Co-movement and spillovers: empirical evidence from BRIC equity markets

A higher degree of co-movement and spillover effects among different asset classes undermine portfolio diversification benefits. In this regard, the present study attempts to capture dynamic co-movement and return-volatility spillover effects among the most promising emerging equity markets, i.e. Brazil, Russia, India and China in a multivariate framework by employing VAR-ABEKK and VAR-DCC-AGARCH (1,1) models. To further comprehend the behaviour of the correlation coefficients during the global financial crisis period (2007–2009), heat map and Markov regime switching model (two regimes with a switch at ‘mean’ level only) have been used. The results report that the BRIC equity markets do not share a common stochastic trend in the long run. There is strong evidence of market shocks to volatility, volatility to volatility and negative shocks to volatility spillover effects among the BRIC markets. Overall, the BRIC markets are partially integrated with each other, thereby making them stronger investment candidates.     

How to maximize golden opinions

In this article, we aim to model the level and structure of the dependence between the world's leading stock markets and those of the emerging market groups?–?Europe, Latin America and Far East. To this end we use a mixture model of Gaussian, Gumbel and Gumbel survival copulas. Our results indicate that none of the pairs of stock markets exhibit a right-tail dependence structure. All valid models exhibit a mixture of Gaussian and left-tail dependence structure. Our findings imply that Gaussian dependence structure is dominant in most of the models. The emerging equity markets in the European region exhibit the most significant dependence structure with the world leaders. Furthermore, most of the emerging equity markets have a significant dependence structure with the US stock market. We further compare our findings with the results of the conventional correlation coefficients and conclude the importance of using copula models in analysing the portfolio diversification opportunities. Our findings overall indicate two important remarks: First, the copula models reveal better indicators for global investors to establish a diversified portfolio; Second, international equity markets exhibit significant dependence, which leaves a smaller opportunity to benefit from international portfolio diversification.     

全球金融危机前后境内外股票市场联动性实证分析

在梳理国际主要股票市场间联动性研究成果的基础上,本文采用1991-2011年数据,通过对各个时间区间的分析尤其是次贷危机引发的全球金融危机的前后比照,按照由表及里、由特征属性到变化趋势与影响机制的系统与动态分析的思想方法,对国内A股与美国、英国、德国、日本、香港股市之间的联动性进行了实证检验。结论表明：（1）2000年特别是2007年次贷危机以来,境内外主要股市联动性显著增强;（2）境内外股市相互冲击效果不断增大,传导速度加快;（3）在股市资金联动性不断加强的同时,波动幅度也随之扩大;（4）这种市场联动性内在机制是宏观经济（宏观）、资本市场政策和机制（中观）、行为金融情绪（微观）三位一体的互动。本文最后提出了相关政策建议和投资策略建议。     

Evidence of cross-asset contagion in U.S. markets

This study examines evidence of cross-asset contagion among REIT, money, stock, bond, and currency markets in the US from 2006 to 2012, which covers the subprime and European sovereign debt crisis. We apply the Granger causality test and a vector auto-regression to examine the change of causality structure. Our results show that contagion exists from medium-term bond markets to equity markets; REIT, money markets and short-term bond markets show little evidence of cross-asset contagion with other markets; and the currency market shows high co-movement and contagion with equity markets. Our findings provide more rewarding asset reallocating strategies for the investors who invest in both bond and equity markets before a crisis to consider reallocating their portfolio into REIT and money markets to benefit from diversification during a crisis period.     

Diversification into Emerging Markets – An Australian and the US Perspective Using a Time‐varying Approach

Over the past two decades, a number of studies have examined the benefits of diversifying equity investments internationally, particularly into emerging markets. In the portfolio construction process, many researchers have criticised Markowitz's Portfolio Theory because of its inherent assumptions such as symmetric and constant correlations. In this study, we use a conditional copula model to estimate the time‐varying asymmetric correlations of stock markets and construct optimal portfolios by using estimated correlations. We find that optimised portfolios provide significant benefits for both Australian and the US investors. Out‐of‐sample results show Copula model provides results closer to the in‐sample‐estimated benefits of diversification. The results have important implications for portfolio managers who seek to diversify into emerging markets.     

