🔗 Data Correlations — integrated · exploratory
⚠ Read first — this is for exploration, not signals.
Correlation ≠ causation. With 9 indicators there are 36 pairs, so some strong-looking
correlations appear by chance (multiple-testing). Many are driven by a hidden common
factor (e.g. a country's overall development level). Treat every relationship below as a
question to investigate, never as a trading signal or advice. Uses
Spearman rank correlation (robust to outliers/skew); ρ ∈ [−1, +1]; n = countries with both values.
Correlation matrix
Click any cell to see the scatter plot of those two indicators across countries.
+ positive ~0 − negative
Notable relationships (questions to explore)
Data: World Bank Open Data (CC-BY 4.0), most-recent year per country. Objective reference only — not investment advice.