Master Thesis Risk Disclosure Practices of the European Banking Sector Evidence from the 2007 Annual Reports Author: Jaap-Willem Don (288497) 1 Date: 14 August 2010 Executive summary: Since the financial crisis, there has never been so much attention towards risk disclosure by financial companies. It is important that stakeholders receive relevant information to reliably assess the risk profile of a company. This study investigates risk disclosure practices of 40 sampled banks in the European banking sector by analysing the risk information and discussing its nature. The study reveals an increase in risk disclosure compared to earlier studies, indicating that risk disclosure practices has been improved. However, the usefulness is still questioned as the information is mainly qualitative, neutral and biased towards the past. Furthermore, this study relates the extent of risk disclosure to firm specific characteristics as size, profitability, leverage, multiple listing statuses and governance 1 E-mail address: [email protected]
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Master Thesis
Risk Disclosure Practices of the European Banking Sector
Evidence from the 2007 Annual Reports
Author:
Jaap-Willem Don (288497)1
Date:
14 August 2010
Executive summary: Since the financial crisis, there has never been so much attention towards risk
disclosure by financial companies. It is important that stakeholders receive relevant information to
reliably assess the risk profile of a company. This study investigates risk disclosure practices of 40
sampled banks in the European banking sector by analysing the risk information and discussing its
nature. The study reveals an increase in risk disclosure compared to earlier studies, indicating that
risk disclosure practices has been improved. However, the usefulness is still questioned as the
information is mainly qualitative, neutral and biased towards the past. Furthermore, this study
relates the extent of risk disclosure to firm specific characteristics as size, profitability, leverage,
multiple listing statuses and governance structures. However, only size has been found significant in
explaining the variation in risk disclosure.
Keywords: risk disclosure, annual reports, banking sector, European Union
Master: Accountancy, Auditing and Control
Erasmus School of Economics, Erasmus University Rotterdam
1.1 Prologue.................................................................................................................................41.2 Research question..................................................................................................................51.3 Sub questions.........................................................................................................................61.4 Relevance...............................................................................................................................61.5 Structure.................................................................................................................................7
2.5.1 EMU..............................................................................................................................142.5.2 Central Bank and Financial Authorities.........................................................................14
2.6 Regulation and supervision and the credit crunch...............................................................142.7 Corporate governance codes................................................................................................152.8 Conclusion............................................................................................................................17
3.1 Introduction..........................................................................................................................193.2 Positive Accounting Theory..................................................................................................193.3 Agency theory.......................................................................................................................203.4 Stakeholder theory...............................................................................................................213.5 The role of disclosure...........................................................................................................223.6 Efficient market hypothesis..................................................................................................233.7 Risk and risk management....................................................................................................243.8 Banks and their (specific) risks..............................................................................................263.9 Risk disclosure: development and discussion.......................................................................273.10 Conclusion............................................................................................................................28
4.4 Factors that influence risk disclosure...................................................................................404.4.1 Studies on financial firms..............................................................................................414.4.2 Studies on nonfinancial firms........................................................................................424.4.3 Other disclosure studies................................................................................................464.4.4 Summarizing table........................................................................................................46
4.5 Usefulness of risk disclosure.................................................................................................484.6 Conclusion............................................................................................................................48
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5 Research Design....................................................................................................................49
6 Analysis and Interpretation of the Results.............................................................................60
6.1 Introduction..........................................................................................................................606.2 Descriptive statistics of the sample......................................................................................606.3 Part I: Risk disclosure practices.............................................................................................60
6.4 Part II: Regression analysis...................................................................................................666.4.1 Data analysis................................................................................................................666.4.2 Multiple regression.......................................................................................................676.4.3 Interpretation of the results..........................................................................................696.4.4 Conclusion.....................................................................................................................71
7.1 Introduction..........................................................................................................................727.2 Research conclusion.............................................................................................................727.3 Limitations............................................................................................................................737.4 Recommendations for future research.................................................................................74
9. Derivatives 9 58 56 6210. Geographic and business line diversification 10 65 63 6511. Accounting and presentation policies 7 82 84 8412. Other risks 5 62 74 84Total 104
Although the BCBS studies above examined bank disclosures in general, their conclusion can also be
applied to risk disclosures. The 2003 paper states: “Banks continued to improve significantly the
disclosure on information on liquidity, operational and legal risks as well as interest rate risk in the
banking book. This information has now become as commonly disclosed as the basic information on
market risk or credit risk” (BCBS, 2003, p. 23). The rate of banks disclosing “other risks” (operational
and legal risks, liquidity risk and interest rate risk in the banking book) increased from 65% in 1999 to
84% in 2001. Linsley and Shrives (2005, p. 210) partly attribute this to the considerable increase in
awareness of operational risk matters that has occurred during that time. Although showing an
increase, less widespread were disclosures on credit risk modeling, credit derivatives and other credit
enhancements (from 24% in 1999 to 34% in 2001). Disclosure of information on internal risk models
was also much more common for market risk than for credit risk (68% versus 33% in 2001).
A recent paper of KPMG (2008) shows the result of a survey among financial institutions in Europe
about financial risk disclosure. In the banking area, KPMG (2008, p. 6) assesses six areas of risk
disclosure, namely credit risk (1), market risk (2), ALM (asset and liability management) and treasury
risk (3), operational risk (4), business risk (5) and overall risk related to capital strategy and
shareholder value (6). The findings of the report are that the disclosure of all areas, except business
risk, on average is on a mediocre level.
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Credit risk (1) is the most developed area of disclosure in the banking sector. However, there still
exists room for improvement and KPMG relates that to the fact that not all surveyed banks did yet
apply the Basel II regulation. Indeed, the results show that financial institutions already applying
Basel II have a better quality in both quantitative and qualitative credit risk disclosure. Market risk (2)
and ALM and treasury risk (3) is generally mediocre. Gaps are found in the disclosure of risk
concentrations and in the disclosure on ALM practice and reporting. Business risk (4) is the least
developed risk disclosure area. About half of the banks provide inadequate disclosure of their
business risks. Many banks do not disclose whether they identify business risks at all and only a few
banks link these risks to their business strategies. Reputational risk, as stated by Basel II, is however
fairly well identified as a type of risk, indicating that regulatory requirements by some means drive
risk disclosure. The average operational risk (5) disclosure is also on a low level. Operational risks are
on average well defined, but the level of definition is often on a general level. Other deficiencies are
related to the disclosure of operational risk management, reporting and mitigation. The last
disclosure category, disclosure of issues related to risk and capital strategy and shareholder value (6)
is in general on a mediocre level. The dispersion of scores between institutions is fairly wide, which
means that all institutions disclose some information on the overall risk and capital management,
while the best ones provide good disclosure throughout the risk area (KPMG, 2008, p. 12-13).
