A Service of
Leibniz-Informationszentrum econstor Wirtschaft Leibniz Information Centre Make Your Publications Visible. zbw for Economics
Baele, Lieven; Ferrando, Annalisa; Hördahl, Peter; Krylova, Elizaveta; Monnet, Cyril
Research Report Measuring financial integration in the euro area
ECB Occasional Paper, No. 14
Provided in Cooperation with: European Central Bank (ECB)
Suggested Citation: Baele, Lieven; Ferrando, Annalisa; Hördahl, Peter; Krylova, Elizaveta; Monnet, Cyril (2004) : Measuring financial integration in the euro area, ECB Occasional Paper, No. 14, European Central Bank (ECB), Frankfurt a. M.
This Version is available at: http://hdl.handle.net/10419/154467
Standard-Nutzungsbedingungen: Terms of use:
Die Dokumente auf EconStor dürfen zu eigenen wissenschaftlichen Documents in EconStor may be saved and copied for your Zwecken und zum Privatgebrauch gespeichert und kopiert werden. personal and scholarly purposes.
Sie dürfen die Dokumente nicht für öffentliche oder kommerzielle You are not to copy documents for public or commercial Zwecke vervielfältigen, öffentlich ausstellen, öffentlich zugänglich purposes, to exhibit the documents publicly, to make them machen, vertreiben oder anderweitig nutzen. publicly available on the internet, or to distribute or otherwise use the documents in public. Sofern die Verfasser die Dokumente unter Open-Content-Lizenzen (insbesondere CC-Lizenzen) zur Verfügung gestellt haben sollten, If the documents have been made available under an Open gelten abweichend von diesen Nutzungsbedingungen die in der dort Content Licence (especially Creative Commons Licences), you genannten Lizenz gewährten Nutzungsrechte. may exercise further usage rights as specified in the indicated licence. www.econstor.eu OCCASIONAL PAPER SERIES NO. 14 / APRIL 2004
MEASURING FINANCIAL INTEGRATION IN THE EURO AREA
by Lieven Baele, Annalisa Ferrando, Peter Hördahl, Elizaveta Krylova and Cyril Monnet OCCASIONAL PAPER SERIES NO. 14 / APRIL 2004
MEASURING FINANCIAL INTEGRATION IN THE EURO AREA
by Lieven Baele 1, Annalisa Ferrando 2, Peter Hördahl 2, Elizaveta Krylova 2 and Cyril Monnet 2
In 2004 all ECB publications will feature a motif taken This paper can be downloaded from from the €100 banknote. the ECB’s website (http://www.ecb.int).
1 Department of Financial Economics, Ghent University. 2 European Central Bank. This paper draws on the results of a project on Measuring financial integration in the euro area, conducted while Lieven Baele and Elizaveta Krylova were visiting the ECB. The authors would like to thank Geert Bekaert, Jesper Berg, Vitor Gaspar, Philipp Hartmann, Hans-Joachim Klöckers, Francesco Mongelli and Francesco Papadia for providing useful comments at various stages of the project, as well as an anonymous referee for helpful suggestions. The views expressed in this paper are those of the authors and do not necessarily reflect those of the ECB or the Eurosystem. © European Central Bank, 2004
Address Kaiserstrasse 29 60311 Frankfurt am Main Germany
Postal address Postfach 16 03 19 60066 Frankfurt am Main Germany
Telephone +49 69 1344 0
Website http://www.ecb.int
Fax +49 69 1344 6000
Telex 411 144 ecb d
All rights reserved. Reproduction for educational and non-commercial purposes is permitted provided that the source is acknowledged.
The views expressed in this paper do not necessarily reflect those of the European Central Bank.
ISSN 1607-1484 (print) ISSN 1725-6534 (online) CONTENTS
1 INTRODUCTION 4 APPENDIX 1: DESCRIPTION OF THE CORPORATE BOND DATASET AND FILTERS 82 2 FINANCIAL INTEGRATION: DEFINITION AND APPENDIX 2: ESTIMATION RESULTS FOR EUROPEAN BENEFITS 6 AND US SHOCKS SPILLOVER 2.1 Definition of financial integration 6 INTENSITIES 83 2.2 Benefits of financial integration 7 10 REFERENCES 89 3 A COMMON FRAMEWORK FOR MEASURING EUROPEAN CENTRAL BANK OCCASIONAL PAPER FINANCIAL INTEGRATION 11 SERIES 95 3.1 Price-based measures of financial integration 12 3.2 News-based measures 18 3.3 Quantity-based measures of financial integration 21
4 EURO AREA MONEY MARKETS 23 4.1 Market developments 23 4.2 Measures of integration 25 4.3 Summary 33
5 EURO AREA GOVERNMENT BOND MARKETS 34 5.1 Market developments 34 5.2 Measures of integration 36 5.3 Summary 44
6 EURO AREA CORPORATE BOND MARKETS 45 6.1 Market developments 45 6.2 Measures of integration 48 6.3 Summary 54
7 EURO AREA BANK CREDIT MARKETS 55 7.1 Market developments 55 7.2 Measures of integration 56 7.3 Summary 66
8 EURO AREA EQUITY MARKETS 67 8.1 Market developments 67 8.2 Measures of integration 69 8.3 Summary 79
9 SUMMARY AND CONCLUSIONS 80
ECB Occasional Paper No. 14 April 2004 3 1 INTRODUCTION
During the last decade, the European financial financial stability. Monitoring integration is landscape has changed dramatically, and the therefore important for regulators and central establishment of Economic and Monetary banks. The ECB explicitly expressed its interest Union (EMU) seems to have accelerated the in financial integration in a recent ECB Monthly pace of these changes. One important change Bulletin article on “The integration of Europe’s has been the continued process of integration in financial markets” (ECB, 2003a).3 Tellingly the European financial markets, which has brought main topic of the 2nd ECB Central Banking about a surge in cross-border trading. However, Conference was the transformation of the some segments of the market seem to have made European financial system (see Gaspar et al., greater progress than others in terms of 2003). integration. European financial integration is an important issue, since both economic theory and Given these reasons for monitoring financial empirical findings suggest that the integration integration, this paper proposes a number of and development of financial markets are likely measures to quantify the state and evolution of to contribute to economic growth by removing financial integration in the euro area. We focus frictions and barriers to exchange, and by explicitly on the euro area and its member allocating capital more efficiently. To this end, a countries, rather than on euro-currency markets number of initiatives promoting greater which are located both within and outside the integration in European financial markets, such area. The measures proposed here are applied to as the Financial Services Action Plan (FSAP)1, a number of key markets, namely the money, have been pursued and both policy makers and corporate