Japan 1989-2013 ‘ugly deleveraging’ quantification: 24-year deleveraging, debt service peak 78% GDP. This is the benchmark for delayed policy response — Japan failed to use the beautiful deleveraging toolkit (insufficient monetization + delayed restructuring) → protracted stagnation.