For PhD Candidates & Policy Analysts
"A UN research team needs a data analysis toolkit to study climate change impacts across 50 countries."
Automated Data Pipeline
Power Query cleaning of World Bank/IMF datasets
Outlier detection system
Statistical Analysis Suite
Regression output generator
Dynamic histogram builder
Publication-Ready Visuals
Lancet-compliant charts
Interactive country comparator
| Weight | Aspect | Excellence Standard |
|---|---|---|
| 30% | Methodology | Proper handling of missing data |
| 25% | Reproducibility | One-click refresh from raw data |
| 20% | Visualization | ADA-compliant color schemes |
| 15% | Documentation | Codebook with variable definitions |
| 10% | Computational Efficiency | Handles 1M+ rows without crashing |
Sample Dataset:
20 years of World Bank climate indicators
Peer-reviewed study metadata (Zotero export)
Geospatial coordinates for 500+ cities
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