4.3.2 Content analysis
Examining risk disclosures is often carried out by means of content analysis and more specific by
means of a sentence analysis. Content analysis is a method to study the content of communication.
In studies on risk disclosure, generally the written text in (parts of) the annual report is examined.
Studies on non-financial companies are Beretta and Bozzolan (2004), Lajili and Zeghal (2005), Linsley
and Shrives (2005b), Linsley and Shrives (2006), Linsley and Lawrence (2007), Amran et al. (2009) and
Michiels et al. (2009). There is only one study on financial firms using content analysis, by Linsley et
al. (2006). This is the most relevant study and a main fundament for this study and is first discussed.
Linsley et al. (2006)
The study of Linsley et al. (2006) examines risk disclosure practices within annual reports of Canadian
and UK banks. Their paper analyses and classifies the risk information communicated by the sample
banks and discusses the nature of the risk disclosure. A matched pair approach was adopted to
match nine Canadian banks listed within the ranking with UK banks of comparable size. Content
analysis was used to analyze and classify the risk disclosures within the annual reports. A total of
3,323 risk sentences were identified within the sample of annual reports. They were categorized in
credit risk, market risk, interest rate risk, operational risk, capital adequacy risk and risk management
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policies. Furthermore they were characterized according to form (qualitative or quantitative), period
(past or future) and qualification (bad, neutral or good).
The highest numbers of disclosures fall within the credit risk area, followed by market risk and capital
adequacy risk. Market risk and credit risk are both financial risks, and it is therefore expected for
banks that these risks are dominant in risk disclosures. It differs however from the BCBS 2001 survey,
where four other disclosure categories were ranked more highly than credit risk. More consistent
with the BCBS 2001 survey are the rankings of market risk and capital adequacy risk. Furthermore,
operational risk disclosures are, on a relative basis, disclosed far less than market risk, credit risk and
capital adequacy risk. This result appears to be in contrast with the findings of the BCBS surveys
(2001, 2002 and 2003), where a noticeable increase occurred in the disclosure of operational risk.
The sentence characteristic that occurred most frequently is of the ‘qualitative/neutral/future’ type
(1,156 sentences). The majority of these disclosures consist of explanations of general risk
management policy. Such information does however not provide information about specific risks
that the bank faces and nor does it explain the actions the directors have taken to manage that risk.
Qualitative disclosures are much more disclosed than quantitative disclosures. Furthermore, there
are also more future disclosures than past disclosures. This could imply that there is greater
disclosure of future information. However, if we remove the general risk management policy
statements from the ‘qualitative/neutral/future’ type, this causes a reduction from 59% to 21%
future disclosures. The level of ‘quantitative/future’ type disclosures is very low and, according to the
authors, this is due to the fact that both quantitative and future disclosures are likely to be more
sensitive and therefore subject to higher levels of proprietary cost. Regarding the qualification
characteristic, 56% of the disclosures are neutral, 12% relate to bad news and 32% relate to good
news. Linsley et al. conclude that Canadian and US banks are willing to disclose some bad risk news,
but the difficulty is knowing whether there is further bad news that remains undisclosed. A final
noteworthy finding is that in a number of cases ‘quantitative and qualitative/bad news/past’
disclosure sentences are immediately followed by ‘qualitative/good news/future’ disclosure
sentences. The authors conclude that directors appeared to want to demonstrate that any ‘past/bad’
news had been acted upon and converted into good news.
Overall, the authors conclude that the usefulness of current disclosures is questioned as relatively
little quantitative risk information is disclosed and there is a very strong bias towards disclosing past
rather than future risk-related information.
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Beretta and Bozzolan (2004)
Pioneers investigating risk disclosure were Beretta and Bozzolan (2004). They developed a framework
for the analysis of risk communication and an index to measure the quality of risk disclosure. Hence,
they applied their framework to a sample of nonfinancial companies listed on the Italian Stock
Exchange, focusing on the MD&A section only. Even though they identified 75 different risk items
being disclosed, they found that companies in general avoid communicating the expected impact in
quantitative terms of these risks and the economic direction of the firms. Furthermore, firms are also
reluctant to indicate whether the future risks disclosed will impact them, either positively or
negatively. They are more inclined to report past and present risks (Amran et al., 2009, p. 43).
Lajili and Zeghal (2005)
The study by Lajili and Zeghal (2005) examined risk information disclosures in the annual reports of
300 Canadian nonfinancial companies listed on the Toronto Stock Exchange. Employing content
analysis, they found a high degree of risk disclosure intensity, both mandatory and voluntary risk
management disclosures. However, the analytical power of such disclosures appeared to lack
uniformity, clarity and quantification, thus potentially limiting their usefulness. Related to the nature
of the disclosed risks, they found that financial risk was the most frequently disclosed risk and
include information relating to foreign currencies. Trailing behind financial risk is credit risk, followed
by market risk, which deals with companies’ reaction to competition. The authors conclude that
more formalized and comprehensive risk disclosures might be desirable in the future to effectively
reduce information asymmetries between management and stakeholders.
Linsley and Shrives (2005b)
In the UK, Linsley and Shrives (2005b, 2006) conducted two risk disclosures studies in the UK (United
Kingdom) context, by which the second paper was built upon the results of the first study. The first
paper examined risk information disclosed by UK public companies within their annual reports. Their
sample consisted of 79 nonfinancial companies listed in the FTSE 100 as on 1 January 2001. Using a
sentence-based approach they identified a total of 6,168 risk sentences. Consistent with the above
study by Lajili and Zeghal, financial risk was a dominant type of disclosure found in the sample, next
to strategic risk, which is followed by integrity risk. Most of the disclosure is qualitative in nature
which is again in line with the results of Lajili and Zeghal. An important conclusion is the fact that
directors appear to be willing to discuss external risks, but are more reluctant to discuss internal
risks. Overall, they found that the companies sampled are not providing a complete picture of the
risks they face. Minimal disclosure of quantified risk information is found and a significant proportion
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of risk disclosures consist of generalized statements of risk policy. More useful is the released
forward-looking risk information.
Linsley and Shrives (2006)
In their second paper Linsley and Shrives (2006) continued with the results from the content analysis
of the above described risk disclosure research. They deepened their investigation into the
characteristics of the risk-related sentences, and disaggregated risk disclosure into good/bad,
future/past and monetary/non-monetary disclosure. They found very few monetary assessments of
risk information, but companies did exhibit a willingness to disclose forward-looking information.
Furthermore, statements of general risk management policy dominated and a lack of coherence in
the risk narratives was noticed. This implies, according to the authors, that a risk information gap
exists and consequently stakeholders are unable to adequately assess the risk profile of a company.
Linsley and Lawrence (2007)
In 2007, Linsley performed another risk disclosure study in the UK context together with Lawrence.
