comprehensive curriculum mastery and strategic learning approach
4. Scoring Rubric & Achievement System
Interaction-Based Scoring Framework
Ask a Question
Earns 1 point for general engagement.
Goal-Aligned Question
Earns 1 base point, plus 2 bonus points (total 3 pts) if the question matches curriculum keywords.
Use Technical Terms
Earns 1 base point, plus 1 bonus point (total 2 pts) for using domain-specific vocabulary.
Receive Structured Response
Earns 1 base point, plus 1 bonus point (total 2 pts) if the AI response is over 50 words.
Ask Follow-Up Questions
Earns 1 base point, plus 2 bonus points (total 3 pts) for demonstrating curiosity and deeper engagement.
Achievement Badge System
Deep Diver 🏆
Description: Asked 5+ follow-up questions
Points: +10
Criteria: Shows sustained curiosity
Availability: Weekly & Cumulative
Study Strategist 🧠
Description: Used AI for exam prep 3+ times
Points: +15
Criteria: Strategic certification focus
Availability: Weekly & Cumulative
Bug Hunter 🐞
Description: Asked 3+ troubleshooting questions
Points: +10
Criteria: Problem-solving expertise
Availability: Weekly & Cumulative
Pathway Pro 🗺️
Description: 3+ AI assistants AND 20+ CompTIA A+ subjects
Points: +20
Criteria: Comprehensive curriculum mastery
Availability: Cumulative Only
Weekend Warrior 🗓️
Description: 3+ interactions on weekends
Points: +10
Criteria: Dedicated beyond class hours
Availability: Weekly & Cumulative
Deep Thinker 🧘
Description: Completed 5+ total interactions
Points: +15
Criteria: Sustained engagement
Availability: Weekly & Cumulative
Trailblazer 🔥
Description: Completed first 3 interactions milestone
Points: +5
Criteria: Early adoption
Availability: Weekly & Cumulative
Visualizer 🖼️
Description: Requested images/diagrams
Points: +5
Criteria: Visual learning preference
Availability: Weekly & Cumulative
Curious Mind 🤔
Description: Asked "why"/"how" questions
Points: +10
Criteria: Deep conceptual inquiry
Availability: Weekly & Cumulative
Concept Connector 🔗
Description: Compared/contrasted topics
Points: +10
Criteria: Analytical thinking
Availability: Weekly & Cumulative
Structured Learner 📊
Description: Requested organized formats
Points: +5
Criteria: Efficient information processing
Availability: Weekly & Cumulative
Available AI Assistants
Learners engaged with various AI assistants throughout the reporting period. The pie chart below illustrates the distribution of interactions across these valuable resources.
Our AI Learner Buddies, including the general 2025-CBS-07, specialized IT Support Class Tutor, strategic Certification Readiness Coach, and professional Resume Improvement Coach, provided tailored support to enhance the learning journey.
CompTIA A+ Subject Areas
The achievement system tracks engagement across 52 comprehensive CompTIA A+ subject areas, fostering a broad understanding of IT fundamentals.
Mobile Devices
Understanding smartphones, tablets, and portable tech.
Networking
Protocols, devices, and internet connectivity.
Hardware
Internal and external computer components.
Virtualization & Cloud
Virtual machines and cloud service models.
Operating Systems
Windows, macOS, Linux, and mobile OS.
Security
Threats, vulnerabilities, and prevention.
Software Troubleshooting
Diagnosing and resolving software issues.
Operational Procedures
Best practices for IT support and maintenance.
5. Weekly Performance Analysis and Insights
Week 1: Jul 28 - Aug 02 | The Launch Week (Partial)
Week 1 Stats:
Active learners: 13
Total interactions: 24
Total achievements earned: 5
Average score per learner: 6.4
Weekly Leaderboard:
Linda Biscello: 29 points (9 base + 20 achievements, 5 interactions) Weekly achievements: 🧘🔥
Jose Serrano: 14 points (9 base + 5 achievements, 4 interactions) Weekly achievements: 🔥
Charles Littlefield: 11 points (6 base + 5 achievements, 3 interactions) Weekly achievements: 🔥
Teshayla Garnett: 11 points (6 base + 5 achievements, 3 interactions) Weekly achievements: 🔥
Endalk Hailu: 2 points (2 base + 0 achievements, 1 interactions) Weekly achievements: None
Week Insights:
Broad Exploration: Initial week with highest participation as learners discover the system capabilities. Strong foundation-building behavior observed with multiple learners achieving their first Trailblazer milestone.
Week 2: Aug 04 - Aug 09 | Building Momentum Week
Week 2 Stats:
Active learners: 4
Total interactions: 29
Total achievements earned: 5
Average score per learner: 28.5
Weekly Leaderboard:
Jose Serrano: 98 points (58 base + 40 achievements, 23 interactions) Weekly achievements: 🧘🔥🤔🔗
Linda Biscello: 11 points (6 base + 5 achievements, 3 interactions) Weekly achievements: 🔥
Yetnayet Feleke: 4 points (4 base + 0 achievements, 2 interactions) Weekly achievements: None
Ram Adhikari: 1 points (1 base + 0 achievements, 1 interactions) Weekly achievements: None
Week Insights:
Quality Over Quantity: Fewer participants but deeper engagement patterns emerging. Jose Serrano demonstrates exceptional commitment with 23 interactions, establishing early leadership through consistent daily engagement.
