The Impact of Interest Rate Futures on the Underlying Interest Rate Markets in India

Similar documents
Effect of debt on corporate profitability (Listed Hotel Companies Sri Lanka)

Test of Capital Market Efficiency Theory in the Nigerian Capital Market

Development of the Financial System In India: Assessment Of Financial Depth & Access

The Impact of Liquidity on Jordanian Banks Profitability through Return on Assets

Fundamental Determinants affecting Equity Share Prices of BSE- 200 Companies in India

A Predictive Model for Monthly Currency in Circulation in Ghana

P. O. Box, 24 Navrongo, Ghana, West Africa

The Effect of Fund Size on Performance:The Evidence from Active Equity Mutual Funds in Thailand

Determinants of Share Prices, Evidence from Oil & Gas and Cement Sector of Karachi Stock Exchange (A Panel Data Approach)

Inflation and Small and Medium Enterprises Growth in Ogbomoso. Area, Oyo State, Nigeria

Earnings or Dividends Which had More Predictive Power?

An Analytical Inventory Model for Exponentially Decaying Items under the Sales Promotional Scheme

Economic Determinants of Unemployment: Empirical Result from Pakistan

Merger of Bank of Karad Ltd. (BOK) with Bank of India (BOI): A. Case Study

Impact of Liquidity Risk on Firm Specific Factors. A Case of Islamic Banks of Pakistan

A Study To Measures The Financial Health Of Selected Firms With Special Reference To Indian Logistic Industry: AN APPLICATION OF ALTMAN S Z SCORE

A Study on Tax Planning Pattern of Salaried Assessee

Residential Real Estate for Financing and Investments

The Impact of IPP and HUBCO News on Energy Sector Firms: Case Study of Karachi Stock Market

An Analysis of Service Rendered by Srivilliputhur Primary Agriculture Co-Operative Society

The Effects of Liquidity Management on Firm Profitability: Evidence from Sri Lankan Listed Companies

Research Journal of Finance and Accounting ISSN (Paper) ISSN (Online) Vol.5, No.24, 2014

Working Capital Management and Solvency of the Industries in Bangladesh

Information Content of Dividend: Evidence from Nigeria

Opportunities and Challenges of Regionalism: Zimbabwe in the Comesa Customs Union

The Determinants of Leverage of the Listed-Textile Companies in India

IJEMR August Vol 6 Issue 08 - Online - ISSN Print - ISSN

Factors that Affect Financial Sustainability of Microfinance Institution: Literature Review

Difference in Gender Attitude in Investment Decision Making in India

Impact of Electronic Database on the Performance of Nigeria Stock Exchange Market

Effect of Unemployment and Growth on Nigeria Economic Development

Research Journal of Finance and Accounting ISSN (Paper) ISSN (Online) Vol.5, No.9, 2014

Impact of Exchange Rate Fluctuations on Business Risk of Joint Stock Commercial Banks: Evidence from Vietnam

The Impact of Capital Expenditure on Working Capital Management of Listed Firms (Karachi Stock Exchange) in Pakistan

Impact of Capital Structure on Banking Performance

Econometric Analysis of the Effectiveness of Fiscal Policy in. Economic Growth and Stability in Nigeria ( )

Impact of Dividend Policy on Stockholders Wealth: Empirical Evidences from KSE 100-Index

The Incremental Information Content of Net Value Added An Empirical study on Amman Stock Exchange

Effects of FDI on Indian Economy: A Critical Appraisal

Capital Structure and Market Values of Companies

European Journal of Business and Management ISSN (Paper) ISSN (Online) Vol.5, No.20, 2013

An Empirical Investigation of the. Liquidity-Profitability Relationship in Nigerian Commercial. Banks

Efficacy of Interest Rate Futures for Retail

Relationship of financial Sustainability and Outreach in Ethiopian Microfinance Institutions: Empirical Evidence

Household Sector s Financial Sustainability in South Africa

A Comparison of Key Determinants on Profitability of India s Largest Public and Private Sector Banks

Impact of Dividend Payments on Share Values in Companies Listed in the Nairobi Securities Exchange in Kenya

The Value Added Tax and Sales Tax in Ethiopia: A Comparative Overview

Empirical Analysis of Working Capital Management and its Impact on the Profitability of Listed Manufacturing Firms in Ghana

Brownian Motion and the Black-Scholes Option Pricing Formula

Factors Affecting the Demand Side of Exports: Pakistan Evidence

Applicability of the Synchronized Models of Modified Current and Historical Cost Accounting Methods on the Reported Profits

The Impact of Some Economic Factors on Imports in Jordan

Impact of Injection and Withdrawal of Money Stock on. Economic Growth in Nigeria

A Study on Financial Performance of Restructured or Revived SLPEs in Kerala

THE EMPIRICAL RELATIONSHIP BETWEEN STOCKS RETURNS, TRADING VOLUME AND VOLATILITY: EVIDENCE FROM STOCK MARKET OF UNITED KINGDOM.