They used content analysis to identify risk disclosures in the annual reports of 2001 of the 25 largest
nonfinancial companies listed in the FTSE 100. From the 25 sample reports, they identified a total of
2,770 risk-related sentences. Hence, they tested these risk disclosures for readability and
obfuscation. In common, the level of readability of the risk disclosures is difficult or very difficult. The
authors conclude that, if the risk communication has to be improved, there is a need for greater
clarity when describing and discussing risks in the annual report.
Amran et al. (2009)
To date, research on risk disclosure has been undertaken mostly in the western setting. Amran et al.
(2009) provides a study on risk reporting by focusing on the Malaysian experience. Similar to
previous studies, they used content analysis to explore the availability of risk disclosure in a total of
100 listed nonfinancial companies’ annual reports. They identified a total of 2,023 risk-related
sentences, which consisted mainly of sentences about strategic risk (647) and operation risk (613).
Financial risk is a much less frequent disclosed risk, which is opposed to the findings of the studies of
Lajili and Zeghal (2005) and Linsley and Shrives (2005b). Furthermore, the total number of sentences
dedicated for discussion of risk information is very much less when compared to the study done by
Linsley and Shrives (2005b). According to the authors, this is due to the fact that disclosure reporting
by Malaysian companies is still at the infancy stage.
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Michiels et al. (2009)
The most recent study on risk reporting is done in the Belgian context by Michiels et al. (2009). They
also investigated risk disclosures using content analysis. Their sample consisted of 46 Belgian listed
nonfinancial companies. A total of 4,037 risk-related sentences were derived from the annual reports
and they found financial risk the most frequent disclosed risk, followed by operational risk.
Disclosures on business and legal risk are the least frequent disclosed risks.
4.3.3 Disclosure index
Next to Linsley et al. (2006), two other studies have examined disclosure by financial firms. Helbok
and Wagner (2003) performed an empirical study on operational risk disclosure and Hossain (2008)
investigated the extent of disclosure in common in annual reports of banking companies in India.
Helbok and Wagner (2003)
They performed a comprehensive study on operational risk and focused on the annual reports of the
biggest banks (by total assets) in Europe, Asia and North-America from 1998 to 2001. Their sample
consisted of 59 banks and to analyze the annual reports the authors counted words and pages
related to operational risk. Next a disclosure index was developed to judge about the quality of the
disclosure. Results show that both the extent (quantity) and the depth (quality) of operational risk
disclosure had grown. The total number of banks disclosing operational risk showed an enormous
growth and rose from 41% (1998) to 92% (2001). Furthermore, the amount of disclosure increased
by a factor of four. The findings were in line with the results of the BCBS surveys.
Hossain (2008)
The study of Hossain focuses on the banking sector in India and investigates the extent of disclosure
(both mandatory and voluntary) within the annual report. His sample consisted of 38 listed banks
and he investigated the annual reports of 2002 and 2003. To measure the extent of mandatory and
voluntary disclosure an unweighted disclosure index was used. Mandatory items were derived from
laws and regulation, listing rules and guidelines in the Indian context. Voluntary items were derived
from prior research and papers (guidelines, recommendations) of international financial institutions
and accounting bodies. It is noteworthy that among the identified voluntary items, major risk
information areas are defined. Examples are disclosure about general risk management, exposure to
market, credit and liquidity risk, interest rate risk and currency risk. This implies that main parts of
risk disclosure were not mandatory over the research period.
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On average, banks published 60% of the total disclosure items of which 88% were mandatory and
25% were voluntary items. The author concluded that Indian banks are very compliant with the rules
regarding mandatory disclosure, but far behind in disclosing voluntary items. However, some
voluntary information, such as corporate social disclosure, corporate governance and risk-related
voluntary information, had been disclosed in the annual reports to an acceptable level, in the
author’s view.
4.3.4 Summarizing table
Table 2 shows a summary of the above described literature on the extent of risk disclosures. The next
paragraph will discuss the literature that relates the extent of risk disclosures to company specific
characteristics.
Table 2 The extent of risk disclosure
Author(s) Object of study Sample(size, country, period)
Methodology Results
Surveys in the financial sectorBCBS (2001)
Banks public disclosures in the annual report.
57 banks;member states;1999
Survey by means of questionnaire (104 questions).
In general, an increase in disclosures is noticed. Disclosure on liquidity, operational and legal risks increased significantly. Less prevalent were disclosures on credit risk modeling, credit derivatives and other credit enhancements.
BCBS (2002)
Banks public disclosures in the annual report.
55 banks;member states;2000
Survey by means of questionnaire (104 questions).
BCBS (2003)
Banks public disclosures in the annual report.
54 banks; member states;2001
Survey by means of questionnaire (104 questions).
KPMG (2008)
Analyze and define components and quality of best practice risk disclosure.
25 banks and14 insurance companies;Europe;2007
Survey framework: The Best Practice Risk Disclosure framework, developed by KPMG.
Disclosure of all risk areas are on an average level, except business risk. Credit risk is the most developed disclosure area. Risk disclosure can be improved significantly with limited effort.
Studies on financial firmsLinsley, Shrives,Crumpton(2006)
Analyze, classify and discuss risk disclosures in annual bank reports.
18 public listed banks;UK and Canada;2001
Matched pair analysis to match UK and Canadian banks. Content analysis to identify risk disclosures.
Credit risk is the most disclosed risk, followed by market risk and capital risk. The usefulness of current disclosures is questioned as quantitative and future risk information is disclosed much less often than qualitative and past information.
Helbok, Wagner (2003)
Examine the extent and quality of operational risk disclosure in annual bank reports.
59 banks; Europe, Asia and North-America; 1998-2001
Counting words and pages and a disclosure index to assess quantity and quality of operational risk disclosure.
Quantity and quality of operational risk disclosure has grown during the period. The number of banks disclosing operational risk doubled during the period.
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Hossain (2008)
Examining the extent of disclosure in annual bank reports.
38 banks;India;2002-2003
An unweighted disclosure index to assess the extent of disclosure.
Indian banks are compliant to mandatory disclosure, but far behind in voluntary disclosure. Risk-related information is however at an acceptable level.
Studies on nonfinancial firmsBeretta, Bozzolan (2004)
Propose a multidimensional framework for the analysis of risk communication and applying it.
85 nonfinancial companies listed on the Italian Stock Exchange;Italy;2001
Content analysis to analyze voluntary disclosure in the MD&A section.
Companies in general avoid communicating the expected impact of risks in quantitative terms. Firms focus upon disclosing information on past and present risk, rather than future risks. Firms are also reluctant to indicate whether future risks disclosed will impact them, either positively or negatively.
Lajili, Zeghal (2005)
Examine risk information disclosures in the annual reports.
300 nonfinancial companies;Canada;1999
Content analysis to analyze risk information disclosures.
