Consistent Misspecification Testing in Spatial Autoregressive Models
Jungyoon Lee,
Peter Phillips and
Francesca Rossi (francesca.rossi_02@univr.it)
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Jungyoon Lee: Royal Holloway, University of London
No 2256, Cowles Foundation Discussion Papers from Cowles Foundation for Research in Economics, Yale University
Abstract:
Spatial autoregressive (SAR) and related models offer flexible yet parsimonious ways to model spatial or network interaction. SAR specifications typically rely on a particular parametric functional form and an exogenous choice of the so-called spatial weight matrix with only limited guidance from theory in making these specifications. The choice of a SAR model over other alternatives, such as spatial Durbin (SD) or spatial lagged X (SLX) models, is often arbitrary, raising issues of potential specification error. To address such issues, this paper develops an omnibus specification test within the SAR framework that can detect general forms of misspecification including that of the spatial weight matrix, functional form and the model itself. The approach extends the framework of conditional moment testing of Bierens (1982, 1990) to the general spatial setting. We derive the asymptotic distribution of our test statistic under the null hypothesis of correct SAR specification and show consistency of the test. A Monte Carlo study is conducted to study finite sample performance of the test. An empirical illustration on the performance of our test in the modeling of tax competition in Finland and Switzerland is included.
Keywords: Conditional moment test; Misspecification test; Omnibus testing; Spatial AR; Weight matrix misspecification (search for similar items in EconPapers)
JEL-codes: C21 C23 (search for similar items in EconPapers)
Pages: 58 pages
Date: 2020-08
New Economics Papers: this item is included in nep-ecm and nep-ore
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Citations: View citations in EconPapers (1)
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