Identifying SVARS from Sparse Narrative Instruments: Dynamic Effects of U.S. Macroprudential Policies

We study the identification of policy shocks in Bayesian proxy VARs for the case that the instrument consists of sparse qualitative observations indicating the signs of certain shocks. We propose two identification schemes, i.e. linear discriminant analysis and a non-parametric sign concordance criterion. Monte Carlo simulations suggest that these provide more accurate confidence bounds than standard proxy VARs and are more efficient than local projections. Our application to U.S. macroprudential policies finds persistent effects of capital requirements and mortgage underwriting standards on credit volumes and house prices together with moderate effects on GDP and inflation.

[1]  Juan Antolín-Díaz,et al.  Narrative Sign Restrictions for Svars , 2016, American Economic Review.

[2]  Marek Jarociński,et al.  Deconstructing Monetary Policy Surprises: The Role of Information Shocks , 2018, American Economic Journal: Macroeconomics.

[3]  Edward P. Herbst,et al.  Monetary Policy, Real Activity, and Credit Spreads: Evidence from Bayesian Proxy Svars , 2016, American Economic Journal: Macroeconomics.

[4]  Simon Gilchrist,et al.  Credit Spreads and Business Cycle Fluctuations , 2011 .

[5]  Daniel F. Waggoner,et al.  FEDERAL RESERVE BANK o f ATLANTA WORKING PAPER SERIES Inference Based on SVARs Identified with Sign and Zero Restrictions : Theory and Applications , 2013 .

[6]  Christian K. Wolf,et al.  Online Appendix for: Local Projections and VARs Estimate the Same Impulse Responses , 2019 .

[7]  Stijn Claessens,et al.  How Do Business and Financial Cycles Interact? , 2011, SSRN Electronic Journal.

[8]  L. Kilian,et al.  How Reliable Are Local Projection Estimators of Impulse Responses? , 2011, Review of Economics and Statistics.

[9]  Matthew Read,et al.  Robust Bayesian Inference in Proxy Svars , 2019, Journal of Econometrics.

[10]  Karel Mertens,et al.  The Macroeconomic Effects of Government Asset Purchases: Evidence from Postwar US Housing Credit Policy , 2018 .

[11]  Sandra Eickmeier,et al.  The Macroeconomic Effects of Bank Capital Requirement Tightenings: Evidence from a Narrative Approach , 2018 .

[12]  John Geanakoplos,et al.  The Leverage Cycle , 2009, NBER Macroeconomics Annual.

[13]  Karel Mertens,et al.  The Dynamic Effects of Personal and Corporate Income Tax Changes in the United States: Reply to Jentsch and Lunsford , 2011, American Economic Review.

[14]  K. Budnik,et al.  Macroprudential Regulation in the European Union in 1995-2014: Introducing a New Data Set on Policy Actions of a Macroprudential Nature , 2018, SSRN Electronic Journal.

[15]  Amir Sufi,et al.  How Do Credit Supply Shocks Affect the Real Economy? Evidence from the United States in the 1980s , 2017 .

[16]  K. Budnik,et al.  Capital and Liquidity Buffers and the Resilience of the Banking System in the Euro Area , 2017, SSRN Electronic Journal.

[17]  Luca Gambetti,et al.  Sufficient information in structural VARs , 2014 .

[18]  F. Giavazzi,et al.  Measuring Tax Multipliers: The Narrative Method in Fiscal VARs † , 2012 .

[19]  L. Laeven,et al.  The Use and Effectiveness of Macroprudential Policies , 2015 .

[20]  S. Claessens,et al.  Impact of Financial Regulations: Insights from an Online Repository of Studies , 2019 .

[21]  C. Jentsch,et al.  Proxy Svars: Asymptotic Theory, Bootstrap Inference, and the Effects of Income Tax Changes in the United States , 2016 .

[22]  V. Ramey,et al.  Government Spending Multipliers in Good Times and in Bad: Evidence from US Historical Data , 2014, Journal of Political Economy.

[23]  Hossein Hassani,et al.  On the Folded Normal Distribution , 2014, 1402.3559.

[24]  Philip E. Strahan,et al.  What Drives Deregulation? Economics and Politics of the Relaxation of Bank Branching Restrictions , 1997 .

[25]  Erlend W. Nier,et al.  Digging Deeper--Evidence on the Effects of Macroprudential Policies from a New Database , 2019, IMF Working Papers.

[26]  Mark W. Watson,et al.  Disentangling the Channels of the 2007-2009 Recession , 2012 .

[27]  Kenneth N. Kuttner,et al.  Taming the Real Estate Beast: The Effects of Monetary and Macroprudential Policies on Housing Prices and Credit , 2012 .

[28]  C. Granger,et al.  Handbook of Economic Forecasting , 2006 .

[29]  Soyoung Kim,et al.  Managing price and financial stability objectives in inflation targeting economies in Asia and the Pacific , 2017 .

[30]  Anette Baldauf Betting the House , 2010 .

[31]  Ozge Akinci,et al.  How Effective are Macroprudential Policies? An Empirical Investigation , 2015 .