WHOM YOU CONNECT WITH MATTERS: DIRECTOR NETWORKS AND FIRM LOCATION

AuthorRachel Wilson,Lindsay Baran
Date01 March 2018
DOIhttp://doi.org/10.1111/jfir.12141
Published date01 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 rms to
access the benets from business-dense areas due to economies of agglomeration. We
nd that geographically remote rms benet from connections to rms in top
metropolitan statistical areas (MSAs) for business density. After controlling for director
compensation, we nd connections to top MSA rms mitigate the negative effect of
increased distance from business-dense areas. We address concerns of endogeneity by
exploring a sample of rms whose directors gain board seats at top MSA rms and nd a
similar positive impact of connections to top MSA rms.
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 rms to access external resources that
cannot be produced internally. In this spirit, board network analysis explores the way
choosing well-connected directors can have signicant economic implications for a rm.
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 rm 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 rms 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 rms
could use to access the benets of economies of agglomeration: appointing directors with
This article beneted 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),
OHagan and Green (2002), and Rice et al. (2012) in this area in Section II.
The Journal of Financial Research Vol. XLI, No. 1 Pages 113147 Spring 2018
113
© 2018 The Southern Finance Association and the Southwestern Finance Association
ties to business-dense areas. Compared to rms located within business-dense cities,
remotely located rms 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 benets of economies of agglomeration can be transmitted
to remotely located rms via board members with ties to business-dense areas. We nd
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 rm
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 rms location relative to business-dense areas.
Although director networks have the potential to increase rm value through information
advantages such as best practices, or political favors such as preferential loan rates, such
benets may not be uniform across varyinggeographical business densities. To segregate
rms by business densities,for each year between 1996 and 2015, we determine thetop 10
metropolitan statistical areas (MSAs) by the number of rms located in the MSA. For all
rms we determinethe minimum distance to a top MSA as well aspartition the sample into
proximal and remote rms, 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 rm
location simultaneously for rms located outside top MSAs. We show that both % Top
MSA Directors and % Top MSA Connections positively affect rm value, indicatingthat
remotely located rms benet from appointing directors with access to the resources
available in business-dense areas. The impact of traditional network centrality is negative
(albeit marginally signicant) for rms 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 nd an inverse relation between
distance to a top MSA and rm value.
Using a hand-collected subsample of director employer location and data from
Alam et al. (2017) on director home addresses, we nd 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 nd
evidence that the benets 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 denitions of
top MSAs.
We then examine our results for three subsamples: by period, by information
problems, and by rm size. Based on data gathered by the United Nations nding 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 rm 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
19962001 and 20022015. We nd a stronger positive effect of both % Top MSA
Directors and % Top MSA Connections in 19962001, 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 rms with greater information problems. In addition, we
partition our sample by rm size following Knyazeva, Knyazeva, and Masulis (2013).
For the small and medium-sized rms outside top MSAs, we nd greater evidence that
well-connected directors add value; however, we nd a negative interaction between %
Top MSA Directors as well as % Top MSA Connections and a remote rm indicator,
suggesting that these connections exacerbate the negative effects of remote location for
small and medium rms. For the largest quartile of rms, 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 rms may have to increase pay. Therefore,
we also control for director compensation and nd 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 rm value drive our ndings. We focus
on cases where a director joins a new board of a rm 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 nd 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 nd consistency even using a lag of 10 years
for % Top MSA Directors. Finally, we nd our results largely robust to using return on
assets (ROA) instead of Tobins Q as our dependent variable.
Our study contributes to the corporate governance eld in many ways. First, our
results consider the context of rm location and the role of board connections with a
specic focus on directors with experience in business-dense cities. Our ndings support
the resource-dependency theory of interlocking where rms 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 benets of economies of agglomeration in the
business-dense areas. Thus, these rms may appoint directors with experience or
connections to access these benets. Specically, the results suggest that appointing
directors with experience on or connections to top MSAs is benecial to remotely located
rms. The practical implications of our results suggest that remote rms should seek out
board members with experience and networks in top MSAs to capture some of the
benets 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 rm by considering the location of the rm proximity to business-
dense areas. Alam et al. (2014) show that director distance inuences the cost of
information gathering. Alam et al. (2017) nd that the SarbanesOxley 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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