08.11.2021 Views

Global Bank Stress Test-2021-11-08-CEF

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Econometric Methodology: Panel BMA<br />

• Bayesian Model Averaging (BMA) for panel models, with sign constraints on long-run<br />

multipliers<br />

• Why BMA?<br />

‣ Avoid hand-picking models<br />

‣ Explicit account of model uncertainty → conditional forecasts more robust<br />

• Automatization of estimation: important… estimating 150+ models manually based on noisy<br />

rather low-quality data not quite feasible<br />

• Sign constraints: to make sure that results “make sense”, i.e., coefficient signs in line with<br />

theory, and resulting forecasts conditional on scenarios meaningful<br />

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