CHAPTER 5 RESULT AND ANALYSIS

Trade-Off between Liquidity and Profitability: A Comparative Study between State Banks and Private Banks in Sri Lanka

Analyzing the Impact of Firm s Specific Factors and Macroeconomic Factors on Capital Structure: A Case of Small Non-Listed Firms in Albania.

Human Development Index (HDI): A Case study of Aasgaon Village, Dist- Satara, Maharashtra, India

Efficacy of Interest Rate Futures for Corporate

Factors Considered in Dividend Payout Decisions The Case For Listed Companies in Kenya

A Financial Look on Major Private Sector Banks in Indian Scenario

The Relationship between Budget Deficit and Economic Growth of Pakistan

Review of Capital Budgeting Techniques and Firm Size

Factors Influencing the Level of Credit Risk in the Ethiopian Commercial Banks: The Credit Risk Matrix Conceptual Framework

Research Journal of Finance and Accounting ISSN (Paper) ISSN (Online) Vol.5, No.23, 2014

Causal Nexus Between Ownership Structure And Stock Price Volatility Evidence From Listed Service Sector Firms In India

A Modern Theory to Analysis of Break-Even Point and Leverages with Approach of Financial Analyst

The Impact of Capital Account Liberalization on Economic Growth. in Nigeria

Scenario of Corporate Governance Practices in Bangladesh: A Study on Dutch Bangla Bank Limited (DBBL)

Futures Trading, Information and Spot Price Volatility of NSE-50 Index Futures Contract

Paper Industry in India: A Comparative Study

Does firm size influence on firm s Profitability? Evidence from listed firms of Sri Lankan Hotels and Travels sector

Determinants of Bank Profitability and Basel Capital Regulation: Empirical Evidence from Nigeria

The Relationship of the Stock Market Prices on Exchange Rate and Market Capitalisation: the Case Dar es Salaam Stock Exchange in Tanzania

Impact of Financial Leverage on Firms Profitability: An Investigation from Cement Sector of Pakistan

Chapter 4 Level of Volatility in the Indian Stock Market

The Impact of Jordan s Accession to the World Trade Organization on the Jordan Economy

European Journal of Business and Management ISSN (Paper) ISSN (Online) Vol 4, No.11, 2012

STOCK MARKET EFFICIENCY, NON-LINEARITY AND THIN TRADING EFFECTS IN SOME SELECTED COMPANIES IN GHANA

The Impact of Exchange Rate Dynamics on Capital Inflows in Nigeria ( )

The Effect of Firm s Market Share Performance on Inclusion in NSE 20 Share Index: A Case Study of Mumias Sugar Company Ltd

Causes for Foreign Currency Liquidity Gap: a Situation Analysis of the Ethiopian Economy

Determinants of Dividend Payout Policy of listed Financial Institutions in Ghana

Can Altman Z-score Model Predict Business failures in Pakistan? Evidence from Textile companies of Pakistan

Financial Performance of Listed Pharmaceutical Companies on Ghana Stock Exchange

Research Journal of Finance and Accounting ISSN (Paper) ISSN (Online) Vol.5, No.21, 2014

Audit Expectation Gap between Auditors and Users of Financial Statements

National Income and Government Spending: Co-integration and Causality Results for the Dominican. Republic

The Rising Profile of a Promoter in the Life of A Company: The Nigerian view point

What Are the Impact of FDI to Economic Growth?