国内外期铜市场互动及其价格波动关系研究

文章全方位检验了国内期铜市场和国际市场(伦敦市场)的互动关系,并应用VEC模型考察了它们之间的波动性。结论表明,国内期铜市场已经真正融入了世界,进一步开放的时机已经成熟;中国在国内外市场“定价权”地位已正式确立。不过,要充分发挥该市场套期保值功能,还应在实际操作中因市场而异。     

Consistency ofs 2 in the linear regression model with correlated errors

We give a simple sufficient condition for consistency of the standard OLS-based estimate of the disturbance variance in the linear regression model with autocorrelated disturbances.Research supported by Deutsche Forschungsgemeinschaft (DFG). We are grateful to B. M. Poetscher for a generous supply of counterexamples.     

Information,capital, and organization

Summary This paper examines on of the roles that information plays in the production process by looking at the information that firms collect about their workers. This information, concerning the worker's abilities, is used to improve the quality of job matches within the firm and reduce future production costs. This paper models this information as a capital good and shows how the existence of this capital good can be used to explain some of the residual firm value observed in equity markets as well as the rigidities observed when firms expand their scale.I would like to acknowledge the assistance of Edward Prescott, Hugo Hopenhayn, Herbert Mohring and Jim Schmitz who provided many insights and comments concerning this work. This paper has benefited from the comments and suggestions of seminar participants at Minnesota, Western Ontario and Caltech. This research was supported in part by grants from the Alfred P. Sloan Foundation and a National Science Foundation Graduate Fellowship.     

Are exchange rates interdependent? Evidence using wavelet analysis

We examine the co-movement in daily returns of USD–INR, EUR–INR, GBP–INR, and JPY–INR currency pair futures contracts traded on the National Stock Exchange of India (NSE) using the wavelet cohesion approach. This study contributes to the literature by examining the scantly studied area of co-movement in exchange rates and using the wavelet approach, which allows us to analyse time–frequency-wise co-movement of the time series. The empirical results indicate that the currency futures markets are nearly perfectly integrated in the long run (monthly, quarterly and biannual scales) offering little potential gains from international portfolio diversification. The discrepancies between currency futures markets are small and almost fade away within 3–6 months. Moreover, international currency diversification might offer relatively higher potential gains at intraweek, weekly, and fortnightly time horizons owing to lower correlations among the currencies under consideration. Finally, our multiple-wavelet correlation and cross-correlation analysis shows that GBP acts as a potential leader/follower across scales. The results of our analysis indicate the dynamic pattern of co-movement among the major currency futures contracts, which provides several implications for portfolio managers and international investors participating in the Indian market.     

Evaluating international financial integration under leverage constraints

The global financial crisis has undermined many economists' views about the benefits of open financial markets. Anecdotal evidence seems to indicate that financial linkages may propagate shocks during crises. This paper develops a simple two-country model in which financial liberalisation across countries takes place in the presence of credit market distortions within countries. Countries may be subject to macro risk coming from productivity shocks and direct shocks to the credit system (‘financial shocks’). Three different degrees of financial linkages between countries are examined. It is shown that the type of financial integration is critical for both macroeconomic outcomes and welfare. In particular, financial integration in bond markets alone may increase aggregate consumption volatility and reduce welfare. Financial integration in both bond and equity markets generates high positive co-movement across countries, but is welfare-improving.     

