WHOM YOU CONNECT WITH MATTERS: DIRECTOR NETWORKS AND FIRM LOCATION
Author | Rachel Wilson,Lindsay Baran |
Date | 01 March 2018 |
DOI | http://doi.org/10.1111/jfir.12141 |
Published date | 01 March 2018 |
WHOM YOU CONNECT WITH MATTERS: DIRECTOR NETWORKS
AND FIRM LOCATION
Lindsay Baran
Kent State University
Rachel Wilson
Wittenberg University
Abstract
We examine whether board members serve as a channel for remotely located firms to
access the benefits from business-dense areas due to economies of agglomeration. We
find that geographically remote firms benefit from connections to firms in top
metropolitan statistical areas (MSAs) for business density. After controlling for director
compensation, we find connections to top MSA firms mitigate the negative effect of
increased distance from business-dense areas. We address concerns of endogeneity by
exploring a sample of firms whose directors gain board seats at top MSA firms and find a
similar positive impact of connections to top MSA firms.
JEL Classification: G30, G34
I. Introduction
In their seminal work on the resource-dependency theory, Pfeffer and Salancik (1978)
state that board members are one channel for firms to access external resources that
cannot be produced internally. In this spirit, board network analysis explores the way
choosing well-connected directors can have significant economic implications for a firm.
Relatedly, the theory of economies of agglomeration maintains that business-dense areas
are able to attract needed resources and create environments for knowledge spillovers,
which has implications for firm location. Taken together, the question naturally arises as
to whether the value of director connections is enhanced by appointing directors with
connections to business-dense areas. Our study intersects this concept of board networks
with the theory of economies of agglomeration. We are particularly interested in
remotely located firms that lack direct access to these resources and knowledge.
Board network analysis has not carefully considered the geographic location of
board connections.
1
In our article, we focus on one channel that remotely located firms
could use to access the benefits of economies of agglomeration: appointing directors with
This article benefited from the help of an anonymous reviewer as well as the journal editors. We also thankthe
participants at the annual meetings of the Southern Finance Association (2016) and the Financial Management
Association (2017), Babak Mammadov (discussant), and Rachita Gullapalli (discussant).
1
We discuss the studies by Knyazeva, Knyazeva, and Masulis (2013), Engelberg, Gao, and Parsons (2013),
O’Hagan and Green (2002), and Rice et al. (2012) in this area in Section II.
The Journal of Financial Research Vol. XLI, No. 1 Pages 113–147 Spring 2018
113
© 2018 The Southern Finance Association and the Southwestern Finance Association
ties to business-dense areas. Compared to firms located within business-dense cities,
remotely located firms face a smaller supply of directors and thus may experience a
different impact from appointing directors with connections to business-dense areas. Our
study investigates whether the benefits of economies of agglomeration can be transmitted
to remotely located firms via board members with ties to business-dense areas. We find
support for this channel that is robust to multiple measurements of board ties with
business-dense areas as well as tests that mitigate concerns of endogeneity.
In our study, we extend the researchon the impact of director connections to firm
value (Barnea and Guedj 2007;Cai and Sevilir 2012; Engelberg, Gao, and Parsons 2012;
Fracassi and Tate2012; Hwang and Kim 2009; Larcker, So, and Wang2013) by exploring
the differential impact based on a firm’s location relative to business-dense areas.
Although director networks have the potential to increase firm value through information
advantages such as best practices, or political favors such as preferential loan rates, such
benefits may not be uniform across varyinggeographical business densities. To segregate
firms by business densities,for each year between 1996 and 2015, we determine thetop 10
metropolitan statistical areas (MSAs) by the number of firms located in the MSA. For all
firms we determinethe minimum distance to a top MSA as well aspartition the sample into
proximal and remote firms, based on the annual median distance to a top MSA.
2
We
compute the percentageof the board with concurrent directorshipson a board in a top MSA
(% Top MSA Directors) as well as the percentageof direct connections to other top MSA
directors (% Top MSA Connections). We test the value of director connections and firm
location simultaneously for firms located outside top MSAs. We show that both % Top
MSA Directors and % Top MSA Connections positively affect firm value, indicatingthat
remotely located firms benefit from appointing directors with access to the resources
available in business-dense areas. The impact of traditional network centrality is negative
(albeit marginally significant) for firms outside top MSAs, suggesting that having well-
connected board memberswith only local experience may be detrimental. Consistentwith
the theory of economies of agglomeration, we also find an inverse relation between
distance to a top MSA and firm value.