bond, government bond, credit and market participants are discussing new ones. equity markets. Hence, the paper’s main While it is generally agreed that deepening objective is to present a set of specific measures financial integration is beneficial on the whole, to assess (1) the current level of integration in it is also conceivable that it may have less different euro area financial markets and (2) positive effects. For example, too much whether integration is progressing, stable or consolidation in a market segment might hinder regressing. In order to facilitate the comparison competition.2 As a consequence, it is extremely across markets, we devise a common important to monitor and understand the methodological framework built upon a precise process of financial market integration. In definition of financial integration. Our addition, insofar as policymakers and private agents see good reasons to promote further 1 See EU Commission 1999 and the website http://europa.eu.int/ comm/internal_market/en/finances/actionplan/index.htm. integration, it is important to measure 2 Financial integration obviously does not necessarily have accurately the state of integration in various implications for consolidation in some market segments. While integration may lead to further consolidation in an industry, due to segments of the market so that we may identify increased competition for instance, there is no direct causal link areas where further initiatives are particularly between integration and consolidation. needed. 3 The ECB interest in financial integration has already resulted in several activities and undertakings. First, the Report on Financial Structures (ECB, 2002a) provides a description of the financial Financial integration is also important for other structures of the euro area countries and their recent evolution. Moreover, Cabral et al. (2002) examined the integration of the reasons. For example, since monetary policy is euro area banking market. While their study is similar to our implemented through the financial system, this analysis of the credit market, the present paper focuses mainly on system must be as efficient as possible in order measures of financial integration in retail banking activities and should be seen as a complement to the banking integration study. to guarantee a smooth and effective The structure of the banking sector has also been thoroughly transmission of monetary policy. The degree of analysed in the Banking Supervision Committee report (ECB, financial integration is therefore important in 2003b). Hartmann et al. (2003) deal with a broader set of issues than measures of integration, addressing also financial structure determining how effectively this transmission and policy initiatives. Finally, the ECB is engaged in several will work in practice. In addition, financial activities in order to promote research in financial integration, such as the ECB-CFS research network on “Capital Markets and integration affects the structure of the financial Financial on Integration in Europe” (see www.eu-financial- system, which in turn may have implications for system.org).
ECB Occasional Paper No. 14 4 April 2004 1 definition is based on the notion that financial importance for monetary policy implementation. Introduction integration in euro area financial markets is The Commission’s work is complementary to achieved when all economic agents in euro area ours, as it also provides indicators related to the financial markets face identical rules and have efficiency of financial integration, a topic which equal access to financial instruments or services is beyond the scope of the present study. in these markets. In order to make this definition operational for the purpose of The paper is structured as follows. In the measuring the degree of financial integration in second chapter, we present the definition of various market segments, we consider two financial integration used throughout this broad categories of measures based on the law study. We then discuss benefits of financial of one price: price-based and news-based integration, as well as possible caveats. Chapter measures. In addition, we briefly consider 3 describes the common framework we use to information about euro area financial assess the degree of financial integration in the integration coming from quantity-based euro area and the methods used to construct the measures. Our choice of measures is such that measures. The remaining sections are devoted they can be regularly updated so as to serve as to applying the measures to each of the euro tools for monitoring and assessing the changes area market segments we are interested in. and trends in euro area financial market Chapter 4 considers the money market, Chapter integration. 5 and 6 the government and corporate bond markets, respectively, Chapter 7 the bank credit In devising the measures, we were inspired by market, and, finally, Chapter 8 analyses the the existing literature on measuring financial euro area equity market. Chapter 9 summarises integration, notably Adam et al. (2002) and the results and provides some conclusions. Adjaouté and Danthine (2003), and our study can be seen as a complement to these two. The study by Adam et al. (2002) formed the background for a recent Commission services working paper, “Tracking EU Financial Integration”4. The study presents several price- based and quantity-based indicators. While some similarities exist between the work done at the Commission’s request and this paper, there are important differences. First, we complete the list of price-based measures presented by the Commission study by considering, in addition to interest rate convergence, the extent to which interest rates are affected by common news as compared with local news. Furthermore, we study the impact of country versus sector effects on equity markets and measure the importance of country-specific effects in the pricing of corporate bonds in the euro area. To our knowledge, this paper is the first to analyse the state of integration in the euro area’s rapidly expanding corporate bond market. Finally, with the help of more detailed data from the money market, we are able to 4 See European Commission (2003) and the website http:// provide a much more detailed analysis of europa.eu.int/comm/internal_market/en/finances/cross-sector/ integration in this market, which is of great index.htm#tracking.
