The Information Content of Short Selling Around Close Supply Chain Relationships

DOIhttp://doi.org/10.1111/fire.12163
AuthorDominique G. Outlaw,Jocelyn D. Evans
Published date01 August 2018
Date01 August 2018
The Financial Review 53 (2018) 627–655
The Information Content of Short Selling
Around Close Supply Chain Relationships
Jocelyn D. Evans
College of Charleston
Dominique G. Outlaw
Hofstra University
Abstract
Close supply chain relationships are sometimes detrimental to the partnering firms, and
short sellers recognize this before the rest of the market. Suppliers and customers that are in
linked, close supply chain relationships have higher short interest on average. Further, higher
short interest increases the likelihood of large, linked customers reporting negative earnings
surprises, whereas suppliers with high short interest are more likely to report negative earnings
surprises, irrespective of the supply chain structure. Short selling is informative to capital
markets because these suboptimal relationships eventually lead to dependent suppliers being
delisted from a stock exchange for financial distress reasons.
Keywords: trade credit, financial distress, short selling, negative earnings surprise
JEL Classifications: G01, G30, G32, G33, G14
Corresponding author: Hofstra University,1000 Fulton Ave, Hempstead, NY 11557; Phone: (516) 463-
5083; E-mail: Dominique.Gehy@hofstra.edu.
We thank Wes Burnett, Jared Delisle, Ahmet Karagozoglu, Haim Kassa, Phyllis Keys, James Malm,
Mari Robertson, Jeff Shockley, and the seminar participants at the College of Charleston, University of
Cincinnati, and Hofstra University for comments on this paper. We also thank the anonymous referees,
Editors Srinivasan Krishnamurthy and Richard Warr, discussants and session participants at the Eastern
Finance Association, Global Finance, and Financial Management Association 2017 annual meetings.
Support from the College of Charleston Research Fund and Hofstra University Summer Research Grant
is greatly appreciated.
C2018 The Eastern Finance Association 627
628 J. D. Evans and D. G. Outlaw/The Financial Review 53 (2018) 627–655
1. Introduction
Akbas, Boehmer, Erturk and Sorescu (2017) show that several months before
information becomes public, the level of short interest contains value-relevant in-
formation. In particular, they provide evidence that short interest predicts future
bad news, negative earnings surprises, and downward revisions in analysts’ earnings
forecasts. Their evidence shows that the cross-sectional relationship between short
interest and future stock returns is related to undisclosed information, which reflects
sophisticated investors’ ability to uncover unfavorable information about companies
from a variety of formal and informal sources.
As an extension of this line of research, we examine whether outstanding short
interest predicts unfavorable information related to the existence or absence of close
supply chain relationships between a customer and a supplier. This is an important
issue because negative information may not be readily revealed to capital markets
when customers and suppliers have close supply chain relationships. When operating
conditions decline for one firm in the supply chain, all of the other firms are also
at risk. This leads us to the following research question: For firms in linked supply
chain relationships, do sophisticated investors’ trades act as an early warning signal
of bad news? The bad news could be related to the announcement of negativeearnings
surprises or to the firm being delisted from a stock exchange due to financial distress
reasons. In our analysis, a linked relationship is defined as a large customer that
represents at least 10% of its suppliers’ revenue, whereas an unlinked customer is not
as economically important.
The results are consistent with short sellers focusing on supply chain-related
information asymmetries for poorly performing customers or suppliers. Using a
difference-in-differences test, we find that short interest is higher in the period prior
to the initial disclosure that a large customer or a supplier has formed a linked supply
chain relationship. The unique result is that sophisticated investors are able to time
their trades prior to changes in supply chain relationships—revealinga firm’s financial
performance issues. The combined results are consistent with close supply chain
relationships facilitating opaqueness and earnings problems that go unnoticed by
less-informed investors. Short selling, however, mitigates the information asymmetry
inherent in close supply chain relationships and is associated with some dependent
suppliers going dark, for example, eventually delisting from stock exchanges. Higher
short interest leads to greater incidences of negativeearnings surprises for all suppliers
and for large, economically important customers. Hence, it appears that high short
interest occurs because of supply chain-related information asymmetries about lower
than expected earnings, which should be of concern to investors in the capital market.
The finding that short sellers target economically important customers and dependent
suppliers is consistent with supply chain relationships sometimes having illusionary
benefits, when other conditions remain the same.
To our knowledge, this is the first empirical study that provides evidence that
short sellers target firms based on a close supply chain relationship due to information

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