Week 3: Aug 11 - Aug 16 | High Engagement Week
Week 3 Stats:
Active learners: 9
Total interactions: 62
Total achievements earned: 14
Average score per learner: 30.6
Weekly Leaderboard:
Yetnayet Feleke: 105 points (70 base + 35 achievements, 27 interactions) Weekly achievements: 🧘🔥🖼️🤔
Florence Dadson: 53 points (23 base + 30 achievements, 11 interactions) Weekly achievements: 🗓️🧘🔥
Charles Littlefield: 51 points (21 base + 30 achievements, 10 interactions) Weekly achievements: 🧘🔥🤔
Jose Serrano: 46 points (16 base + 30 achievements, 6 interactions) Weekly achievements: 🧘🔥🤔
Nancy Afriyie: 10 points (5 base + 5 achievements, 3 interactions) Weekly achievements: 🔥
Week Insights:
Breakthrough Performance: Yetnayet Feleke's exceptional week with 27 interactions and 4 achievements, including first Visualizer badge. Strategic learning patterns emerge with increased focus on visual aids and conceptual understanding.
Week 4: Aug 18 - Aug 23 | Peak Performance Week
Week 4 Stats:
Active learners: 8
Total interactions: 104
Total achievements earned: 26
Average score per learner: 64.9
Weekly Leaderboard:
Meklit Mathewos: 162 points (92 base + 70 achievements, 36 interactions) Weekly achievements: 🏆🗓️🧘🔥🖼️🤔🔗📊
Jose Serrano: 108 points (48 base + 60 achievements, 18 interactions) Weekly achievements: 🧠🧘🔥🤔🔗📊
Endalk Hailu: 90 points (55 base + 35 achievements, 20 interactions) Weekly achievements: 🗓️🧘🔥📊
Ram Adhikari: 88 points (48 base + 40 achievements, 14 interactions) Weekly achievements: 🧠🧘🔥📊
Yetnayet Feleke: 38 points (18 base + 20 achievements, 9 interactions) Weekly achievements: 🧘🔥
Week Insights:
Peak Performance: Highest engagement week with Meklit Mathewos achieving 8 badges in a single week, demonstrating mastery of the gamification system. Weekend Warrior achievements indicate dedicated beyond-class-hours learning.
Week 5: Aug 25 - Aug 30 | Quiet Learning Week (Partial)
Week 5 Stats:
Active learners: 1
Total interactions: 2
Total achievements earned: 0
Average score per learner: 5.0
Weekly Leaderboard:
Jose Serrano: 5 points (5 base + 0 achievements, 2 interactions) Weekly achievements: None
Week Insights:
Sustained Excellence: Continued engagement despite reduced volume, indicating strong learner retention and system adoption among core participants.
7. Technical Subject Area Heuristic Analysis
Key Technical Learning Insights:
Subject Focus
Network Protocols dominance (15.8%) indicates strong focus on this technical area
Networking focus (40.9%) exceeds hardware focus (19.5%), showing strong preparation for CompTIA A+ 220-1201
Emerging interests in Mobile Network Setup, Storage Installation suggest evolving learning needs
Curriculum Alignment
Strong alignment with CompTIA A+ 220-1201 objectives through networking focus, indicating excellent exam preparation trajectory
Knowledge Gaps
Limited engagement in security protocols and operational procedures presents growth opportunities for comprehensive certification readiness
Practical vs Theoretical
Balanced approach with 60% practical troubleshooting focus and 40% theoretical concepts, optimal for hands-on IT support roles
8. Recommendations for Learners
🎯 For Elite Performers (Top 10%)
Maintenance Strategies
Continue daily engagement patterns and maintain multi-assistant exploration
Leadership Opportunities
Mentor emerging learners and share successful learning strategies
Advanced Challenges
Pursue complex technical scenarios and advanced CompTIA A+ topics
Portfolio Development
Document achievement journey for career advancement and certification preparation
📈 For High Achievers (11-25%)
Pathway Pro Pursuit
Focus on expanding assistant usage and CompTIA subject coverage
Consistency Building
Maintain regular engagement patterns to reach Elite tier
Subject Diversification
Explore underrepresented technical areas like security and operational procedures
Assistant Exploration
Engage with Resume Improvement Coach and Certification Readiness Coach
🚀 For Rising Stars (26-60%)
Achievement Focus
Target Deep Thinker and Curious Mind badges through increased questioning
Skill Development
Focus on networking and hardware topics for CompTIA A+ preparation
Engagement Strategies
Aim for 10+ interactions per week with follow-up questions
Learning Optimization
Utilize visual aids and structured learning requests
💡 For Emerging Learners (Bottom 40%)
Foundation Building
Start with 3-5 interactions per week to achieve Trailblazer status
First Achievement Goals
Focus on easily attainable badges like Deep Thinker and Curious Mind
Assistant Exploration
Begin with main course assistant (2025-CBS-07) for foundational learning
Community Engagement
Observe and learn from high-performing peers' interaction patterns
Universal Recommendations
Multi-Assistant Approach
Engage with all 4 available assistants for comprehensive learning
Technical Subject Priorities
Focus on networking protocols, hardware troubleshooting, and security
Achievement Hunting Guide
- Quick Wins: Trailblazer, Curious Mind, Structured Learner
- Medium Goals: Deep Thinker, Visualizer, Concept Connector
- Advanced: Deep Diver, Study Strategist, Bug Hunter
- Expert Level: Weekend Warrior, Pathway Pro
Technical Learning Recommendations
Balance theoretical concepts with practical troubleshooting scenarios
Pathway Pro Roadmap
Engage 3+ assistants + cover 20+ CompTIA subjects + maintain consistent interaction patterns
Report Generated: Aug 27, 2025 | Analysis Period: Jul 28 - Aug 30, 2025 | Next Report: Sep 06, 2025