High degree of risk disclosure intensity, but the usefulness is questioned. Financial risk was most disclosed, followed by credit risk and market risk.
Linsley, Shrives (2005b; 2006)
Examine risk disclosures in the annual reports.
79 nonfinancial companies;UK;2000
Content analysis by means of a sentence-based approach to identify risk disclosures.
Strategic risk and financial risk dominant, followed by integrity risk. Most of the disclosure is qualitative in nature. Statements of general risk management policy dominate and companies are not providing a complete picture of the risks.
Linsley, Lawrence (2007)
Examine risk disclosures in the annual reports and test for readability and obfuscation.
25 largest non-financial companies;UK;2000
Content analysis to identify risk disclosures and the Flesch Reading Ease formula to test for readability and obfuscation.
Level of readability of risk disclosures varies from difficult to very difficult. There is a need for greater clarity when risks are described and discussed in the annual report.
Amran, Bin and Hassan (2009)
Explore the availability of risk disclosures in the annual reports.
100 nonfinancial companies;Malaysia;2005
Content analysis by means of a sentence-based approach to identify risk disclosures.
Strategic risk and operation risk are dominant types of disclosed risk, and financial risk much less. Total risk disclosure is very much less compared to Linsley and Shrives (2005b).
Michiels, Vande-maele, Vergauwen (2009)
Examining risk disclosures in the annual reports.
46 nonfinancial companies;Belgium;2006
Content analysis by means of a sentence-based approach to identify risk disclosures.
Financial risk is most disclosed, followed by operational risk. Disclosures on business and legal risks are the least frequent disclosed risks.
4.4 Factors that influence risk disclosure
This paragraph discusses the literature that relates the extent of risk disclosures to company specific
characteristics. First, studies on financial firms (Helbok and Wagner, 2003; Linsley et al., 2006 and
Hossain, 2008) are discussed as these are most relevant for this study. Second, studies on
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nonfinancial firms are analyzed. Some of these studies are already partly addressed in the previous
paragraph. Finally, prior studies are reviewed to search for additional variables that can have a
relationship with disclosure in general and risk disclosure in specific.
4.4.1 Studies on financial firms
Helbok and Wagner (2003)
Next to investigating the extent and quality of operational risk disclosure by banks, Helbok and
Wagner tried to answer the question if there a relationship exists between bank characteristics and
disclosure. They chose two ratios as bank characteristics, equity ratio (equity / total assets, capturing
leverage) and profitability ratio (net profit / total assets) and used descriptive statistics and a logit
model to test whether the financial situation of the sampled banks could explain variation in
operational risk disclosure. Results show that relatively less well-capitalized (low equity ratio) and
less profitable banks (low profitability ratio) tend to disclose more on operational risk over the 1998
to 2001 period. Less capitalized banks have less of a capital cushion to withstand any large losses
from operational risk and therefore seem to have stronger incentives to convey to the market that
their operational risks are well managed and under control.
Linsley et al. (2006)
The exploratory study of Linsley et al. seeks to examine the association between the volume of risk
disclosures made by banks within their annual reports and potentially relevant variables. Potentially
relevant variables were identified as company size, relative profitability, level of risk and the quantity
of disclosed risk definitions. They chose total assets and market capitalization to measure bank size.
All these variables were expected to have a positive association with the level of risk disclosure. Both
measures of bank size and the quantity of disclosed risk definitions indeed showed a positive
correlation with the number of risk disclosures. However, there did not appear to be an association
between levels of risk disclosure and either bank profitability or the level of risk within the bank.
Hossain (2008)
The study of Hossain also investigates the association between company characteristics and the
extent of disclosure. The scores on the disclosure index were then tested against age, size and
profitability. Furthermore, Hossain tested the scores against the complexity of business (number of
subsidiaries) and assets-in-place, which is the proportion of fixed assets. Hossain argues that a higher
proportion of fixed assets lead to lower agency costs and consequently to lower disclosure. Finally,
board composition (proportion of non-executive directors) and market discipline (proportion of Non-
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Performing-Assets and level of Capital-Adequacy-ratio) were tested for an association with the extent
of disclosure.
To investigate the effect of each variable on the disclosure level, Hossain set up a (OLS) regression
model. The multiple regression model is significant and explains 41% (the adjusted R2 is 0.411) in the
variation of the disclosure level. Age, complexity of business and assets-in-place were however not
statistically significant (at 10%). Size and profitability were significant at the 1% level. The latter
indicates that more profitable banking companies disclose significantly more financial information
than do less profitable ones. Board composition also turned out to be significant. The proportion of
non-executive directors on the board was positively related with the disclosure level. The NPA and
CAR ratio (as proxy for market discipline) were both significantly negatively related to the level of
disclosure. The reason may be the managements’ conservative motives. In order to comply with
ratios as set by the guidelines, banks may pursue low return investments in the hope that a reduction
in risk may compensate for the lowering of returns. Therefore, banks will unwillingly limit their
voluntary disclosure of information.
4.4.2 Studies on nonfinancial firms
Beretta and Bozzolan (2004)
Both company size and industry variables were tested against the extent and quality of risk
disclosure. Company size was found to be significant, but type of industry was not statistically
significant in explaining the amount of disclosure. However, the authors emphasize on the
importance of the type of industry, because the technological and market constraints exerted by the
competitive, industrial environment on business models significantly influence the risk profile of
companies. Moreover, the types of risks a company faces are strictly related to both the unique
critical-success factors and to the typical business models of an industry.
Lajili and Zeghal (2005)
Next to examining compulsory and voluntary risk reporting for a sample of companies listed on the
Canadian stock exchange, Lajili and Zeghal also tested for relationships between the quantity of
compulsory and voluntary risk reporting and firm-specific characteristics. Performing bivariate tests,
no relationship is found between the quantity of compulsory and voluntary risk reporting and firm
size (total assets), profitability (profits), beta (β), or leverage (debt/equity and debt/total assets).
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Linsley and Shrives (2005b)
Linsley and Shrives tested for relationships between the number of risk disclosures within the annual
report and the level of risk within the company or the size of the company. A major difficulty is
determining an appropriate measure for a company’s risk level. Therefore, the authors used five
measures although all have limitations and none of them can be justified as superior to any other
measure. These measures were: asset cover, gearing ratio, beta factor, ratio of book value of equity
to market value of equity and QuiScore6. However, none of the risk measures showed a significant
association with the number of risk disclosures. Therefore higher risk companies are not naturally
disclosing more information in an effort to better explain the causes of their risks or how they are
being managed.
Next to the level of risk, Linsley and Shrives tested for the relationship between level of risk
disclosure and the size of the company. This relationship is thought to hold because larger companies
have greater numbers of stakeholders to whom they are accountable and as a consequence they
must provide more information. To measure company size, Linsley and Shrives used market value
and turnover. For both measures there was a statistically significant correlation existing between the
number of risk disclosures and the size variables.