ECB Occasional Paper No. 14 April 2004 5 2 FINANCIAL INTEGRATION: DEFINITION AND BENEFITS
In this chapter, we first define financial of capital either through institutions or markets integration. Then we briefly review the – can persist after financial integration is generally accepted benefits of financial completed. Our definition stresses that financial integration. integration is not about removing frictions that hamper the optimal allocation of capital. Rather, financial integration is concerned with the 2.1 DEFINITION OF FINANCIAL INTEGRATION symmetric or asymmetric effects of existing frictions on different areas. In other words, We adopt the following definition of an even in the presence of frictions, several areas integrated financial market: can be financially integrated as long as frictions affect these areas symmetrically. Just to The market for a given set of financial illustrate this point, let us consider France and instruments and/or services is fully integrated if Germany as an area. Suppose that all financial all potential market participants with the same contracts in a given country must by law be relevant characteristics written in the language of that country. German (1) face a single set of rules when they decide citizens contracting in France would be treated to deal with those financial instruments asymmetrically relative to French citizens and/or services; contracting in France, as the Germans would (2) have equal access to the above-mentioned bear the cost of translating the contracts, while set of financial instruments and/or services; French citizens would not. Now, suppose and instead that all financial contracts in the area (3) are treated equally when they are active in must be written in a third language. In this case the market. there is still a friction, as both French and German citizens would have to bear the The adopted definition of financial integration translation cost from this third language into contains three important features. their respective languages. However, both French and German citizens are treated First, it is independent of the financial symmetrically by this friction, which therefore structures within regions. Financial structures does not constitute a barrier to financial encompass all financial intermediaries – integration between the two countries. In the institutions or markets – and how they relate to next chapter, we will describe a common each other with respect to the flow of funds to framework for measuring financial integration and from households, governments and in which price-based measures rely strongly on corporations. It is not unusual for regions to this aspect of the definition. develop different financial structures before integration takes place. As habits persist, it is Third, our definition of financial integration not surprising if these different structures separates the two constituents of a financial remain once regions are integrated. Indeed, market, namely the supply of and the demand there is no support for the claim that financial for investment opportunities. Full integration integration will lead to a convergence in requires the same access to banks or financial structures. On the contrary, Hartmann trading, clearing and settlement platforms for et al. (2003) find that the importance of both investors (demand for investment currency deposits and of loans in different euro opportunities) and firms (supply of investment area countries has become more heterogeneous opportunities, e.g. listings), regardless of their over time, including the period following the region of origin. In addition, once access has introduction of the euro. been granted, full integration requires that there is no discrimination among comparable market Second, frictions in the process of participants based solely on their location intermediation – i.e. the access to or investment of origin. When a structure systematically
ECB Occasional Paper No. 14 6 April 2004 2 discriminates against foreign investment natural basis for developing quantitative Financial opportunities due to, say, national legal measures of financial integration. integration: definition and restrictions, then the area is not financially Consequently, most of our integration measures benefits integrated. An area can also be partially will depend explicitly on the law of one price. financially integrated. This is the case if, for example, a region does not favour the access of domestic investors over foreign ones, but does 2.2 BENEFITS OF FINANCIAL INTEGRATION impose constraints on the listings of foreign firms on the domestic exchange. Our quantity- In this section, we consider three widely based measures will be related to this aspect of accepted interrelated benefits of financial the definition. integration: more opportunities for risk sharing and risk diversification, better allocation of The adopted definition of financial integration capital among investment opportunities, and is closely linked to the law of one price, which potential for higher growth. Below, we first many other studies have chosen as their discuss these benefits in more detail and then definition of financial integration. The law of consider some caveats. one price states that if assets have identical risks and returns, then they should be priced 2.2.1 RISK SHARING identically regardless of where they are transacted.5 The definition of financial Financial integration should offer additional integration stated above encompasses the law of opportunities to share risk and to smooth one price. If the law of one price does not hold, consumption inter-temporally. This is an then there is room for arbitrage opportunities. important element of financial integration. However, if the investment of capital is non- Kalemli-Ozcan et al. (2001) provide empirical discriminatory, then any investors will be free evidence that sharing risk across regions to exploit any arbitrage opportunities, which enhances specialisation in production, thereby will then cease to exist, thereby restoring the resulting in well-known benefits. The increase validity of the law of one price. in the set of financial instruments and in the cross-ownership of assets resulting from Although the law of one price is very attractive financial integration should offer additional since it allows for quantitative measures of possibilities to diversify portfolios and share financial integration, it still misses an important idiosyncratic risk across regions. From aspect of financial integration, namely whether theoretical models of risk-sharing6, we know the supply of investment opportunities is that when agents in an area fully share risk, the subject to discriminatory practices or not. consumption of agents in one region co-moves Indeed, in practice the law of one price can only with that of agents located in other regions of be tested on instruments that are listed or that area, while consumption does not co-move quoted. Hence, the analysis based on the law of with region-specific shocks. There is a lot of one price cannot serve as a basis for measuring evidence that this level of risk sharing is not yet integration among unlisted instruments. For achieved in the euro area. Adjaouté and instance, take an asset that may not be listed Danthine (2003) find that consumption growth on one region’s exchange because of that rates in the euro area are less correlated than are exchange’s discriminatory practices. In this GDP growth rates, suggesting that risk sharing case, while it is possible for the law of one price to hold, we would not consider the whole 5 In addition to financial instruments, the law of one price should also apply to the goods market. However, given transportation area to be financially integrated. As a costs and other frictions (non fungibility, non storability, etc.) that consequence, we have adopted the more general are impossible or difficult to remove, the law of one price is unlikely to hold as well in the goods market as in financial aforementioned definition. That said, checking markets. the validity of the law of one price remains the 6 See for instance Cochrane (1991) or Townsend (1994).
ECB Occasional Paper No. 14 April 2004 7 opportunities are far from fully exploited. This intermediation costs. Moreover, the authors complements the study of Adam et al. (2002), argue that this should render these regions’ which rejects the hypothesis that consumption financial systems more attractive, thus growth rates are unaffected by idiosyncratic enhancing participation from local and foreign changes in GDP growth rates. Hence, further agents and contributing to further development financial integration should bring additional of these financial systems. gains that have yet to be fully exploited. In an alternative scenario, the financial system 2.2.2 IMPROVED CAPITAL ALLOCATION in the more financially developed regions overtakes all or parts of the intermediation It is a generally accepted view that greater process in the least financially developed financial integration should allow a better regions. This is notably the case in the new EU allocation of capital. The complete elimination member states. A recent ECB study (Financial of barriers to trading, clearing and settlement sectors in the EU accession countries, 2002b) platforms will allow firms to choose the most observed a high degree of foreign involvement efficient trading, clearing and/or settlement in almost all financial market segments in these platforms. In addition, investors will be countries. With respect to the degree of permitted to invest their funds wherever they financial integration, what counts is increased believe these funds will be allocated to the most availability of intermediated investment productive uses. More productive investment opportunities, not the location of the opportunities will therefore become available to intermediation. As a matter of fact, if the some or all investors, and a reallocation of financial system of a financially well-developed funds to the most productive investment region takes all or parts of the financial opportunities will take place. activities of another region, then one may regard this process as a development in the 2.2.3 ECONOMIC GROWTH financial system of the latter region. However, there is concern that financial integration could Another implication of greater financial result in a wave of consolidation that might integration, which is partially linked to the issue hamper the efficient process of intermediation. of capital allocation described above, is For instance, bank sector take-overs could additional economic growth. One channel create a monopoly. Since it is crucial for the through which financial integration acts upon overall financial system to remain efficient after economic growth is greater financial financial integration has taken place, it may be development. desirable to monitor the process of integration closely as it unfolds. Financial integration should increase flows of funds for investment opportunities in some The link between financial development and regions. This should be the case whenever financial integration is of the utmost financial integration facilitates the access to importance, as there is strong evidence that investment opportunities in these regions, financial development is linked with economic provided they are more productive relative growth.7 As described in Levine (1997), to foreign ones. With additional funds flowing financial systems serve some basic purposes. in, further financial development of these Among others, they 1) lower uncertainty by regions appears plausible, as discussed in facilitating the trading, hedging, diversifying Gianetti et al. (2002). In that report, the authors and pooling of risk; 2) allocate resources; argue that the integration process will increase and 3) mobilise savings. These functions may competition within less developed regions
and thereby improve the efficiency of their 7 For a short but rather complete summary on this issue, see also financial systems by, for instance, reducing London Economics (2002).
