The effect of corporate governance on credit ratings: Evidence from China's bond market

DOIhttp://doi.org/10.1111/jifm.12094
AuthorChao Chen,William Bradford,Yang Zhao
Date01 June 2019
Published date01 June 2019
J Int Financ Manage Account. 2019;30:113–144.
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wileyonlinelibrary.com/journal/jifm
DOI: 10.1111/jifm.12094
ORIGINAL ARTICLE
The effect of corporate governance on credit
ratings: Evidence from China’s bond market
William Bradford1,2
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Chao Chen3
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Yang Zhao4
© 2019 John Wiley & Sons Ltd, 9600 Garsington Road, Oxford OX4 2DQ, UK and 350 Main Street, Malden, MA 02148, USA.
1Department of Finance and Business
Economics, Foster School of Business,
University of Washington, Seattle,
Washington
2China Academy of Financial Research,
Shanghai Jiao Tong University, Shanghai,
China
3Department of Accounting,School of
Management, Fudan University, Shanghai,
China
4Accounting School,Shanghai University
of International Business and Economics,
Shanghai, China
Correspondence
Chao Chen, School of Management, Fudan
University, Shanghai, China.
Email: chen_chao@fdsm.fudan.edu.cn
Funding information
National Natural Science Foundation of
China, Grant/Award Number: 71472048 and
71772050
Abstract
This paper examines the association between firms’ cor-
porate governance and credit ratings (both bond ratings
and issuer ratings) in China. In addition to considering the
financial attributes of bond issuers, we ask to what extent
do credit rating agencies consider the corporate govern-
ance attributes of issuers? In concept, bondholders are
concerned with the financial effects of how corporate gov-
ernance resolves the agency conflicts between bondhold-
ers and managers, majority and minority shareholders, and
shareholders and bondholders. We find that corporate
governance affects bond issuer credit ratings in China.
After controlling for firms’ financial attributes, we find
that issuer ratings are positively related to dual- listing,
whether the firm is a state- owned enterprise, the owner-
ship of the second to the tenth largest shareholder; and
negatively related to the relative scale of audit fees. We
attribute the positive association between dual-listing and
credit rating to higher quality and transparency of infor-
mation reported by the dual- listed firm. The value to bond-
holders of the implicit government guarantee of debt
payments more than offsets the negative association be-
tween firm value and being an SOE. Bond rating agencies
expect that the change in agency costs with a reduction in
the ownership of the largest shareholder benefits bond-
holders. To credit rating agencies, the scale of audit fees
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INTRODUCTION
This study concerns issuer and credit bond ratings in China. While China has become the world’s sec-
ond largest economy, its bond market has also rapidly expanded and is the world’s third largest (behind
the United States and Japan). Corporate bonds in China have been growing even faster, increasing
from ten percent to one- third of the Chinese bond market between 2009 and 2014. As their demand for
holding China’s currency (the RMB) has increased, global investors have increasingly sought to hold
income yielding RMB investments. Given the growth trajectory of China’s capital markets in gen-
eral and its corporate bond market in particular, understanding China’s corporate bond market is an
important issue for global investors and researchers (Deutsche Bank, 2016; Invesco Global Insights,
2016).
Major sources of information on China’s bond market are the credit ratings of bond issuers and
bond issues provided in institutional credit rating firms. This study examines the association of corpo-
rate governance on the ratings that credit rating firms place on bond issuers and bond issues in China.
To our knowledge, this is one of the first studies to examine the makeup and influence of corporate
governance factors effecting bond credit ratings in China.
As global investors review the bond markets and related credit ratings of market issuers, it is import-
ant to understand that China’s corporate bond market markedly differs from that of a developed bond
market such as that in the United States. In China, each corporate bond issue can be rated by only one
rating agency and the bond must be rated at least AA- in order to be publicly issued. These require-
ments do not exist in the U.S. corporate bond market (Bowe & Larik, 2014). While the use of one rating
agency has been found to be more efficient, credit rating agencies are more prone to inflate ratings when
their gains from inflating ratings (from competition for the ratings) are less than the ex- post reputational
damage from inflated ratings (Bolton, Freixas, & Shapiro, 2012). China’s rating agencies are also less
experienced and may have different motivations and different standards when they are rating bonds.