Linsley and Shrives (2006)
In 2006, Linsley and Shrives performed another analysis on the gathered data in their previous study
(2005b). Again they tested for relationships between the level of risk disclosure and both company
size and level of risk within the company. Next to the five measures mentioned in the 2005b
research, the authors added two new measures for capturing the level of company risk: Innovest
EcoValue‘21™ ratings and the BiE (Business in the Community Index of Corporate Environmental
Engagement) index score. Both EcoValue‘21™ ratings and BiE Index scores aim to capture the level of
environmental risk of individual companies. For both measures, the authors find a positive
correlation with the number of risk disclosures. The authors carefully conclude that this implies that
companies with lower levels of environmental risk are disclosing greater amounts of risk information.
Abraham and Cox (2007)
The study by Abraham and Cox analyzes the determinants of narrative risk information in UK FTSE
100 annual reports. Ownership, governance and US listing characteristics are related to the extent of
risk information. They contributed to the research on risk reporting by identifying ownership and
6 QuiScores are developed and maintained by CRIF Decision Solutions Ltd. and are measures of the likelihood of company failure in the year following the date of calculation.
43
governance as determinants to risk reporting. Ownership and governance factors may play a vital
role in firm’s risk reporting because the annual report is prepared by the directors for share owners.
The relationship between risk disclosure and corporate ownership and governance is of interest to
regulators because institutional owners and independent directors are expected to reduce agency
problems and thus lessen the need for regulatory intervention in corporate reporting. Finally,
Abraham and Cox look whether the fact that UK companies that are dual listed in the US also have
influence on the extent of risk information. UK firms with such a listing are required to reconcile
financial statements to US accounting standards and submit this via a 20F disclosure to the SEC. US
reporting standards require additional risk disclosures compared to the UK regulation and therefore
the authors expect that UK firms listed in the US disclose a greater amount of risk disclosure in the
UK annual report.
Their sample consisted of 79 nonfinancial companies in the UK FTSE 100 index and they investigated
the 2002 annual reports. They performed content analysis on three types of narrative risk
information, business risk, financial risk and internal control risk. The results indicated that corporate
risk reporting is negatively related to share ownership by long-term institutions. Therefore the
authors conclude that this important class of institutional investor has investment preferences for
firms with a lower level of risk disclosure. Concerning governance, Abraham and Cox find both the
number of executive and the number of independent directors positively related to the level of
corporate risk reporting. This association was not found with the number of dependent nonexecutive
directors. This notion supports the emphasis on the independency of non-executive directors for
good corporate governance. Finally, the study found that UK firms with a US stock exchange listing
do disclose more risk information within the UK annual report than non-US-listed UK firms.
Hassan (2008)
Hassan performed a study in the United Arab Emirates context and his study seeks to explore the
relationship between UAE corporations’ characteristics and the level of corporate risk disclosure
(CRD). The chosen firm-specific characteristics are size, level of risk, industry type and the corporate
reserve. Results are drawn upon a sample of 41 corporations which was divided in a financial sector
(24 companies) and a nonfinancial sector (17 companies). The level of corporate risk disclosure for
each corporation is captured by a risk disclosure index which is based on accounting standards,
professional requirements, prior literature and the UAE regulatory framework.
The empirical findings show that corporate size is not significantly associated with the level of CRD, in
contrast with results of prior research. The corporate level of risk and corporate industry
44
membership are however significant in explaining the variation of CRD. The latter is consistent with
previous research, but the level of company risk is only scarcely found to be significant for the extent
of risk disclosure. Finally, corporate reserve is not significantly associated with the level of CRD.
Amran et al. (2009)
Besides investigating the extent of risk management disclosure in Malaysian annual reports, Amran
et al. also aim to empirically test the sampled companies’ characteristics against the extent of risk
disclosure. The following firm-specific characteristics were identified: product and geographical
diversification, size, type of industry and company level of risk. Performing multivariate analysis,
Amran et al.’s chosen variables were able to explain quite a lot of the variability in risk management
disclosure (the adjusted R2 was 0.433). None of the diversification variables were found to be
significant, however they were positively correlated, which is consistent with the hypothesis. The size
variable was found significant but leverage was not. This is in line with the results of the previous
studies. Finally, two of the eighth industries (infrastructure and technology industries) were found
significant, which could be, according to the authors, due to the nature of these industries.
Michiels et al. (2009)
In the Belgian context, Michiels et al. investigated also firm-specific determinants related to the
extent of risk disclosures. The identified variables were company size, profitability, level of company
risk, quality of the auditor and the presence of a risk committee and/or manager. Furthermore they
tested against the proportion of the number of non-executive directors in the board of directors.
Finally they test the extent of risk disclosures against the situations of one-tier and two-tier system
regarding the organizational structure.
The variables that they found significantly related to the extent of risk reporting are sales (as proxy of
size), profitability and beta (as proxy of the company risk level). Between size and risk reporting and
beta and risk reporting the relationship was positive, which means that companies with big sales
volumes and a higher systematic risk beta also release more risk-related information. The
relationship between risk reporting and profitability is negative, which is somewhat surprising
compared to results from previous research.
All other variables were found insignificantly related to risk reporting. Although the presence of a risk
committee and/or manager was found positively correlated in the Pearson correlation, this relation
disappeared in the multivariate regression. According to the authors, this means that the univariate
correlation between risk reporting and the presence of a risk manager/committee is driven by
45
company size. The multivariate regression model does however explain 31% (the adjusted R 2 was
0,305) of the variance in the total risk reporting score.
4.4.3 Other disclosure studies
Literature on disclosure has developed into a distinct branch of economic and accounting research.
There has been extensive research in the advanced and developing countries to measure the
corporate disclosure in financial and nonfinancial companies. A few studies will be reviewed to find
some additional variables that could influence disclosure levels.
Wallace and Naser (1995) found type of auditor significant in explaining variation in disclosure
indexes, a result that was not found by Michiels et al. (2009). In addition, scope of business was also
significantly related to the variation in disclosure levels, which means that firms classified as
conglomerates provide more disclosure than firms which are classified as non-conglomerates.
Liquidity ratios and outside shareholders’ interests were less useful in explaining variation in
disclosure indexes.
Jaggi and Low (2000) examined the impact of culture, market forces and legal system on financial
disclosures. Their results indicate that firms from common law countries are associated with higher
financial disclosures compared to firms from code law countries. Cultural values have however an
insignificant impact in common law countries, and mixed results appear in code law countries.