Investigating the Effects of Privatization on the Economic. Growth in Developing Countries: A Fixed Effects Approach

The Characteristics of Dividend Payers from Banking Sectors in Indonesia

The effect of budget deficit on current account deficit: Evidence from Iran

Oil and Gas Accounting in the Nigerian Petroleum Industry

Patterns in Trading Volume of Different Derivative Instruments in Indian Stock Market A Study with Reference to NSE & BSE

Ethiopian Microfinance Sector Challenges and Problems

Unemployment and Its Determinants:A Study of Pakistan Economy ( )

The Effects of Selling Property at Auction by Ordinary Creditor Barrier on Mortgagee Creditor Rights Analytical Study in Jordan Execution Law

Transcription:

The Impact of Interest Rate Futures on the Underlying Interest Rate Markets in India Manish Sinha Email: manish_sinha@scmhrd.edu Symbiosis International University, Pune, India ABSTRACT If the market is perfect and complete, ideally, the introduction of derivatives should not in any way affect the equilibrium conditions in the underlying market. However, the presence of information asymmetry in the market ensures that introduction of a derivative alters the speed with which equilibrium is attained. This may generally affect the underlying asset s price level and also its volatility. A study of a similar phenomenon is done in the case of the Indian bond market. The Indian Bond market which is predominantly G-sec saw the introduction of the interest rate futures recently. The 10 year Interest rate futures contract based on a 10 year notional coupon bearing Government of India security, the 91 day T Bill futures which is based on 91 day T bills issued by the Government of India and the 2 and 5 year Interest rate Futures based on 2 and 5 year notional Gsec. The purpose of this paper is to understand their impact on the underlying market. The developments in the interest rate futures market can be attributed to the novelty of this market in India. In this paper we will try and understand whether there has been any change in the behavior of the markets for the underlying post the introduction of these derivatives. It is seen that both the short term interest rate and long term interest rate markets gets impacted on their turnover post the introduction of these derivatives. However, when it comes to volatility, it is only the short term interest rates which gets significantly impacted. 1.1 INTRODUCTION The idea that financial markets are imperfect is more or less accepted with the theorists rejecting the possibility of a Walrasian type equilibrium in this market. Also, the assertion by Modigliani and Miller that there should be indifference between debt and equity has also not been found to be true in the case of financial market. If the market is perfect and complete, ideally, the introduction of derivatives should not in any way affect the equilibrium conditions in the underlying market. However, the presence of information asymmetry in the market ensures that introduction of a derivative alters the speed with which equilibrium is attained. This may generally affect the underlying asset s price level and also its volatility. The Indian Bond market which is predominantly G-sec saw the introduction of the following interest rate futures recently. The 10 year Interest rate futures contract based on a 10 year notional coupon bearing Government of India security. The notional coupon shall be 7% per annum with semi annual compounding and the contract shall be settled by physical delivery of deliverable grade securities. The 91 day T Bill futures which is based on 91 day T bills issued by the Government of India. The contract would be cash settled and the final settlement price of the contract shall be based on the weighted average price/yield obtained in the weekly auction of the 91 day Treasury Bills on the date of expiry of the contract. It was also proposed to have the 2 and 5 year Interest rate Futures based on 2 and 5 year notional Gsec with semiannually compounded coupon of 7%. These would also be cash settled and the final settlement price shall be based on the yields on basket of securities for each Interest rate Futures contract specified by the respective stock exchange. Interest rate derivatives, as we can see are very new to the Indian financial market and one is obviously intrigued to know as to how they are affecting the market for the underlying. Before analyzing their impact on the underlying, a look at the current trend in the futures market in India does not present a very encouraging picture. The interest rate futures based on 10 year notional bond initially picked up momentum but it gradually lost steam. In September 2009, the total trading volume was Rs 1473 which by December 2009 dropped to Rs 215 crores and further to a meager 57 crores in February 2010. Similarly, the market for interest rate futures based on notional 91 days T bill has shown a very identical trend. At its launch by NSE on July 4 2011, it saw a turnover in excess of Rs 730 crore. By August 4, the volume dropped to Rs 14 crores. There is a wide potential for the 91 days futures in India. Corporate houses dealing in floating rate bonds, mutual funds and banks which park a substantial amount in T bills of this duration are expected to use this instrument for hedging purposes. This market, as can be seen is far 144

