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Causality in quantiles and dynamic stock return-volume relations

Chia-Chang Chuang, Chung-Ming Kuan () and Hsin-Yi Lin

Journal of Banking & Finance, 2009, vol. 33, issue 7, 1351-1360

Abstract: This paper investigates the causal relations between stock return and volume based on quantile regressions. We first define Granger non-causality in all quantiles and propose testing non-causality by a sup-Wald test. Such a test is consistent against any deviation from non-causality in distribution, as opposed to the existing tests that check only non-causality in certain moment. This test is readily extended to test non-causality in different quantile ranges. In the empirical studies of three major stock market indices, we find that the causal effects of volume on return are usually heterogeneous across quantiles and those of return on volume are more stable. In particular, the quantile causal effects of volume on return exhibit a spectrum of (symmetric) V-shape relations so that the dispersion of return distribution increases with lagged volume. This is an alternative evidence that volume has a positive effect on return volatility. Moreover, the inclusion of the squares of lagged returns in the model may weaken the quantile causal effects of volume on return but does not affect the causality per se.

Keywords: Granger; non-causality; Quantile; causal; effect; Quantile; regression; Return-volume; relation; Sup-Wald; test (search for similar items in EconPapers)
Date: 2009
References: View references in EconPapers View complete reference list from CitEc
Citations: View citations in EconPapers (169)

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Working Paper: Causality in Quantiles and Dynamic Stock Return-Volume Relations (2007) Downloads
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Persistent link: https://EconPapers.repec.org/RePEc:eee:jbfina:v:33:y:2009:i:7:p:1351-1360

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