Haniffa and Cooke (2005) investigated the impact of culture and governance on corporate social
reporting in the Malaysian context. The ethnic background of directors and shareholders was used as
a proxy for culture. Corporate governance characteristics include board composition, multiple
directorships and type of shareholders. Their results indicate a significant positive relationship
between social disclosure and boards dominated by Malay directors, chair with multiple
directorships and foreign share ownership. The proportion of non-executive directors was predicted
to be positive, but was found negatively related to social disclosures. Control variables (size, multiple
listing and type of industry) were also significantly related to corporate social disclosure.
4.4.4 Summarizing table
Table 3 shows an overview of the discussed literature in this paragraph (except 4.4.3), about firm-
specific characteristics related to the extent of risk disclosure.
46
Table 3 Firm-specific variables and risk reporting
Author(s) Object of study Sample (size, country, period)
Methodology Results
(Risk) disclosure studies on financial firmsHelbok, Wagner (2003)
Relationship between bank characteristics and operational risk disclosure.
59 banks;Europe, Asia and North America; 1998-2001
Descriptive statistics and a logit model.
Less well-capitalized and less profitable banks tend to disclose more on operational risks.
Linsley, Shrives, Crumpton (2006)
Association between volume of risk disclosures and potentially relevant variables.
18 public listed banks;UK and Canada; 2001
Mann-Whitney U-test and Pearson’s rank correlation.
Bank size and total quantity of disclosed risk definitions were positively correlated with risk disclosure. No association found between levels of risk disclosure and either profitability or level of risk within the bank.
Hossain (2008)
Association between bank characteristics and the extent of disclosure.
38 banks; India2002-2003
Multiple regression model (OLS).
Size, profitability, board composition and market discipline were significantly related, but age, complexity of business and assets-in-place were not.
Risk disclosure studies on nonfinancial firmsBeretta, Bozzolan(2004)
Investigating the size and industry effect regarding the quantity of disclosure.
85 nonfinancial companies listed on the Italian Stock Exchange, Italy; 2001
Regression model for relative quantity, using one size variable and 6 industry variables.
Company size was found to be significant positively related. Type of industry was not significantly related in explaining the amount of disclosure.
Lajili, Zeghal (2005)
Relationships between quantity of risk reporting and firm-specific characteristics.
300 nonfinancial companies; Canada; 1999
Bivariate tests on the selected variables.
No relationships found between quantity of compulsory and voluntary risk reporting and firm size, profit, beta or leverage.
Linsley, Shrives (2005b)
Relationship between number of risk disclosures and firm-specific characteristics.
79 nonfinancial companies;UK;2000
Pearson correlation coefficients with two variables for size and five for level of risk.
Both size measures were statistically significant related with the number of risk disclosures. For all risk measures, no association was found.
Linsley, Shrives (2006)
Relationship between number of risk disclosures and environmental risk.
79 nonfinancial companies;UK;2000
Pearson correlation coefficients with two measures of environmental risk
Both measures show a positive correlation with the number of risk disclosures, implying that companies with lower levels of environmental risk are disclosing more risk information.
Abraham, Cox (2007)
Analyzing determinants of narrative risk information in the annual report.
79 nonfinancial companies;UK;2000
Regression model with defined variables regarding ownership, governance and US listing characteristics.
Risk reporting is negatively related to share ownership by long-term institutions. Number of executive and number of independent directors is positively related with risk reporting. Furthermore, US listed UK firms tend to disclose more.
47
Hassan (2008)
Explore relationship between corporate characteristics and the level of corporate risk disclosure.
24 financial and 17 nonfinancial companies;UAE;2005
Regression model with the following variables: size, risk level, industry type and level of reserves.
Corporate size and reserve are not significantly associated with the level of CRD. The level of risk and industry membership are however significant in explaining the variation of CRD.
Amran, Bin and Hassan (2009)
Empirically test the sampled companies’ characteristics against the extent of risk disclosure.
100 nonfinancial companies; Malaysia;2005
Regression model (multivariate analysis) with the following variables: size, type of industry, company risk level and diversification.
Company size was found significantly but leverage was not. None of the diversification variables were found to be significant. Two out of eight industries were, due to their nature, significant.
Michiels, Vande-maele, Vergauwen (2009)
Firm-specific determinants related to the extent of risk disclosures.
46 nonfinancial companies; Belgium;2006
Regression model and Pearson correlation, with size, profitability, risk level, quality of the auditor and governance.
Sales (size), profitability and beta (risk level) were found significantly related to the extent of risk reporting. All other variables were found insignificantly.
4.5 Usefulness of risk disclosure
Besides investigating the extent and drivers of risk reporting, other studies look specifically to the
usefulness of risk disclosure. Examples of such studies are Linsmeir et al. (2002) and Venkatachalam
(1996). These studies investigate the relationship between risk disclosure and the interest rates,
foreign currency exchange rates and commodity prices. The study by Linsmeir et al. (2002) provides
strong evidence of the usage of risk disclosure by investors. The researchers found that the
disclosure of information about market risks is useful in taking investments decisions as it reduces
the level of investor uncertainty.
4.6 Conclusion
The results of prior research on risk disclosure in both financial and nonfinancial firms have been
discussed in this chapter. Two streams of literature are important for this research: literature on the
extent of risk disclosure and literature on the firm-specific characteristics that can explain the
(variation in) the extent of risk disclosure. The most relevant studies within these streams are
summarized in table 2 and 3.
48
5 Research Design
5.1 Introduction
In this chapter the research design is discussed, to begin with the sample selection in the next
paragraph. The research conducted in this study consists of two steps. First, risk disclosures in annual
reports are examined by means of content analysis to capture the extent and characteristics of
information about risk disclosed in the annual report. This method, its methodology and the reasons
why this method is adopted are therefore discussed in the third paragraph. Second, the gathered
data in the first step is examined by means of regression analysis, to test for relationships between
the extent of risk disclosure and potential explanatory variables. Therefore the fourth paragraph
develops hypotheses about these relationships, the fifth paragraph discusses the methodology of
regression analysis and presents the regression model. The last paragraph discusses the
measurement of the independent variables.
5.2 Sample selection
To select the banks to be examined in this research, the BankScope Financials database is used
(accessible via the Wharton Research database). Removing non-EU, non-listed and non-consolidated
bank (reports), a population of 217 banks remained. BankScope also recognizes different types of
specializations for each bank, for example commercial banks or investment banks. Different types of
banks can differ in their risk profile and in order to create a homogeneous sample, only three types
of specializations are considered: commercial banks (111), cooperative banks (25) and bank holdings
and holding companies (31). Other specializations were not taken into consideration to avoid that
they would affect the results (such as Mortgage banks, Investment banks, Islamic Banks,
Governmental Credit Institutions and Securities Firms). After that, twelve local Crédit Agricole
subsidiaries were removed from the sample, as they are subsidiaries of the French national Crédit
Agricole. Using the Ernst & Young sampling assistant tool in Excel, a number of 40 banks have been
selected from the number of remaining banks (155). The list of the final sample selection is showed
in appendix C. The EU area is chosen because of its harmonized accounting standards system (IFRSs).
