~/talk

Tracking Policy Evolution Through Clustering

Talkat PyData Boston 2025 · 2025-12-08..12-10· [data-visualization, databases]
links:none on file
slides:none on file

Introduces a reproducible pipeline that converts continuous macro series into categorical trajectories using quartile-based categorization, computes similarity with a modified Hamming distance, and reports a 72% hamming diversification index across North America, Western Europe and Scandinavia. Implements everything in Python (pandas, scikit-learn, matplotlib), applies it to 60+ years of fiscal data for 8 countries, produces volatility/persistence KPIs, and shows the method highlights when policy effects diverge.

AI-written summary · about

  1. 0:00Macroeconomic policy tracking
  2. 2:17Key macroeconomic links
  3. 4:03Economic crisis lessons
  4. 7:15Reinhardt-Rogoff debt hypothesis
  5. 10:50Debt and inflation confounders
  6. 13:41Dynamic clustering framework
  7. 16:51Quartile analysis and volatility
  8. 19:44Short-term policy implications
  9. 22:12Trajectory similarity metrics
  10. 24:42Summary and paper access
  11. 25:03Q&A: Sustainable debt levels
  12. 27:53Q&A: Beyond economics
  13. 30:05Q&A: Fed influence
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