145 away from its potential. The purpose, however, of this paper is not to analyze the causes of the declining turnover in the interest rate futures market but to understand their impact on the underlying market. The developments in the interest rate futures market can be attributed to the novelty of this market in India. In this paper we will try and understand whether there has been any change in the behavior of the markets for the underlying post the introduction of these derivatives. In particular, we would like to explore the effects on the volatility of the underlying assets. 2.1 REVIEW OF LITERATURE World over studies have been done in this regard and data overwhelmingly support the theory that derivatives in general have affected the volatility of the underlying asset prices. While the impact of option contracts on the underlying is more or less clearly established through numerous empirical research, the impact of futures contracts on asset price volatility is more debated and controversial. However, this uncertainty is more visible in financial futures and their relationship to the price of the underlying. When it comes to futures on commodities, there is an overwhelming body of support to assert that they seem to reduce the price volatility of the underlying. Futures on stocks were analyzed by Stoll and Whaley (1987) who found an increase in the market volatility of stocks included in the index basket on the day of contract expiration. Damodaran (1990) using S&P 500 index future also report that stocks included in the index have a significantly higher volatility than those not included. The effect of the introduction of stock index futures on volatility of the Italian stock exchange was examined by Bologna and Cavallo(2002). They concluded that the introduction of the stock index futures had led to a decline in the stock market volatility. They attributed this to the increased impact of recent news and diminishing effect of the uncertainty arising from the old news. Whereas, in yet another study of KOSPI 200 futures on Korean stock market, Ryoo and Graham Smith (2003) argue that introduction of index futures have increased the volatility of the stock markets. Their results show that futures trading increases the speed at which information is impounded into the spot market prices, reduces the persistence of the information and increases the spot market volatility. The role of futures on stock under Indian conditions also does not present a very unambiguous picture. In a study done by Bandivadekar and Ghosh (2003), the results shows that while the future effects play important role in reduction of volatility in S&P CNX Nifty, in case of BSE Sensex, its role seemed ambiguous. Unlike futures on stock, futures on bonds, especially treasury bonds, seem to be associated with some volatility reduction. This is explained by the limited relevance of information asymmetry in this market. Futures market in bond seems to increase the market liquidity. Esposito and Giraldi (1994) studied the Italian Treasury Bond market and found that the introduction of futures trading on the BTP contract reduced the volatility of the underlying market. Studies on the US government and mortgage bond market (Froewiss(1978), Simpson and Ireland(1982) and Edwards (1988)) found that futures trading either has no effect or stabilizes the underlying markets. Another effort to detect the impact of futures contract on Treasury bond was made by Citanna and Rovelli (1991), who analyzed the French market and found a reduction of term premia in the yield curve after the listing of the futures on OAT. Preliminary evidence of the lead lag relationship between futures and spot prices on the bond market is provided by Angeloni, Drudi and Majnoni (1994) who analyze the intraday price behavior for the Italian market in the period 1992-94. They found clear evidence of futures leading the spot market. Some studies have been done to ascertain the impact of futures on volume of trade in the underlying market. As of now, these studies do not reveal a significant effect on volumes. Bansal, Pruitt and Wei (1989) find that trading volumes increase after option listing but only for a short period around the listing date. Damodaran and Lim (1991) find a small effect on market adjusted volumes. Skinner (1989) reports the disappearance of volume effects after the seventies. Damodaran and Subrmanyam (1992) interpret this evidence as a sign that the introduction of derivatives was not able to attract speculators into the underlying markets. While no specific study has been done regards the interest rate derivates market, one would expect something similar in them as well. 2.2 UNDERSTANDING THE MARKET A look at the interest rate futures market at National Stock Exchange in India has a rather peculiar story to tell. We can see that having good beginnings in both the 91 day T bill market as well as the long term bond market (futures), it could not sustain its momentum. The trading volumes have virtually come to nil in both these markets. The open interest in 91 day T bill futures was 4300 contracts on July 4, 2011, rose gradually but dropped to zero contract by Jan 2012. A similar story unfolded in the bond market futures where in August 2009, there were 1893

