The effect of seismic hazard risk information on property prices: Evidence from a spatial regression discontinuity design

In this paper, we utilize a spatial two-dimensional regression discontinuity (RD) design to study how Tokyo's property market evaluates information on seismic hazard risk. This approach is superior to the conventional one-dimensional RD design as it is able to account for spatially heterogeneous treatment effects and reduce small-sample biases. Our data consists of residential property transactions from the 23-ward area of Tokyo. Our results show that the unit prices of residential properties in low-risk zones were between 13,970–17,380 JPY higher than those in high-risk zones depending on the type of seismic hazard risk. In addition, we find that information on seismic hazard risk does not significantly affect the prices of newly constructed apartments, which are more resistant to earthquake damage than older residences.

[1]  Okmyung Bin,et al.  Flood Hazards, Insurance Rates, and Amenities: Evidence from the Coastal Housing Market , 2008 .

[2]  Cyrus Grout,et al.  Land-use regulations and property values in Portland, Oregon: A regression discontinuity design approach , 2011 .

[3]  David S. Brookshire,et al.  A Test of the Expected Utility Model: Evidence from Earthquake Risks , 1985, Journal of Political Economy.

[4]  I. Ehrlich,et al.  Market Insurance, Self-Insurance, and Self-Protection , 1972, Journal of Political Economy.

[5]  Grégory Jolivet,et al.  Evidence of Treatment Spillovers Within Markets , 2014, Review of Economics and Statistics.

[6]  Jaren C. Pope Do Seller Disclosures Affect Property Values? Buyer Information and the Hedonic Model , 2008, Land Economics.

[7]  Myoung‐jae Lee Micro-Econometrics for Policy, Program, and Treatment Effects , 2005 .

[8]  Christopher F. Parmeter,et al.  Quasi-Experiments and Hedonic Property Value Methods , 2009 .

[9]  M. Frölich Regression Discontinuity Design with Covariates , 2007, SSRN Electronic Journal.

[10]  Natalia Lazzati Treatment response with social interactions: Partial identification via monotone comparative statics , 2015 .

[11]  Okmyung Bin,et al.  Changes in Implicit Flood Risk Premiums: Empirical Evidence from the Housing Market , 2012 .

[12]  Jianqing Fan Local Polynomial Modelling and Its Applications: Monographs on Statistics and Applied Probability 66 , 1996 .

[13]  Clemens Fuest,et al.  Why is there Corporate Taxation? The Role of Limited Liability Revisited , 2007 .

[14]  Michael Greenstone,et al.  WELCOME Does Hazardous Waste Matter ? Evidence from the Housing Market and the Superfund Program * , 2005 .

[15]  S. Polasky,et al.  Effects of Flood Hazards on Property Values: Evidence Before and After Hurricane Floyd , 2004, Land Economics.

[16]  Charles F. Manski,et al.  Identification of Treatment Response with Social Interactions , 2013 .

[17]  Yoshitsugu Kanemoto,et al.  Hedonic Prices and the Benefits of Public Projects , 1988 .

[18]  H. Hoagland Real Estate Finance , 1973 .

[19]  Mark Thayer,et al.  An analysis of the housing market before and after the 1989 Loma Prieta earthquake , 1997 .

[20]  Michael Greenstone,et al.  Quasi-Experimental and Experimental Approaches to Environmental Economics , 2007 .

[21]  Justin McCrary,et al.  Manipulation of the Running Variable in the Regression Discontinuity Design: A Density Test , 2007 .

[22]  Ming-Yen Cheng,et al.  A bandwidth selector for local linear density estimators , 1997 .

[23]  Harry H. Kelejian,et al.  HAC estimation in a spatial framework , 2007 .

[24]  Timothy G. Conley GMM estimation with cross sectional dependence , 1999 .

[25]  Vivian C. Wong,et al.  Analyzing Regression-Discontinuity Designs With Multiple Assignment Variables , 2013 .

[26]  Jaren C. Pope Buyer Information and the Hedonic: The Impact of a Seller Disclosure on the Implicit Price for Airport Noise , 2008 .

[27]  V. Kerry Smith,et al.  Market responses to hurricanes , 2005 .

[28]  J. Hahn,et al.  IDENTIFICATION AND ESTIMATION OF TREATMENT EFFECTS WITH A REGRESSION-DISCONTINUITY DESIGN , 2001 .

[29]  Makoto Saito,et al.  Earthquake risk and housing rents : Evidence from the Tokyo Metropolitan Area , 2006 .

[30]  Christopher F. Parmeter,et al.  Quasi-Experiments and Hedonic Property Value Methods , 2009 .

[31]  Richard J. Murnane,et al.  Extending the regression-discontinuity approach to multiple assignment variables , 2011 .

[32]  David S. Lee,et al.  Regression Discontinuity Designs in Economics , 2009 .

[33]  Christopher F. Parmeter,et al.  Which hedonic models can we trust to recover the marginal willingness to pay for environmental amenities , 2010 .

[34]  Jianqing Fan,et al.  Local polynomial modelling and its applications , 1994 .

[35]  Michio Naoi,et al.  Earthquake risk and housing prices in Japan: Evidence before and after massive earthquakes , 2009 .

[36]  M. Blume,et al.  The Demand for Risky Assets , 1975 .

[37]  H. Kelejian,et al.  A Generalized Spatial Two-Stage Least Squares Procedure for Estimating a Spatial Autoregressive Model with Autoregressive Disturbances , 1998 .

[38]  David S. Lee Randomized experiments from non-random selection in U.S. House elections , 2005 .

[39]  G. F. Meyer,et al.  Riparian Buffers and Hedonic Prices: A Quasi‐Experimental Analysis of Residential Property Values in the Neuse River Basin , 2009 .

[40]  Noboru Hidano,et al.  The Economic Valuation of the Environment and Public Policy: A Hedonic Approach , 2003 .