The year 2007 is chosen because in that year the credit crunch occurred, resulting in turbulence on
the financial markets and volatility on the stock market, and thus may coincide with listed firms
placing greater value on risk disclosure. Furthermore, the increased regulation of IFRS 7 and Basel II
forces banks to disclose more risk information. All annual reports were with a year-end date of 31
December 2007, which ensures comparability of the annual reports that formed the basis for the
content analysis.
49
5.3 Content analysis
Accounting researchers have increasingly focused their efforts on investigating disclosure, in
particular the determinants of disclosure and the capital market consequences of disclosure.
According to Beattie et al. (2004, p. 2), two principal ways of measuring disclosure have been
employed. The first approach has been to use subjective analyst disclosure rankings. This approach is
not without conceptual problems, the practical problem is availability. Rankings are scarce and often
only available in the United States. The second approach has been to analyze the content of
narratives with either researcher-constructed disclosure indices or content analysis (see for a
discussion of these methods Beattie et al., 2004, p. 4-9).
Beattie et al. (2004, p. 10) argue that the extant approaches to the analysis of accounting narratives
in annual reports suffer from two fundamental limitations. First, they are essentially one-
dimensional, whereas disclosure is a complex, multi-faceted concept. To overcome this limitation,
this study captures multiple dimensions of risk disclosure. The first dimension to be considered is
topic, which in this study consist of the major risk areas. Hence, specific risk information is being
nested within the defined risk categories. In addition to this, three type attributes are defined, based
upon the following dichotomous descriptors: past/future, quantitative/qualitative and
good/neutral/bad.
The second limitation is that many extant approaches are partial, either because they examine only
selected sections of the annual report or because they focus on particular issues or pre-selected
items. In my view, this is not a limitation of the approaches but a limitation of the respective studies,
caused by the decisions of the researchers. This study is about risk disclosure, so obviously only
attention is paid to risk information. Previous literature (see chapter 4) shows that risk information
can be find throughout the entire annual report, for example in the notes but also in the
management report. Mandatory accounting information is usually disclosed in the notes to the
financial statements, but IFRS 7 leaves companies free to choose where to disclose the related risk
information. Hence, this study has chosen to analyze the entire content of the annual reports in
order to avoid biased results from a too narrow focus. Furthermore, the annual report has been
defined as the ‘main disclosure vehicle’, concluding that it is the most comprehensive financial report
available to the public (Beretta and Bozzolan, 2004, p. 276). In addition, Lang and Lundholm (1993)
showed that the disclosure level in annual reports is positively correlated with the amount of
corporate disclosure communicated to the market and stakeholders using other media.
50
Content analysis is a means of categorizing items of text. For valid inferences to be drawn, it is
important that the classification procedure is reliable and valid. Reliable means that different people
would code the text in the same way, and valid means that the variables generated from the
classification procedure represent what the researcher intended it to represent. Three types of
reliability can be identified: stability (the extent to which the same coder is consistent over time
when coding the same content); reproducibility or inter-coder reliability (the extent to which
different coders produce the same results when coding the same content); and accuracy (the extent
to which the classification of texts corresponds to a standard or norm) (Krippendorf, 1980, p. 130-
132). To improve reliability of content analysis, previous studies usually use more than one coder for
at least a part of the sample.
Weber (1985, p. 23-24) provides useful discussions regarding how to develop and test a coding
scheme. The basic steps are:
1. define the recording unit (e.g., word, sentence, theme);
Capital disclosuresCapital structure Main features of capital instruments
Amounts of tier 1, 2 and 3 capitalCapital requirements
Capital adequacy
Risk exposure and assessment disclosuresCredit risk General disclosure of risk management objectives and policies
for each separate risk area including:Strategies and processesStructure and organization of the relevant risk mgt functionsScope and nature of risk reporting and measurement systemsPolicies for hedging and mitigating risks
Specific disclosures for each separate risk area as prescribed
BANK NAME COUNTRY TOTAL ASSETS (USD, in millions, 2007)
BKS Bank AUSTRIA 5.752KBC Group BELGIUM 523.476First Investment Bank BULGARIA 3.156Bank of Cyprus Group CYPRUS 46.759Marfin Popular Bank CYPRUS 44.542Komercni Banka CZECH REPUBLIC 36.609Spar Nord Bank DENMARK 12.491Amagerbanken DENMARK 6.128Vestjysk Bank DENMARK 3.648BNP Paribas FRANCE 2.494.412Société Générale FRANCE 1.577.745Crédit Agricole FRANCE 2.081.883Commerzbank GERMANY 907.514Deutsche Bank GERMANY 2.833.804Comdirect Bank GERMANY 12.120Bank of Attica GREECE 5.747General Bank of Greece GREECE 6.381EFG Eurobank Ergasias GREECE 100.676Allied Irish Banks IRELAND 261.831Banca Ifis ITALY 1.877Banca Generali ITALY 6.199Banca Popolare di Milano ITALY 64.223Credito Valtellinese Soc Coop ITALY 25.362Banco Desio SpA ITALY 11.893Banca popolare dell'Etruria e del Lazio ITALY 12.587Siauliu Bankas LITHUANIA 875FIMBank Plc MALTA 571Van Lanschot NETHERLANDS 31.972ING Groep NETHERLANDS 1.932.151Bank Zachodni WBK POLAND 16.969Banco BPI PORTUGAL 59.688Tatra Banka SLOVAKIA 11.032OTP Banka Slovensko SLOVAKIA 2.167Probanka d.d. Maribor SLOVENIA 1.613Bankinter SPAIN 73.088Banco Bilbao Vizcaya Argentaria SPAIN 502.204Svenska Handelsbanken SWEDEN 289.915Barclays UNITED KINGDOM 2.459.149Schroders UNITED KINGDOM 13.778HSBC Holdings UNITED KINGDOM 2.354.266
4 Operational risk failing of internal processesfailing of people; human error riskfailing of systems; IT riskinformation access and availability riskfraud riskinternal control weaknessescustomer satisfactionproduct and service failure risk
5 Business risk strategic riskcompetition riskreputation risk environmental risksystemic risk
6 Legal risk lawsuits, litigationchange in political environmentchange in legislationchange in tax law
7.
Capital structure and adequacy risk off balance structures
risk based ratiosrisk exposures of on- and off balance assets
8.
Risk management and policies risk management
actions and policies
83
* This model shows the most relevant risk areas for the banking industry and is based upon theory
and the risk classification models of Linsley et al. (2006), KPMG (2008), Amran et al. (2009) and
Michiels et al. (2009).