Using a hand-collected subsample of director employer location and data from
Alam et al. (2017) on director home addresses, we find consistent results using either
director location based on board appointments compared to home or work address.
Furthermore, we separate the effect of advisory and monitoring directors and find
evidence that the benefits are not limited to one type of director although the impact is
more evident for the advisory role. Our results are also robust to different definitions of
top MSAs.
We then examine our results for three subsamples: by period, by information
problems, and by firm size. Based on data gathered by the United Nations finding that
Internet usage in the United States surpassed 50% by 2002,
3
we partition our sample into
2
The choice to use the top 10 MSAs follows studies such as John, Knyazeva, and Knyazeva (2011) and
Loughran and Schultz (2005) who study the impact of remote firm location on dividend policy and liquidity,
respectively. We further explore the choice of using the top 10 MSAs in Table 6.
3
The time series by country of the percentage of individuals using the Internet can be found at http://www.itu.
int/en/ITU-D/Statistics/Pages/stat/default.aspx.
114 The Journal of Financial Research
1996–2001 and 2002–2015. We find a stronger positive effect of both % Top MSA
Directors and % Top MSA Connections in 1996–2001, before the technological advances
that might reduce the value of proximity. We look at two proxies for information
problems: a scaled measure of intangibles and number of analyst forecasts. Our results
suggest that directors with access to the resources and information in business-dense
areas may confer more value to firms with greater information problems. In addition, we
partition our sample by firm size following Knyazeva, Knyazeva, and Masulis (2013).
For the small and medium-sized firms outside top MSAs, we find greater evidence that
well-connected directors add value; however, we find a negative interaction between %
Top MSA Directors as well as % Top MSA Connections and a remote firm indicator,
suggesting that these connections exacerbate the negative effects of remote location for
small and medium firms. For the largest quartile of firms, however, this interaction is
positive. To attract directors with experience on top MSA boards rather than rely on their
local supply of directors, small and medium firms may have to increase pay. Therefore,
we also control for director compensation and find the sign of the interaction term
becomes positive. After controlling for higher director pay levels, these results indicate
that directors with top MSA experience help to mitigate the negative effects of remote
location.
Finally, we conduct several additional analyses to address the concern that
endogenous decisions of board compensation and firm value drive our findings. We focus
on cases where a director joins a new board of a firm in a top MSA and did not hold any
prior seats on a top MSA board. This creates a shock to % Top MSA Directors that is more
likely to be exogenous. Our tests find a positive value of connections with top MSAs after
these exogenous shocks, supporting our main results. Furthermore, we test whether
reverse causality explains our results and find consistency even using a lag of 10 years
for % Top MSA Directors. Finally, we find our results largely robust to using return on
assets (ROA) instead of Tobin’s Q as our dependent variable.
Our study contributes to the corporate governance field in many ways. First, our
results consider the context of firm location and the role of board connections with a
specific focus on directors with experience in business-dense cities. Our findings support
the resource-dependency theory of interlocking where firms look to external sources for
inputs they cannot produce internally (Pfeffer and Salancik 1978). Firms located outside
top MSAs do not have direct access to the benefits of economies of agglomeration in the
business-dense areas. Thus, these firms may appoint directors with experience or
connections to access these benefits. Specifically, the results suggest that appointing
directors with experience on or connections to top MSAs is beneficial to remotely located
firms. The practical implications of our results suggest that remote firms should seek out
board members with experience and networks in top MSAs to capture some of the
benefits of economies of agglomeration even if they are located remotely.
We also contribute to the research of Alam et al. (2014, 2017) on the location of
directors relative to the firm by considering the location of the firm proximity to business-
dense areas. Alam et al. (2014) show that director distance influences the cost of
information gathering. Alam et al. (2017) find that the Sarbanes–Oxley Act (SOX) leads
to boards with monitoring directors who are located farther away and those with the
largest impact in director proximity experienced lower earnings quality. These studies
Director Networks and Firm Location 115
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