ECB Occasional Paper No. 14 8 April 2004 2 affect economic growth through capital and 2.2.4 THEORETICAL CAVEATS Financial technological accumulation in an intuitive way. integration: definition and Risk-sharing opportunities make it possible to From a theoretical perspective, financial benefits finance projects with potentially very high integration might not be sufficient to produce return but great risk, as risk-averse investors the most efficient outcome, unless it results in can hedge their position to some extent. As financial markets in which one can perfectly intermediaries specialise in the collection and hedge risks, i.e. complete markets. When dissemination of information, the allocation of financial markets are complete, risk-averse resources can be performed more efficiently and agents can achieve full risk sharing and perfect at a lower cost. Also, project owners with low consumption smoothing. As shown by the initial capital can turn to an intermediary that analysis in Hart (1975), expanding the set of can mobilise savings so as to cover the initial financial instruments when markets are costs. These channels are quantitatively incomplete is guaranteed to be beneficial only if important, as Levine (1997) stresses, “While the new instruments bring enough hedging many gaps remain, broad cross-country opportunities to complete the markets. comparisons, individual country studies, Otherwise, he shows that it is possible that all industry-level analyses, and firm-level agents might actually be worse off because investigations point in the same direction: the returns on assets in different states depend on functioning of financial systems is vitally state prices. Introducing a new security can linked to economic growth” (p.689-690).8 distort the equilibrium prices of the existing However, while Levine (1997) recognises the securities in such a way that the new returns positive relationship between economic growth offer fewer rather than more risk sharing and financial development, he is careful not to opportunities. From the perspective of a risk- infer any causality. Indeed, economic growth averse agent who seeks to share risk, and financial development are so intertwined introducing new financial instruments when that it is difficult to draw any firm conclusion markets are incomplete can therefore be with respect to causality. harmful. In other words, unless it results in complete markets, financial integration may not Nevertheless, recent research has found lead to higher welfare for all agents. For evidence that financial development affects instance, if one interprets financial integration growth positively. Rousseau (2002) finds as merely allowing access to a system of empirical evidence that financial development intermediation – be it financial markets or banks promotes investment and business by – then Allen and Gale (1997) argue that reallocating capital. Also, industry-level financial integration might hurt some. Indeed, studies like that of Jayaratne and Strahan in an overlapping generation model, they show (1996) show that financial development causes that banks alone do a better job of sharing risk economic growth. Moreover, Bekaert et al. intertemporally than do financial markets alone. (2002) find that equity market liberalisation – In addition, they show that when a financial defined as the right given to foreign investors to system combines both banks and financial trade in domestic securities and to domestic markets, the latter constrain the former since investors to trade in foreign securities – agents can always opt out of the banking increases subsequent average annual real arrangements to enter financial markets. In this economic growth. This highlights the case, a mixed financial system does not perform importance of financial integration as an better than a financial market alone. For this additional step towards financial development, reason, when several regions with structurally which in turn seems to be conducive to greater different financial systems open up to financial economic growth.
8 See also Beck and Levine (2002) or Giannetti et al. (2002) for an overview of the evidence.
ECB Occasional Paper No. 14 April 2004 9 trades, it is not clear that all regions will benefit.
Of course, financial integration is more complex than described here, as the process will transform the financial systems of all regions. But the aforementioned theoretical results are ambiguous as to how further financial integration affects welfare. The process of financial integration should therefore be monitored closely, to observe whether markets evolve toward an efficient structure.
Financial integration will clearly entail winners and losers. Improved capital allocation is likely to benefit many and harm some. If financial integration results in greater risk-sharing opportunities, this should benefit all. By modifying the prevalent financial structure, financial integration has the potential to harm some incumbent financial institutions through, for instance, consolidation or the loss of market share. However, it is a generally accepted view that, overall, the benefits of a well-monitored financial integration process outweigh the implied costs.