84
Appendix E
Coding grid
Market risk
Credit risk
Liqui-dity risk
Oper-ational risk
Business risk
Legal risk
Capital structure, adequacy risk
Risk management and policies
Sentence characteristics 1 2 3 4 5 6 7 8Quantitative Good Future AQuantitative Bad Future BQuantitative Neutral Future CQualitative Good Future DQualitative Bad Future EQualitative Neutral Future FQuantitative Good Past GQuantitative Bad Past HQuantitative Neutral Past IQualitative Good Past JQualitative Bad Past KQualitative Neutral Past L
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Appendix F
Based upon Linsley et al. (2006) and Amran et al. (2009)
Decision rules for coding risk disclosures
(1) To identify risk disclosures, a broad definition of risk is adopted as explained below.
(2) Sentences are to be coded as risk disclosures if the reader is informed of any opportunity or
prospect, or of any hazard, danger, harm, threat or exposure, that has already impacted
upon the company, or may impact upon the company in the future or of the management of
any such opportunity, prospect, hazard, harm, threat or exposure.
(3) The risk definition just stated shall be interpreted such that “good” or “bad” “risk” and
uncertainties will be deemed to be contained within the definition.
(4) The type of risk disclosure shall be classified according to appendix E.
(5) If a sentence has more than one possible classification, the information will be classified into
the category that is most emphasized within the sentences.
(6) Tables (quantitative and qualitative) that provide risk information should be interpreted as
one line equals one sentence and classified accordingly.
(7) Any disclosure that is repeated shall be recorded as a risk disclosure sentence only when new
information is revealed or discussed.
(8) If a disclosure is too vague in its reference to risk, then it shall not be recorded as risk
disclosure.
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Appendix G
Examples of risk disclosure in the sampled banks’ annual reports:
Commerzbank, Germany, p. 99: “Commerzbank has been able to respond quickly and strategically to
changing market situations using the liquidity risk measurement and control method that was
developed and established internally years ago – the available net liquidity (ANL) concept.”
Coded as J3 in the coding grid: liquidity risk, good news, qualitative and referring to the past.
FIMBank, Malta, p. 51: “As the Group carries out activities with counter-parties in emerging markets,
there are certain risk factors which are particular to such activities and which require careful
consideration by prospective investors since they are not usually associated with activities in more
developed markets.”
Coded as F2 in the coding grid. Counterparty risk is subcategorized under credit risk, it is neutral
news and refers to current practices that are in place and will be, and as such characterized as future
news.
Barclays, United Kingdom, p. 81: “Barclays Capital’s market risk exposure, as measured by average
total Daily Value at Risk (DVaR), increased to an average of £42m in 2007.”
Coded as H1 in the coding grid. Market risk, quantitative, refers to the past and can be interpreted as
bad news, taking the context into consideration.
ING, Netherlands, p. 83: “ING Bank has a framework of risk management policies, procedures and
standards in place to create consistency throughout the organization, and to define minimum
requirements that are binding on all business units.”
Coded as F8 in the coding grid. Disclosure about risk management policies, currently in place, neutral
and qualitative of nature.
Svenska Handelsbanken, Sweden, p. 54: “The economic capital model which is a component in this, is
designed to ensure that the Group has sufficient capital in relation to all its risks at any point in time.”
Coded as F7 in the coding grid. Capital structure and adequacy risk, qualitative, and future
information.
87
Appendix H
BANK NAME RISK DISCLOSURE SCORESvenska Handelsbanken 321Spar Nord Bank 163Amagerbanken 158Vestjysk Bank 59BNP Paribas 314Société Générale 288Crédit Agricole 518Commerzbank 461Deutsche Bank 506Comdirect Bank 158Banca Ifis 175Banca Generali 155Bank of Attica SA 40General Bank of Greece 104Allied Irish Banks 393EFG Eurobank Ergasias 122Banca Popolare di Milano 279Van Lanschot 239ING Groep 701Bankinter 211Banco Bilbao Vizcaya Argentaria 350Barclays 753Schroders 152Bank of Cyprus Group 182Marfin Popular Bank 168Komercni Banka 243Bank Zachodni 248Banco BPI 285HSBC Holdings 735Tatra Banka 142OTP Banka Slovensko 70Siauliu Bankas 117Probanka d.d. Maribor 189Credito Valtellinese 225FIMBank 112Banco Desio 247Banca popolare dell'Etruria e del Lazio 170BKS Bank AG 167KBC Group 300First Investment Bank 109
Appendix I
88
Output SPSS – OLS Regression
Model Summaryb
Model R R Square
Adjusted R
Square
Std. Error of the
Estimate Durbin-Watson
1 ,849a ,720 ,669 ,37605 1,684
a. Predictors: (Constant), TIER, LNLEV, ML, CR_TF, LNPROF, LNSIZE
b. Dependent Variable: LNRDSCORE
Coefficientsa
Model
Unstandardized
Coefficients
Standardized
Coefficients
t Sig.
Collinearity Statistics
B Std. Error Beta Tolerance VIF
1 (Constant) 3,252 ,931 3,493 ,001
LNSIZE ,205 ,054 ,786 3,784 ,001 ,197 5,086
LNPROF ,134 ,170 ,136 ,790 ,435 ,284 3,517
LNLEV -,007 ,249 -,007 -,029 ,977 ,163 6,152
ML ,133 ,200 ,089 ,665 ,511 ,471 2,125
CR_TF -,064 ,101 -,093 -,631 ,532 ,388 2,575
TIER ,170 ,137 ,126 1,241 ,223 ,825 1,213
a. Dependent Variable: LNRDSCORE
NONEXEC -1,130 ,805 -,204 -1,404 ,176 ,738 1,355
89
Output SPSS – Rank Regression
Model Summaryb
Model R R Square
Adjusted R
Square
Std. Error of the
Estimate Durbin-Watson
1 ,857a ,734 ,686 6,551275 1,857
a. Predictors: (Constant), TIER, Rank of LEV_ED, ML, CR_TF, Rank of ROA, Rank of
TA_USD_MIL
b. Dependent Variable: Rank of RDSCORE
Coefficientsa
Model
Unstandardized
Coefficients
Standardized
Coefficients
t Sig.
Collinearity Statistics
B Std. Error Beta Tolerance VIF
1 (Constant) 3,348 8,354 ,401 ,691
Rank of TA_USD_MIL ,769 ,179 ,769 4,284 ,000 ,250 3,997
Rank of ROA ,071 ,132 ,071 ,537 ,595 ,461 2,171
Rank of LEV_ED -,034 ,187 -,034 -,183 ,856 ,230 4,350
ML 3,353 3,326 ,126 1,008 ,321 ,517 1,934
CR_TF -,263 1,788 -,022 -,147 ,884 ,374 2,675
TIER 1,738 2,355 ,072 ,738 ,466 ,850 1,176
a. Dependent Variable: Rank of RDSCORE
Rank of NONEXEC -,171 ,220 -,110 -,779 ,446 ,723 1,383