China and the United States also differ in the blend of the agency problems that bondholders en-
counter in the firm. As discussed in Jensen and Meckling (1976), bondholders have agency conflicts
with both managers and stockholders. Corporate governance activities that monitor and motivate man-
agers to expropriate less value from the firm benefit bondholders (and shareholders) by increasing the
firm’s cash flows. In the bondholder–shareholder agency conflict, corporate governance activities that
benefit the shareholders may harm bondholders: for example, changing the risk of the firm’s invest-
ments such that shareholder equity value rises while the value of debt declines.
In China, controlling shareholders are more dominant in the selection and compensation of manag-
ers than in the United States (Oliver, Qu, & Wise, 2014). Thus, as the firm’s ownership concentration
(relative to total assets of the accounting firm) signals in-
terest binding between the client firm and the accounting
firm that threatens the independence of auditing and the
quality of financial reporting. We also find that bond-
specific attributes: collateral and issue size, are positively
related to bond credit ratings.
KEYWORDS
agency problems, corporate governance, credit rating
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increases, there is a lower emergence of agency problems between owners and managers than in the
United States; in turn, the lower value expropriated from the firm by managers benefits creditors.
However, the ability of controlling shareholders to expropriate value from minority shareholders is
greater than in the United States (Kang, Lu Shi, & Brown, 2008; OECD, 2011). Higher ownership
concentration that makes it easier for controlling shareholders to expropriate firm value is harmful to
creditors. What is the net relation of these differences as perceived by bond rating agencies?
Also unlike in the United States, in China a majority of firms issuing corporate bonds are state-
owned enterprises (SOEs). Previous studies have found that in China the SOE status negatively im-
pacts the market value of equity, due to poorer financial performance (e.g., Bai, Liu, Lu, Song, &
Zhang, 2005; Wang, 2003). Is the bond issuer credit rating of SOEs similarly downgraded relative
to non- state- owned enterprises (“NSOEs”)? State ownership might sufficiently influence the issuing
firms’ perceived capability of making debt payments so that SOEs might be systematically rated
higher than NSOEs.
In an earlier study of bond issues of SOEs in China, Chen and Guo (2008) found that corporate
financial risk and performance do not accurately predict corporate bond ratings. Their study ended
in 2004. There have been subsequent efforts by Chinese regulators to increase the transparency of
corporate bond issuer risks to investors. The entry of NSOEs into the pool of corporate bond issuers
has expanded the continuum of risks in China’s corporate bond market by including issuers of higher
default risk. How do the unique traits of issuers and rating procedures mentioned above affect the
credit ratings of China’s bonds?
In this paper, we focus on the corporate bonds issued in China during 2007–2014, and use issuer
ratings and bond ratings as the dependent variables. We use ordered logistic regressions to explore the
incremental association of corporate governance on credit ratings. We include 13 indicators of corpo-
rate governance that consider six dimensions—shareholder equity and controlling shareholders, board
governance, director and executive ownership, infor mation disclosure and financial transparency,
compensations of directors and management, and business conduct and ethics—to comprehensively
reflect firms’ corporate governance traits. Our models also include firm financial-characteristics and
bond characteristics.
After controlling for the issuer’s financial attributes, we find that in China, issuer ratings are posi-
tively related to dual- listing, whether the firm is a state- owned enterprise, t he ownership of the second
to the tenth largest shareholder; and negatively related to the relative scale of audit fees. Dual-listing
is associated with higher credit rating because it validates the quality and transparency of information
the firm reports, and confirms that the f irm undertakes certain desirable corporate governance prac-
tices. The positive association between state- owned enterprise status and credit rating indicates that in
contrast to a shareholder’s goal of maximizing firm value, bondholders are more concerned with the
certainty of receiving interest and principal payments. The positive association between the ownership
of the second to the tenth largest shareholder and credit rating indicates that bondholders anticipate
the change in agency costs with a reduction in the ownership of the largest shareholder benefits bond-
holders. The scale of audit fees (relative to total assets of the accounting firm) can be seen as a sign
of interest binding the client firm and the accounting firm. Credit rating agencies perceive that such
interest binding threatens the independence of auditing and the quality of financial reporting. We also
find that bond- specific attributes: collateral and issue size, are related to bond credit ratings.
Three major contributions of this paper are as follows. First, previous research on China’s bond mar-
ket focuses on financial indicators and excludes corporate governance when studying the factors affecting
credit ratings. We combine financial indicators and corporate governance indicators in this study, and
show that the governance indicators have predictive content in credit ratings. Second, previous research
has focused on how corporate governance affects the returns to shareholders rather than bondholders.

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