ECB Occasional Paper No. 14 10 April 2004 3 A COMMON FRAMEWORK FOR MEASURING
FINANCIAL INTEGRATION 3 Building upon our proposed definition of these measures on direct price or yield A common financial integration, this chapter aims to comparisons. Otherwise we need to take into framework for measuring present a common framework for (1) measuring account differences in systematic (or non- financial the current level of financial integration in the diversifiable) risk factors and other important integration different euro area financial markets, i.e. the characteristics. Given these considerations, we money, bond, credit, and equity markets and (2) can construct a number of specific integration measuring the trend of integration in these measures. The cross-sectional dispersion of areas. As already explained in the previous interest rate spreads or asset return differentials section, our definition of financial integration can be used as an indicator of how far away the deals mainly with the asymmetric effects of various market segments are from being fully existing frictions or barriers to the integrated. Similarly, beta convergence, a intermediation process in different areas. The measure borrowed from the growth literature, is more symmetric these effects are, the higher the an indicator for the speed at which markets are degree of integration. Hence, our common integrating. In addition, measuring the degree framework for measuring financial integration of cross-border price or yield variation relative focuses on determining whether existing to the variability within individual countries frictions affect different regions may be informative with respect to the degree of asymmetrically. The best way to measure the integration in different markets. current state of financial integration would be to list all frictions and barriers to financial Our second broad category of measures refers integration and check whether or not they still to news-based measures. These are designed to hold. However, it is impossible to compile such distinguish the information effects from other a list. Consequently, instead we measure the frictions or barriers. More precisely, in a state of integration using equilibrium prices, financially integrated area, portfolios should be since these prices should reflect all information well diversified. Hence, one would expect news at the disposal of economic agents, including (i.e. arrival of new economic information) of a possible frictions and barriers that these agents regional character to have little impact on face. In order to derive and make operational prices, whereas common or global news should measures of integration in this context, we rely be relatively more important. This presupposes on the strongest implication of our definition of that the degree of systematic risk is identical integration, namely the law of one price. We across assets in different countries; to the extent consider two broad categories of measures that it is not, local news may continue to based on the law of one price: price-based influence asset prices. and news-based measures. While the bulk of our measures fall into these two categories, we Our third category of integration measures is also consider a third broad category, namely quantity-based measures, which we consider in quantity-based measures of integration. Below, order to quantify the effects of frictions faced we give brief descriptions of these three broad by the demand for and supply of investment categories of measures before proceeding to opportunities. When they are available, we will discuss the individual measures in detail. use statistics giving information on the ease of market access, such as cross-border activities Our first broad category of measures includes or listings. In addition, we present statistics on price-based measures, which measure the cross-border holdings of a number of discrepancies in prices or returns on assets institutional investors as a measure of the caused by the geographic origin of the assets. portfolio home bias. Of course, no measure can This constitutes a direct check of the law of one be used for all markets, as the specifics of some price, which in turn must hold if financial market or the data available for implementing a integration is complete. If assets have measure can differ across markets. However, sufficiently similar characteristics, we can base the spirit is the same across all markets, as
ECB Occasional Paper No. 14 April 2004 11 we strive to capture the extent of possible based measures, then news-based measures, asymmetries. and lastly those related to quantities or flows. At the end of the chapter, for clarity, we include In some cases, we cannot apply some measures a table that summarises our chosen measures for of integration to all markets; or alternatively, we each market and how they relate to each other may need to apply different versions of a given (see Table 1). measure to different markets. The reason is that markets differ in terms of structure, availability of data, and other important characteristics. One 3.1 PRICE-BASED MEASURES OF FINANCIAL particularly important consideration to keep in INTEGRATION mind in this context is that in order to base our measures on the law of one price, the risk The strongest implication of our definition for characteristics of the assets we use must be financial integration is that the law of one price comparable. The risk of an asset’s return is should hold in equilibrium. The law of one price composed of a systematic part and an implies that assets with the same risk should idiosyncratic part. While the latter can be have the same expected return, irrespective of diversified away, the former cannot, and as a the residence of the issuer and of the asset result we must control for the systematic risks holder. According to this “law”, euro area in order to compare asset returns in a assets with the same risk that generate identical meaningful way. While this type of risk may be cash flows should trade at the same price. More considered negligible in some cases, for generally, this means that markets are integrated example in the money market, it is crucial to as long as the stochastic discount factor, the rate control for it in the corporate bond and equity at which cash flows are discounted, is equal markets. This necessitates an extension of the across markets. Taking the case of the euro area basic framework for these markets. In principle, as a specific example, one can note that prior to if the systematic risk factors affecting asset 1999, returns on a specific kind of asset in one returns were known, one could estimate and country differed from returns on the same kind filter out their systematic impact before of asset in other countries due to an important comparing returns of different assets. However, source of risk, namely the exchange rate. there is considerable uncertainty about the Hence, without taking into account exchange identity of these systematic risk factors, in rate risk, one cannot accurately measure the particular for equity returns.9 The results will degree of integration across euro area countries therefore be highly dependent upon the specific in the period prior to the introduction of the asset pricing model used to correct for euro. As of 1999, this is of course no longer the systematic risk. Hence, we instead choose to case. In the empirical analysis that follows, we rely on measures that are not dependent on are mainly concerned with measuring the state specific assumptions about the identity of the and evolution of integration in euro area systematic risk factors. For instance, in keeping financial markets after the introduction of the with a large stream of literature initiated by euro. However, we will also apply measures of Heston and Rouwenhorst (1994), we estimate integration to data prior to 1999 in order to sector versus country effects in equity returns. provide some comparison, knowing well that Under full integration, one would expect much these results are influenced by exchange rate of a stock’s return to be determined by the considerations. performance of the sector to which it belongs, and to a much lesser extent by the country in 9 For instance, while some authors use the single factor Capital Asset Pricing Model (CAPM) to determine whether expected which it is listed. returns are driven by common rather than local factors (see e.g. Bekaert and Harvey, 1995, Hardouvelis et al., 2000a), others have used multifactor models (see e.g. Sentana, 2002) or model- The remainder of this chapter is structured as free approaches (see e.g. Chen and Knez, 1995, Ayuso and follows. In the first section, we discuss price- Blanco, 1999).
ECB Occasional Paper No. 14 12 April 2004 3 Aside from the exchange rates issue, various 3.1.1 YIELD-BASED MEASURES A common barriers to international investment may prevent framework for measuring discount factors from equalising. While most For fixed-income securities, it is only natural to financial restrictions on the free movement of capital examine yield-based measures to check if the integration flows had already been lifted by the end of law of one price holds. However, first we must the 1980s, there still exist a number of direct consider whether such measures should be and indirect barriers that prevent the emergence based on nominal or real yields. There are of a fully integrated European capital market. several reasons why nominal yields are Direct barriers include differences in tax preferable. First, for real interest rates to be rates and considerable fragmentation in trading, equal across countries, not only do markets settlement, and payment systems across countries. have to be integrated, but purchasing power On the other hand, differences in accounting parity (PPP) must also hold. The latter is and reporting standards, corporate governance generally not the case, certainly not in the short practices, languages, and cultures may constitute a run, given that there are still considerable considerable informational barrier. frictions left in the market for international goods (e.g. trade barriers and transaction To test whether discount factors are equal across costs). Testing whether real yields are equal countries, and hence whether the law of one price across countries is hence a joint test of financial holds, one should compare the prices of assets integration and purchasing power parity. that have identical cash flows and risk Second, certain countries may have higher characteristics but that are traded in different inflation rates than others, e.g. because their per countries. In the money and government bond capita GDP is converging towards the euro area markets, many assets are comparable enough that average. However, one of the advantages of price differences can serve directly as good more integrated markets is that local debt no integration indicators. Corporate bond yields, longer has to be financed entirely by local retail interest rates, and equity returns, however, investors. Consequently, the required yield on are normally not directly comparable, as one first assets should no longer depend upon local needs to correct for differences in systematic factors such as the relative supply and demand risk. For instance, the yield on a corporate bond of local capital, risk appetite, and the inflation with a given maturity depends on the credit faced by local investors. For instance, suppose quality of the issuer, among other things. that real yields are equal across countries. In Similarly, banks will charge a higher loan rate to this case, nominal yields will differ across customers they perceive to be less credit-worthy. countries to reflect inflation differentials. The systematic risk on a stock can be defined However, in integrated markets without relative to a market portfolio. Depending on exchange rate risk, these differences cannot be whether or not markets are financially integrated, sustained, as investors from low-inflation the benchmark market portfolio may be given by countries have the incentive to benefit from the local equity market portfolio (full higher nominal yields offered in countries with segmentation), the euro area market portfolio higher inflation. Consequently, asset prices will (regional integration), or the world market adjust until all arbitrage opportunities have portfolio (full world market integration). disappeared, i.e. until nominal yields have equalised. Notice that this reasoning is only The structure of this section is as follows. First, valid when higher inflation in one country is we introduce the various measures pertaining to unrelated to the credit risk of the assets yields for each market where these measures are considered in that country. This assumption available. Then we present measures related to seems very reasonable in the euro area, but the relative weight of country effects on clearly excludes countries with hyperinflation. returns. Lastly, we present the measures that are specific to some individual markets.
