This paper proposes a simple specification test for quantile regression models. Our test is based on Ramsey's (J. R. Stat. Soc. B 31:350-371, 1969) RESET (regression specification error test). Comparing to existing nonparametric specification tests, the proposed test does not contain kernel functions and bandwidth parameters and is easy to implement. Although the proposed test is not necessarily consistent against all types of misspecification, simulation results indicate that our test has reasonable size and power properties and can be more powerful than nonparametric specification tests in small samples.
- Quantile regression
ASJC Scopus subject areas
- Statistics and Probability
- Statistics, Probability and Uncertainty