Study on the price co-movement among the Asia Pacific,European and Chinese coal markets – based on the empirical analysis of MS-VEC model

In this article, based on weekly data of the three major coal markets (the Asia Pacific, Europe and China) from March 2008 to November 2014, an empirical research on their mutual influence and price co-movement effect among the three major coal markets is conducted by using the Co-integration Theory, Granger Causality Test and markov switching-Vector Error Correction (MS-VEC) model. The conclusions are as follows. (1) There exists a long-term cointegration relationship and bidirectional causality relationship between coal prices at home and abroad, and the influences of foreign coal markets on the domestic coal markets are stronger than the influences of domestic coal markets on foreign coal markets, and thus the interaction between the two markets leads to asymmetric linkage effects. (2) Compared with the VEC model, the MS-VEC model can reflect the nonlinear feature of price co-movement effects. (3) There exists an inherent adjustment mechanism between domestic and foreign coal markets, i.e. the coal prices will be self-revised continuously until a long-term equilibrium state is achieved when a deviation from the equilibrium state occurs. (4) There exists a co-movement effect which varies with the change of regime among the three coal prices, and the self-maintenance is strong and the status transfer phenomenon is clear in different regimes.     

Distributional Preferences and the Incidence of Costs and Benefits in Climate Change Policy

We explore the relationship between willingness to pay (WTP) for climate change mitigation and distributional preferences, by which we mean individuals’ opinions about who should be responsible for climate change prevention and whether the share of climate change impacts borne by the poor is a cause for concern. We use 1,770 responses to an online stated preference survey. The domestic costs in our survey’s policy choice scenarios are expressed as a set of randomized shares across four different payment vehicles, and the international cost shares are randomized across four groups of countries. We also elicit respondents’ perceptions of the likely regressivity of climate change impacts under a policy of business-as-usual. WTP is higher when larger cost shares are borne by parties deemed to bear a greater responsibility for mitigation, and when respondents believe (and care) that the impacts of climate change may be borne disproportionately by the world’s poor. That WTP for an environmental policy depends on the distributional consequences of the policy is an unsettling result: efficiency assessments are typically assumed to be separate from equity considerations in most benefit-cost analyses.     

Financialization of agricultural commodities: Evidence from China

Speculation in the commodity futures market distorts commodity prices, driving them away from rational levels. This phenomenon, which is known as the financialization of commodities, has raised significant concerns in recent years. Particularly, in the agricultural market, ‘financialized’ commodities have been blamed for high world food prices. In this paper, we examine the financialization of agricultural commodities in China. To do so, a time-varying copula is employed to investigate the dependence structure between commodities and stock markets. Four insightful results are obtained. First, positive correlations between agricultural commodities and stock markets demonstrate the financialization of agricultural commodities. Second, the identified correlations are time-varying and idiosyncratic with respect to products. Third, the agricultural commodity market is more closely correlated with the domestic stock market than with the overseas market. Fourth, a growing dependence between commodities and the stock markets is detected and the co-movement became stronger after the global financial crisis.     

Dynamic welfare costs of the 1997 Asian crisis

This paper measures and investigates the welfare costs, other effects and recovery process of the 1997 Asian crisis, and evaluates the impact of the policy program supported by the International Monetary Fund (IMF). The main findings are as follows. First, the ratio of ‘whole cost’ to the level of consumption in a hypothetical economy is high: 50% for Indonesia, 39% for Hong Kong, 36% for Korea, 30% for Thailand and 18% for Malaysia. Second, the dynamic process of ‘cost at period t’ quickly converges to 40% immediately after the crisis, though the costs for Indonesia and Hong Kong gradually increase toward 100%. Third, the IMF-supported programs in Thailand, Indonesia and Korea were implemented straight after the peak cost. Finally, the cost of the IMF-supported program was relatively inexpensive compared with the welfare cost of the crisis. The authors would like to thank Kenneth S. Chan, Makoto Saito, Yum K. Kwan, Yong Wang, Eiji Ogawa, Yoshiro Tsutsui, Yuzo Honda, Shinsuke Ikeda, Soyoung Kim, Joshua Aizenman and an anonymous referee for helpful comments and useful suggestions. Earlier versions of this paper were presented in 2003 at Osaka University and Hitotsubashi University, in 2004 at the City University of Hong Kong, Tokyo University and the Western Regional Science Association Conference (Hawaii), Western Economic Association Conference (Vancouver) and East Asian Economic Association Conference (Hong Kong). Funding from a Grant-in-Aid 16530204 from the Ministry of Education, Culture, Sport, Science, Technology of Japan, the Nomura Foundation for Social Science 2005 and Kanpo Foundation 2002 supported the first-named author’s research.     