ECB Occasional Paper No. 14 April 2004 13 3.1.1.1 MONEY, GOVERNMENT BOND, participants consider German bonds to be AND CREDIT MARKET INTEGRATION the reference bond. Consequently, it seems MEASURES reasonable to measure integration in this As argued before, the construction of integration segment of the bond market by calculating the measures for the money and government bond difference between local yields and the markets is facilitated by the fact that relatively Germany yield. In perfectly integrated markets homogeneous assets are available across the spread should be equal to zero, the time countries. This is not necessarily the case for variation in the size of the spread serves as a credit market rates, as there may be very good indicator of how integration is proceeding significant differences with respect to credit risk, in a particular country and market. This, of and it may be difficult to find data for rates with course, assumes that the different bonds share sufficiently similar maturities to allow direct a similar degree of systematic risk. More comparisons. Fortunately, the data on national generally, our first measure of integration is the retail interest rates provided by the ECB are spread between the yield on a local asset and a carefully grouped together so as to make the well-chosen benchmark asset. underlying assets as comparable as possible. Therefore, in the subsequent analysis, we will Another measure, proposed by Adam et al. treat the various retail rates as if they are perfectly (2002), is the beta-convergence measure, which comparable. In the interpretation however, we they borrowed from the growth literature to will to try to assess whether remaining measure the speed of convergence. This differences are due to a lack of integration or to measure involves running the following panel unharmonised data series. regression:
L Given comparable maturities and other relevant Ri,t i Ri,t l Ri,tl i,t , (3.1) characteristics, interest rate differences between l 1
borrowers of the same risk class in different where Ri,t represents the yield spread on a 10- countries are a direct measure of the degree of year government bond in country i at time t, integration, as it constitutes a test of the equality relative to some relevant benchmark rate, is
of discount rates. Hence, given the assumptions the difference operator, and i a country listed above, yields in perfectly integrated dummy. A negative coefficient indicates that markets should be equal across countries. We yields in countries with relatively high yields note that not all government debt in the euro area have a tendency to decrease more rapidly than in has identical credit risk, as reflected by some countries with relatively low yields. Moreover, differences in the credit ratings of such debt. the size of is a direct measure of the speed of However, in our analysis we usually assume that convergence in the overall market. To analyse credit risk does not play a major role in the whether the speed of convergence is larger in pricing of euro area government debt. We return one period relative to another, one can
to this issue later on in the paper. decompose in = l I + (1 – I) 2, where I is a dummy variable that takes on the value of 1 in a Ideally, one should compare local yields with particular sub period. the yield that would prevail in a perfectly integrated market. As this yield is unobservable While beta convergence measures the speed in practice, most studies have used the yield on of convergence, it does not indicate to what a benchmark asset as a second-best alternative extent markets are already integrated. (see e.g. Adam et al., 2002, Adjaouté and Consequently, Adam et al. (2002) proposed the Danthine, 2003). Suppose for instance that one cross-sectional dispersion in bond yields as a would like to measure the degree of integration measure of the degree of integration.10 Cross-
in the market for 10-year government bonds in 10 Adam et al. (2002) also refer to this integration measure as the the euro area. In this maturity segment, market “sigma-convergence”.
ECB Occasional Paper No. 14 14 April 2004 3 sectional dispersion is the cross-sectional absolute differences between panel banks A common counterpart to correlations. The main advantage within any given country. Calculating the ratio framework for measuring of using cross-sectional dispersions is that, between the average of (i) and the average of financial contrary to correlations, they can be calculated (ii) for each day gives us our measure of integration at each point in time by taking the standard integration. We can apply a similar approach deviation of yields (returns) across countries. using data on EURIBOR and EUREPO quotes Correlations and cross-sectional dispersions reported daily by panel banks, although these are inversely related. When series are highly rates are only indicative quotations, rather than correlated, as they should be in integrated actual transaction rates, as in the case of the markets, yields (returns) will generally move in EONIA data. the same direction, and the instantaneous cross- sectional dispersion will be low. Alternatively, 3.1.1.2 CORPORATE BOND MARKET INTEGRATION dispersion will be high when yields (returns) in MEASURES different countries drift apart. As with beta In analysing corporate bond market integration, convergence, one can calculate the speed at one cannot directly analyse yield differentials which the cross-sectional dispersion decreases relative to a benchmark, as corporate bonds are over time. This measure is obtained from a generally not homogeneous enough to allow regression of the cross-sectional dispersion on easy comparison. Specifically, corporate bonds a time trend. typically differ in their cash flow structure, liquidity, sector and, most importantly, their Finally, for some segments of the money credit rating.11 In what follows, we introduce a market, we can measure the degree of model (similar to the one that Heston and integration by examining whether discrepancies Rouwenhorst (1994) proposed for equity between interest rates in different countries are returns) that investigates whether yields, once larger than within countries. In an integrated corrected for differences in systematic risk and market, we would not expect the cross-country other characteristics, still depend on the country dispersion to be greater than the within-country where the bond was issued.12 Annaert and De dispersion. The unsecured overnight market is Ceuster (2000) used a similar model to an example of when this type of investigation investigate the relative importance of rating may be particularly useful. Here, data from the versus maturity effects in 19 rating-maturity daily EONIA panel give us an opportunity Merrill Lynch indices for euro-denominated to investigate this issue by comparing the corporate bonds. Unlike their analysis, our uses dispersion of lending rates of individual banks individual bond rates rather than indices. This across countries with the dispersion of rates of allows us to investigate explicitly whether there banks within countries at each point in time. In is a country component in euro area corporate particular, the ratio between these two measures bond yields. of dispersion should be close to one if the market is fully integrated, since integration Suppose the yield on a corporate bond i at time would imply that rates are not more dispersed t issued in country c with years to maturity across countries than within countries. If, on and with credit rating r is represented by i the other hand, markets are not integrated, then Rc,r ( ,t). Moreover, assume that any other overnight lending rates may tend to be more dispersed across countries than within countries, raising the ratio above one. The 11 While there are also differences in credit ratings of government debt among individual euro area countries, these differences are specific measure we use is based on (i) all typically much smaller than in the corporate bond market. possible combinations of absolute lending rate 12 Another possibility would be to use corporate bond indices for differences between panel banks reported on a individual eurozone members. However, contrary to the rich set of indices covering euro-denominated issues for different rating given day in any two different EMU countries, categories and maturity buckets, there is no agency providing and (ii) all possible combinations of such corporate bond indices for individual euro-area countries.
