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Journal of Business Research
journal homepage: www.elsevier.com/locate/jbusres
Earnings and capital management in European banks – Combining a
multivariate regression with a qualitative comparative analysis
☆
Inês Pinto
⁎
, Winnie Ng Picoto
1
ISEG, Lisbon School of Economics & Management, Universidade de Lisboa, Portugal
ARTICLE INFO
Keywords:
Earnings and capital management
Sovereign debt crisis
Financial assistance
Banking industry
Multivariate regression
fsQCA
ABSTRACT
In this paper, we analyze the effects of the 2008 financial crisis and the ensuing sovereign debt crisis on the
quality of financial reporting in European banks by investigating the existence of earnings and capital man-
agement. The sample comprises countries for which the debt crisis was more severe (Greece, Portugal, Ireland,
and Italy) and two major European economies (France and Germany) for which the crisis was not as severe. The
data analysis consists of a multivariate regression to examine the correlation between operating income and
banks' regulatory capital via loan loss provisions. Further, we use a fuzzy-set qualitative comparative analysis
(fsQCA) that indicates causal paths for the loan loss provisions. The multivariate results indicate that bank
managers use loan loss provisions to manage earnings and regulatory capital during the sample period. The
findings do not provide clear evidence of a decrease in managerial discretion after the 2008 financial crisis.
Nevertheless, in the severely affected countries, the results indicate that the level of earnings and capital
management decreases. Further, fsQCA shows that loan loss provisions exist and that a bank's size and its
nonperforming loans can play key roles in their existence.
1. Introduction
The shock of the 2008 financial crisis and the ensuing sovereign
debt crisis in Europe created a major public debate on the regulation
and supervision of the financial system. This debate focuses on the
transparency and quality of financial reporting. Several papers identify
the use of loan loss provisions (LLPs) in the banking industry to manage
earnings and regulatory capital ratios to reduce income volatility and to
avoid the costs from violations of capital requirements (Anandarajan,
Hasan, & McCarthy, 2007; Curcio & Hasan, 2015; Leventis,
Dimitropoulos, & Anandarajan, 2011).
While a consensus exists in the research that LLPs are a tool for
managing earnings, the empirical results do not always support the
capital management hypothesis (Leventis et al., 2011). The recent re-
search finds that the effect of the 2008 financial crisis on the quality of
financial reporting in general and earnings management in particular
has decreased financial misrepresentation (Cimini, 2015; Filip &
Raffournier, 2014). Nevertheless, the literature about the effect of the
crisis on earnings and capital management in the European banking
industry is still scarce and unclear.
Our aim in this paper is twofold: First, we investigate the existence
of earnings and capital management in European banks. Second, we
analyze whether and how the financial crisis and the ensuing sovereign
debt crisis affected this type of misrepresentation in financial reporting.
This paper extends the literature as we investigate the existence of
earnings and capital management in the banking industry after the
2008 financial crisis. According to Lobo (2017), the crisis provides an
ideal setting to study bank managers' discretion regarding reporting
choices for risk taking and financial stability. In this context, we analyze
a sample of listed and non-listed European banks during the period
from 2007 to 2014. The sample consists of banks from two groups of
countries: Greece, Portugal, Ireland, and Italy; and France and Ger-
many. This grouping gives a better understanding of the effects of the
debt crisis on different countries.
To accomplish the research objectives, we apply a multivariate re-
gression to investigate the correlation between the banks' operating
income and regulatory capital and their use of LLPs. Then, we apply the
fuzzy-set qualitative comparative analysis (fsQCA) to uncover more
causal paths behind the occurrence of LLPs. Because fsQCA considers all
causal conditions together to explain the outcome of interest, several
https://doi.org/10.1016/j.jbusres.2017.12.034
Received 18 June 2017; Received in revised form 15 December 2017; Accepted 18 December 2017
☆
The authors are grateful to financial support from FCT-Fundação para a Ciência e Tecnologia (Portugal), national funding through research grant (UID/SOC/04521/2013) and to
Marina Castilho for her assistance with data collection. The author gratefully acknowledges the helpful comments and suggestions provided by the editors, two anonymous reviewers, and
theparticipants of Gika 2017 conference.
⁎
Corresponding author at: Rua Miguel Lupi, 20, 1249-078 Lisbon, Portugal.
1
Rua Miguel Lupi, 20, 1249-078 Lisbon, Portugal.
E-mail addresses: inespinto@iseg.ulisboa.pt (I. Pinto), w.picoto@iseg.ulisboa.pt (W. Ng Picoto).
Journal of Business Research xxx (xxxx) xxx–xxx
0148-2963/ © 2017 Elsevier Inc. All rights reserved.
Please cite this article as: Pinto, I., Journal of Business Research (2017), https://doi.org/10.1016/j.jbusres.2017.12.034