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Method note

Bank-level Model A

How is bank-level FIRE-related financing associated with bank type and the surrounding financial system?

Design
Longitudinal multilevel analysis with years nested within banks and banks situated within countries. Time-varying predictors use a within-between decomposition; year and observed bank/country controls account for measured differences.
Outcome and measure
Natural logarithm of financing reported for financial institutions, insurance, real estate and consumer-durable activities.
Coverage
The current harmonised public Atlas aggregate contains 4,794 observed bank-year outcomes across 437 unique banks during 2000–2022. The earlier source abstract reports 491 banks for one analysis. The discrepancy remains unresolved; neither count has been silently substituted. Model-specific complete-case exclusions apply.
Public interpretation
Islamic-bank status is associated with lower relative exposure in several preferred specifications, while interactions and debt-like channels indicate continued sensitivity to the surrounding financial regime.

Limitations

  • The outcome is a broad allocation proxy and is sensitive to bank scale.
  • Conditional association is not a design-based causal effect.
  • Contract quality, off-balance-sheet exposure and realised loss incidence are not fully observed.
  • The coefficient for a bank-type indicator should not be compared directly with differently scaled predictors.