ECB Occasional Paper No. 14 April 2004 15 factors that might influence investors’ required Given the arguments above, we estimate the rate of return on corporate bonds at time t, like following equation to fit the corporate bond the structure of cash flows or the bond’s spreads in our sample:
liquidity, are grouped into a vector zt, so that the K 2 i i r s yield on the bond can be denoted Rc,r ( ,t,zt). Sc,r ,t r ,t CRi,t s ,t Si,t t zt i,t ,(3.2) r 1 s1 When investigating the corporate bond market, we are not interested in the portion of corporate where is an intercept common to all corporate r bond yields attributable to the general level of bonds, CRi,t is a rating dummy which takes a the default-free term structure. We therefore value of one when corporate bond i belongs to s subtract the yield of a benchmark government rating category r at time t, and Si,t is a sector
bond with identical time to maturity, Rgb ( ,t), dummy which takes a value of one for financial from the corporate bond yield. Here, the corporations and zero for non-financials. The benchmark we choose is the zero-coupon yield parameter vector groups the sensitivities of on German government bonds, which we obtain the various corporate bonds to the instruments
at each point in time by reconstructing the contained in zt, namely time to maturity, German government zero-coupon term structure liquidity, and coupon of the i-th bond. As a using the method proposed by Svensson proxy of liquidity, we use the ratio of days that (1994).13 The yield spread for corporate bond i the bond has been traded relative to the total i i is then given by S c,r ( ,t,zt) = Rc,r ( ,t,zt)- number of trading days within every time 14 R gb ( ,t). interval. Having corrected for the systematic risk and other relevant characteristics inherent Next, in order to measure the degree of in the various corporate bonds, one can test for integration in the euro area corporate bond integration by investigating whether there are market with these spreads, we first need to filter systematic country effects remaining in the out any systematic effects attributable to risk various error terms. Consider the following factors which may be priced in this market, as decomposition of the error terms: well as other relevant characteristics. The size
of the spread depends, among other things, on i,t = c,tC i,c,t+ei,t, (3.3) c=1 the perceived risk of a corporate bond, which in
turn largely depends on its credit rating. In where Ci,c,t is a country dummy that equals one general, the yield spread will tend to be larger when corporate bond i belongs to country c at for a corporate bond with a low credit rating time t, and zero otherwise. In a financially than for a bond with a higher credit rating. integrated corporate bond market, yield While the credit rating is not the only relevant spreads, once corrected for systematic risk, factor in explaining corporate bond spreads (see should not depend on the country of issue. e.g. Elton et al., 2002), it seems reasonable that Consequently, as a test for integration, we test
it should play an important role in capturing whether the country parameters c,t are zero, or systematic features in such spreads. In addition at least converge towards zero. By inserting the to credit ratings, several studies have shown error decomposition into the spread regression that spreads depend on the time to maturity equation, we obtain the following equation, of corporate bonds. Since we use yields to which we estimate using OLS15: maturity and not zero-coupon rates, the size of
the coupons may also be relevant in explaining 13 Svensson’s model interpolates the term-structure using two spreads. Moreover, liquidity may also be exponential decay terms with a total of six parameters. The important for corporate bond pricing, with less parameters, which are estimated on a monthly basis, are obtained from the Bundesbank. liquid bonds tending to exhibit higher yield 14 In principle, it would be desirable to convert yields to maturity of premia. Finally, on average, bonds issued by corporate bonds into zero-coupon bond yields. However, due to the large number of bonds in our data set and the resulting financial corporations tend to have lower computational burden, we instead correct the spread of every spreads than bonds issued by non-financials. bond according to its coupon.
ECB Occasional Paper No. 14 16 April 2004 3
K 2 N i ()τ = α + γ r + δ s + ϕ + β + A common Sc,r ,t, zt t ∑ r ,t CRi,t ∑ s,t Si ,t t zt ∑ c ,t Ci ,c,t ei ,t (3.4) across countries than across sectors. Recent r=1 s=1 c=1 evidence by e.g. Rouwenhorst (1999) and framework for measuring 16 While the estimation results of equation (3.4) Adjaouté and Danthine (2003), however, financial may provide interesting insights into the suggests that sector diversification has become integration determinants of euro area corporate bonds, our more promising, and that it may even have analysis focuses on the estimates for the overtaken country diversification as the best country dummies, which are of relevance in way to reduce portfolio risk. These results are assessing the degree of integration in the euro confirmed in an international context by Brooks area corporate bond market. More specifically, and Del Negro (2002). we calculate three measures. First, we report the size of the coefficients of the various country While most studies have used (improved dummies. Confidence bands will be calculated versions of) the methodology due to Heston and in order to assess whether country premia are Rouwenhorst (1994), Adjaouté and Danthine statistically significant or not. Second, we (2003) presented a similar measure based on the calculate the cross-sectional dispersion of cross-sectional dispersion of country and sector the country effects. An overall decrease in the returns. The higher the cross-sectional level of cross-sectional dispersion would be dispersion, the lower the correlation, and the consistent with an increase in the degree of higher the diversification potential. A shift corporate bond market integration. Finally, we from country to sector diversification would compare the proportion of the variance of mean that the cross-sectional dispersion in corporate bond spreads that is explained by country returns would decrease below the country effects to the part explained by the dispersion in sector returns. systematic characteristics considered. Under full integration, the country effect should be negligible.
