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RESEARCH & IMPACT
From Education to Application
After 10+ years teaching AI and coding, we now apply these skills to solve real-world social challenges through data science and machine learning.
CURRENT PROJECTS
LongevityLab: Media Narratives Analysis
Analyzing 12,000+ Canadian media articles to identify ageist bias and support evidence-based advocacy.
📊 Methodology
- Machine Learning sentiment analysis
- Natural Language Processing
- Automated media monitoring (358 outlets)
- Interactive dashboard for stakeholders
🎯 Impact
Supporting advocacy organizations and policymakers with data-driven insights to combat ageist narratives in Canadian media.
Key Finding: 46.5% of media coverage shows mismatch between phrase categorization and sentiment
RESEARCH & DATA SERVICES
My Code Club now offers machine learning and data analysis services for organizations addressing social challenges.
DATA ANALYSIS & INSIGHTS
- • Large-scale data processing
- • Pattern identification
- • Statistical analysis & reporting
- • Custom dashboard development
MACHINE LEARNING
- • Sentiment analysis for text
- • Natural Language Processing
- • Automated classification
- • Predictive modeling
MEDIA & TEXT ANALYSIS
- • Media monitoring & tracking
- • Content analysis at scale
- • Bias detection in narratives
- • Temporal trend analysis
DATA ENGINEERING
- • Data pipeline development
- • Data cleaning & preparation
- • Database design
- • API integration
VISUALIZATION & REPORTING
- • Interactive dashboards
- • Stakeholder-ready reports
- • Data storytelling
- • Policy briefs
WHO WE SERVE
Non-profit Organizations
Advocacy Groups
Research Institutions
Social Impact Orgs
OUR APPROACH
We combine technical expertise with social impact focus:
✦ Evidence-based methodology
✦ Transparent & reproducible
✦ Stakeholder-centered design
✦ Actionable insights
CURRENT AVAILABILITY
We're currently accepting research partnership inquiries for 2026 projects.
Contact Us to Discuss Your Project →WHERE EDUCATION MEETS IMPACT
Bridging AI Education with Real-World Solutions
For over a decade, we've taught thousands of students to code and build with AI. Now, we're applying that same expertise to address pressing social challenges through data-driven research and machine learning.
THE MCC ADVANTAGE
10+ Years Teaching AI
We've taught 1,000+ students what AI can do.
Now Applying It
We use that same expertise to solve real problems.
Full Circle Learning
Our research informs better teaching, creating a virtuous cycle.
CURRENT PROJECTS
LongevityLab: Media Narratives Analysis
Analyzing 34,000+ Canadian media articles to identify ageist bias and support evidence-based advocacy.
📊 Methodology
- Machine Learning sentiment analysis
- Natural Language Processing
- Automated media monitoring (358 outlets)
- Interactive dashboard for stakeholders
🎯 Impact
Supporting advocacy organizations and policymakers with data-driven insights to combat ageist narratives in Canadian media.
Key Finding: 46.5% of media coverage shows mismatch between phrase categorization and sentiment
KitabiAI: Multilingual Book Digitization
Democratizing access to Arabic literature through AI-powered PDF processing. Specialized OCR for right-to-left text with 95%+ TOC extraction accuracy.
🌍 Social Impact
- Preserving Arabic literary heritage
- Enabling global access to knowledge
- Supporting authors & universities
⚙️ Technology
Azure Document Intelligence, FastAPI, specialized Arabic NLP pipeline, RAG-ready text chunking.
Key Metric: Processes 300-page books in ~10 seconds vs. hours of manual work
Status: Production MVP live | Seeking university/library partnerships
Visit KitabiAI.com →RESEARCH & DATA SERVICES
My Code Club now offers machine learning and data analysis services for organizations addressing social challenges.
DATA ANALYSIS & INSIGHTS
- • Large-scale data processing
- • Pattern identification
- • Statistical analysis & reporting
- • Custom dashboard development
MACHINE LEARNING
- • Sentiment analysis for text
- • Natural Language Processing
- • Automated classification
- • Predictive modeling
MEDIA & TEXT ANALYSIS
- • Media monitoring & tracking
- • Content analysis at scale
- • Bias detection in narratives
- • Temporal trend analysis
DATA ENGINEERING
- • Data pipeline development
- • Data cleaning & preparation
- • Database design
- • API integration
VISUALIZATION & REPORTING
- • Interactive dashboards
- • Stakeholder-ready reports
- • Data storytelling
- • Policy briefs
MULTILINGUAL NLP
- • Arabic text processing (RTL)
- • Cross-lingual analysis
- • Document digitization
- • Translation-ready pipelines
🎓 STUDENT INVOLVEMENT PATHWAY
Advanced MCC students can participate in research projects as junior data analysts, learning real-world AI applications while contributing to social impact work.
WHO WE SERVE
Non-Profit & Advocacy Orgs
Social impact focused organizations
Academic & Research Partners
Universities & research institutions
Government & Public Sector
Policy research & public service
Media & Journalism
Data journalism & media analysis
OUR APPROACH
We combine technical expertise with social impact focus:
✦ Evidence-based methodology
✦ Transparent & reproducible
✦ Stakeholder-centered design
✦ Actionable insights
✦ Ethical AI practices
✦ Cost-effective solutions
READY TO APPLY AI FOR SOCIAL GOOD?
We're currently accepting 2-3 research partnerships for 2026 in media analysis, multilingual NLP, or educational technology.
Priority Areas: Ageism research • Arabic NLP • Educational equity • Digital literacy
Response within 48 hours • First discovery call always free