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Journal of Banking & Finance Vol. 43 2014

Quality of PIN estimates and the PIN-return relationship

Yuxing Yan1; Shaojun Zhang2

1 Canisius College · 2 Hong Kong Polytechnic University

Abstract

This paper provides new evidence concerning the probability of informed trading (PIN) and the PIN-return relationship. We take measures to overcome known estimation biases and improve the quality of quarterly PIN estimates. We use the average of a firm’s PIN estimates in four consecutive quarters to smooth out the effect of seasonal variation in trading activities. We find that when high-quality PIN estimates are used, the Fama–MacBeth cross-sectional regressions show stronger evidence for the positive PIN-return relationship than documented in the prior literature. This finding is robust to controls for the January, liquidity, and momentum effects.

DOI
10.1016/j.jbankfin.2014.03.006
Volume
43
Pages
137-149
Language
en
Sources
openalex crossref bibtex:phds-export.bib

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