Financial globalization and real regionalization

Over the period 1972-1986, the US business cycle was strongly correlated with the business cycle in the rest of the industrialized world. Over the period 1986-2000, international co-movement was much weaker (real regionalization). At the same time, US international asset trade has increased significantly ( financial globalization). We first document these phenomena in detail and then argue that they are related. In particular, we present a model in which financial globalization occurs endogenously in response to less correlated real shocks. Financial globalization, by enhancing cross-border capital flows, further reduces the international correlations in GDP and factor supplies. We find that both less correlated shocks and the endogenous change in international financial markets are needed to quantitatively account for the observed changes in the international business cycle.     

The optimal intertemporal decision on industrial production and harvesting a renewable natural resource

This paper grew out of a research project financially supported by the Deutsche Forschungsgemeinschaft (DFG) in its program Economics of Natural Resources. This support is gratefully acknowledged. I also thank H. Wacker for helpful discussions. I also thank two anonymous referees for valuable comments on an earlier draft.     

Market efficiency and international diversification: Evidence from India

This study evaluates one of the most important emerging markets, India (Bombay Stock Exchange and Indian National Exchange), for its efficiency and for its potential to offer diversification benefits to international investors. Market-wide tests include; 1) contemporaneous relationship, 2) Granger type causality and 3) day-of-the-week effect. Tests on individual Indian stocks include: 1) panel estimation of Granger causality, 2) stock-by-stock estimation of Granger causality and 3) runs test. In sum, Indian markets are well integrated with the international equity markets, a characteristic that lowers the international diversification benefits. While day-of-the-week effect is an international spillover, it may be possible to predict individual Indian stocks' returns through causality with international equity markets and through momentum trading techniques.     

The evolution of debt and equity markets in economic development

Summary. As noted by Gurley and Shaw, there is a typical pattern of economic development in which the evolution of the financial system is an essential aspect of the growth process. We focus on one component of this evolution: the increasing importance of equity markets as an economy grows. We develop a growth model where capital accumulation is financed externally through a combination of debt and equity. We illustrate why equity market activity might grow – often very rapidly – as an economy develops. We also illustrate why access to equity markets may not be needed in the early stages of economic development. Received: December 30, 1997; revised version: May 26, 1998     

Note Short-term predictability of German stock returns

The paper investigates short-horizon individual stock returns; it exhibits statistically and economically significant autocorrelations, which for stock returns have so far been established mainly over long horizons, also for certain daily data, in particular between monday returns and various linear combinations of the previous week's returns.Research supported by Deutsche Forschungsgemeinschaft (DFG); I am grateful to Ralf Runde for preparing the data and to Gerd Ronning and an anonymous referee for helpful criticism and comments.     

Co-movements of GCC emerging stock markets: New evidence from wavelet coherence analysis

This paper examines the short term and long term dependencies between stock market returns for the Gulf Cooperation Council (GCC) Countries (Bahrain, Kuwait, Oman, Qatar, Saudi Arabia, and the United Arab Emirates) during the period 2005–2010. Our empirical investigation is based on the wavelet squared coherence which allows us to assess the co-movement in both time-frequency spaces. Our results reveal frequent changes in the pattern of the co-movements especially after 2007 for all the selected GCC markets at relatively higher frequencies. We further note an increasing strength of dependence among the GCC stock markets during the last financial crisis signifying enhanced portfolio benefits for investors in the short term relative to the long term. On the financial side, we uncover that the strength of co-movement between GCC markets may impact the multi-country portfolio's value at risk (VaR) levels. These findings provide potential implications for portfolio managers operating in the GCC region who are invited to consider co-movement through both frequencies and time when designing their portfolios.