Masawika AI Lab

🚨 FREE AI BOOK GIVEAWAY! 🎓🤖

📘 MASTERING AI FOR ACADEMIC SUCCESS

🎁 Watu 1,000 wa kwanza** watapata kitabu hiki BURE!

Ili upate:
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Baada ya nafasi 1,000 kuisha:
📖 Kitabu: TSH 3,000
🎓 Mentorship + WhatsApp Group: TSH 5,000

💳 Malipo (Voda Lipa Namba): 35059827
👤 Jina: Habil Nyelanyela Masawika

📲 WhatsApp: 0712 290 742

🔗 Link ya WhatsApp Group ipo kwenye Bio.

AcademicWriting Tanzania

🎓 New project drop — Causal ML for Tanzania education! 🇹🇿

Prediction ≠ Causation.

I used Double Machine Learning (DML) + Instrumental Variables
to answer: does teacher quality CAUSE better CSEE results? 📊

Results:
→ +0.42pp CSEE gain per 1pp teacher quality increase ✅
→ Biggest gains in remote regions (Katavi, Kigoma, Rukwa) 🗺️
→ Instrument: distance from Dar es Salaam (F=24.7 ✓)
→ Stable across 4 different ML model specs 💪

This is Causal AI — not just prediction, but evidence
for real policy decisions at Tanzania's Ministry of Education.

Full code + Live dashboard 👆 link in bio


Python MasawikaAILab EastAfrica AI
Statistics DML Portfolio CSEE SDG4 DoubleML

🎓 New Portfolio Project — Live on GitHub!

Forecasting Tanzania CSEE Pass Rates with Machine Learning

Built an end-to-end ML pipeline analyzing 5 years of Ministry
of Education data (BEST 2020–2024) across all 26 Tanzania regions.

Key highlights:
✅ 12 ML models trained & compared
✅ 130 panel observations (26 regions × 5 years)
✅ CSEE pass rate forecast to 2030 → 94% baseline
✅ Explainable AI: teacher quality is the #1 driver
✅ Interactive Streamlit dashboard

🔗 GitHub: github.com/habilm-analytics/tanzania-best-ml-forecasting

Python
EastAfrica MasawikaAILab Portfolio ScikitLearn

📢 HUDUMA ZA KITAALAMU ZA UTAFITI (RESEARCH CONSULTANCY)

Je, unahitaji msaada wa kitaalamu katika utafiti wako? Tunakupa huduma zenye ubora, usahihi na usiri wa taarifa.

✅ Kuandika Research Proposal ✅ Kuandika Manuscripts za Journal ✅ Data Analysis (Python, SPSS, R & STATA) ✅ Literature Review ✅ Thesis & Dissertation Support ✅ Kutengeneza KoboToolbox na Google Forms ✅ Data Collection & Data Handling ✅ Data Cleaning, Management & Processing ✅ Survey & Questionnaire Design ✅ Editing, Proofreading & Formatting

🎯 Tunazingatia ubora, uhalisia wa kazi, na uwasilishaji kwa wakati.

📞 Call/WhatsApp: +255 712 290 742 📧 Email: [email protected]

Wasiliana nasi leo, tukusaidie kubadilisha wazo lako kuwa utafiti wenye matokeo yenye athari.