The interaction between credit frictions, financial innovation, and a switch from optimistic to
pessimistic beliefs played a central role in the 2008 financial crisis. This paper develops a
quantitative general equilibrium framework in which this interaction drives the financial
amplification mechanism to study the effects of macro-prudential policy. Financial innovation
enhances the ability of agents to collateralize assets into debt, but the riskiness of this new regime
can only be learned over time. Beliefs about transition probabilities across states with high and low
ability to borrow change as agents learn from observed realizations of financial conditions. At the
same time, the collateral constraint introduces a pecuniary externality, because agents fail to
internalize the effect of their borrowing decisions on asset prices. Quantitative analysis shows that
the effectiveness of macro-prudential policy in this environment depends on the government's
information set, the tightness of credit constraints and the pace at which optimism surges in the
early stages of financial innovation. The policy is least effective when the government is as
uninformed as private agents, credit constraints are tight, and optimism builds quickly.
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