3.1.2 RELATIVE WEIGHT OF COUNTRY EFFECTS IN RETURNS
3.1.2.1 COUNTRY VS. SECTOR EFFECTS AS AN 15 We also estimated equation (1) by weighted least squares (WLS) EQUITY MARKET INTEGRATION MEASURE methods using market weights related to the outstanding values As equity markets become more and more of bond issues. The WLS parameter estimates we obtained were similar to those obtained using OLS, albeit noisier, and we integrated, the country-specific component in therefore report only results of the OLS estimations later on. equity returns should decrease. In keeping with 16 As discussed in Heston and Rouwenhorst (1994), it is not possible a large stream of literature initiated by Heston to estimate the parameters in (3.4) directly by a cross-sectional regression because of perfect multicollinearity between the and Rouwenhorst (1994), we estimate the extent regressors. More specifically, the 8 rating dummies, 2 sector to which equity returns are determined by dummies and the 14 country dummies all sum up to the intercept, which is common to all corporate bonds. To overcome this sector rather than country effects. Under full problem, we impose the following constraints:
K integration, one would expect that the return on ω γ = ∑ r,t r,t 0 r=1 a particular stock is largely determined by the N υ β = ∑ c,t c,t 0 performance of the sector to which it belongs, c=1 2 η δ = 0 and not by the country in which it is listed. This ∑ sc,t s ,t s=1 measure is similar to the one described above where rt , ct and st are the weights of respectively rating category r, country c and sector s relative to the total for the corporate bond market. outstanding value of corporate bonds. Moreover, by imposing these constraints, the parameter estimates become easier to Until recently, it was a “stylised fact” of interpret. Weighted average rating, country and sector components are equal to zero at every point in time and the international stock returns that the total risk of a estimate of at reflects the general component affecting all portfolio could be reduced more by diversifying spreads identically.
ECB Occasional Paper No. 14 April 2004 17 3.1.2.2 COUNTRY EFFECTS AS A CORPORATE local and common information variables and BOND MARKET INTEGRATION MEASURE then test whether the former have any Unlike for the equity market, we do not statistically significant power to explain asset consider the relative weight of sector versus returns (see e.g. Barr and Priestley, 2002). country effects for the corporate bond market. However, there is considerable uncertainty The reason is that more than 60% of the about which information variables to include corporate bonds we consider are issued and how they relate to asset returns. Therefore, by financial corporations. A meaningful in this paper we assume that the price comparison across countries would require a movements of a benchmark asset are a good homogenous representation of sectors in each reflection of all relevant common news. country, which is difficult to obtain. For these Typically, we choose the price of an asset in a reasons, we instead analyse the importance of market considered to be highly integrated with country effects in explaining the cross-section the markets we study. For instance, in the euro of corporate bond yield spreads by measuring area 10-year government bond market, German the proportion of variance explained by bonds are generally considered to be the country-specific factors. Under full integration, benchmark bond. If we assume that this agents would be expected to care more about segment of the market is highly integrated, then common risk factors like bond ratings than we would expect German 10-year government about their country of issuance. Hence, we bond yields to react mainly to common euro area would interpret a relatively small country effect news rather than purely German factors. Hence, impact as a sign of high integration in this if one assumes that in a perfectly integrated market. government bond market the degree of systematic risk is identical across countries, bond prices across countries should all react to 3.2 NEWS-BASED MEASURES common news factors the same way the German benchmark bonds do. However, there are An important implication of integration is that differences in the perceived credit risk and asset prices should only react to common news. liquidity of individual countries. Hence, one If there are no barriers to international would expect local news to play some limited investment, purely local shocks can generally role in explaining local bond yield movements be diversified away by investing in assets from even after 1998. Nevertheless, we use the different regions. Local shocks should proportion of yield changes explained by therefore not constitute a systematic risk. For common news, as reflected by yield changes in example, in a financially integrated market, the the 10-year German government bond market, interest rate for borrowers of the same risk to measure the degree of integration in this category should be equal across countries and market segment. influenced only by factors common to all. In addition, expected returns on assets from 3.2.1 GOVERNMENT BOND AND CREDIT different countries but with the same risk MARKET INTEGRATION MEASURES characteristics should depend on common rather than local news. An alternative measure of To make this more formal for the government
integration is therefore the proportion of asset bond and credit markets, define Ri,t as the price changes that is explained by common change in the yield on an asset in country i at
factors, i.e. relevant news common to assets time t, and Rb,t as the yield change on a across all countries. comparable asset in benchmark country b. In integrated markets, yield changes in the To make this measure operational, one needs to benchmark asset should be a good proxy for the provide a proxy for common news. One correct reaction of bond prices (and hence possibility is to specify explicitly the relevant yields) across countries, if we also assume that
ECB Occasional Paper No. 14 18 April 2004 3 the degree of systematic risk is identical. To integration) may serve as an integration A common separate common from local influences, we run measure for the overall market. Moreover, the framework for measuring the following regression: evolution of this measure should provide financial information about the integration process over integration ∆ = α + β ∆ + ε Ri,t i,t i,t Rb,t i,t (3.5) time.
where i,t is a time-varying intercept, i,t the Finally, (iii) follows from the fact that, to the time-dependent beta with respect to the extent that assets are sufficiently comparable benchmark asset, and i,t a country specific across countries, the country specific error i,t shock. As we explain below, increasing should shrink as integration increases. We integration requires (i) the intercept i,t to therefore use the proportion of local variance converge to zero, (ii) the beta with respect to the explained by the common factor as another benchmark asset, i,t to converge to one, and measure of integration. Under full integration, (iii) the proportion of the variance in explained only common news should drive local yields