contracts as open interest but dropped to zero by March 2011. It would be interesting to compares the trading volumes in these futures market with the trading volumes in the respective underlying market. In graph 1and 2, we show the graph for open interest in the 91 day T bill futures NSE in comparison with weekly turnover in the actual 91 day T bill markets, the data for which have been taken from RBI. The frequency of data for the underlying is weekly while for the futures is daily. Looking at both the figures together, we can say that the volumes in the futures market for 91 day T bill seems to be driving the underlying market as well. As we can see since the time of the introduction of futures on 4th July 2011, uptil December 2011, volumes in both the markets seem to move together. Of course, post November 2011, the volumes in futures market died down but before this period, one can clearly see a synchronicity between the two markets. These exhibits establish, albeit pictorially that in the short run, the futures market may be having an effect on the underlying. It would also be interesting to see the impact on short term interest rates of the trading in 91 day T bill futures. For this purpose, we have taken the weighted average of the daily repo rates on similar period as the introduction of the futures in 91 day T bill segment i.e., from Aug 04, 2011 to December 31st 2011 and the fluctuations in yield is as represented in Graph 3. We would also like to see if there is any such relationship in the futures for long term bonds. For this purpose we take a look at Futures daily open interest on long term bonds and weekly turnover of Government of India securities from August 2009 (when this future was introduced at NSE) and March 2011. Looking simultaneously at Graph 4 and 5, gives a peep into their possible relationship. Here also, there seems to be some impact of the futures in driving the volumes of the underlying. Pictorially, it appears that the volume effect is probably more in the 91 day t bill segment. 3.1 ECONOMETRIC ANALYSIS We can see that the volatility in the repo rates were very high when the futures market was gaining in strength (Aug 2011 to sep 2011) but the volatility died down with the futures market losing steam. The question as to whether this volatility change is significant needs to be explored. For this purpose we will make use of the GARCH model and look at the volatility of the repo rates before and after the event. With the help of the GARCH model, we generate the conditional variance series which is represented in Figure 6. This gives us a pictorial idea of changing volatility of repo rates with time. The data has to be read backwards chronologically in this graph. The 248th data point is Jan 01, 2011 and the 1st data point is 31 st December 2011. Accordingly, we can see that somewhere around August 04, 2011, the volatility in the repo market has substantially come down. This coincides with the date of the introduction of interest rate futures on 91 day treasury bills. So, in the short run market, we see that interest rate derivatives have had a calming influence on the repo (underlying) market. Now to test the significance of the above result, we add a dummy variable D which is equal to zero for all dates before Aug04, 2011 and 1 for the dates afterwards in our GARCH estimation. The results are tabulated in Table 1. We can see that in the mean equation, the dummy comes out to be statistically significant affecting the variance. For the interest rate futures in the long term bond category, for the purpose of underlying, we consider the NSE G SEC Index. The NSE-Government Securities Index prices components off the NSE Benchmark ZCYC, so that movements reflect returns to an investor on account of change in interest rates only. For our purpose, we have taken daily data from November 2008 to June 2010. With the help of GARCH model, we have generated a conditional volatility series for this data. As can be seen in the figure, the volatility trend is not definitive. Around the observation 200, futures were introduced. But it does not seem to affect volatility in a significant manner. In order to test this, we run a GARCH with a dummy D taking values of 1 after the IRF introduction and 0 before that. The results are summarized in Table 2. As per our assertion, we can see that the dummy comes out to be statistically insignificant. Conclusion The 91 day T bill futures as well as the long term bond futures have not shown any volumes in the recent times. This can be due to many reasons, not the least of which is the inability of market participants to take a directional call on interest rates. There is an obvious lack of depth in the bond futures market where a majority of government as well as corporate bonds do not come into the purview of Interest rate futures. However, one expected the demand for 91 day T bill futures to be high given the fact that mutual funds as well as banks require such hedging instruments. Yet, the period in which the market volumes were good, it had a concomitant effect on the underlying 146

market. When it comes to turnovers, we see that there is an impact on the underlying in both the markets. However, when we look at volatility, while the impact on the short term interest rate market is significant, it does not come across as significant in the long term interest rate markets. There is an indication that the short term market for interest rates showed a tendency to stabilize post the introduction of futures while no such impact was observed on the long term bond markets. Maybe the futures market in long term bond needs to acquire more depth before it starts making an impact. 147

148

Figure 6: Volatility of the repo rates Table 1: Garch estimates for repo 149

Coefficient Std. Error z-statistic Prob. C 3.751834 0.341992 10.97054 0 SERIES01(-1) 0.364237 0.052147 6.984761 0 dummy 1.67024 0.195308 8.551828 0 Variance Equation C 0.003412 0.001386 2.461168 0.0138 RESID(-1)^2 0.112954 0.016555 6.822934 0 GARCH(-1) 0.917233 0.013121 69.90415 0 Figure 7: Volatility for NSE G SEC Index Table 2: Garch values for before and after event 150

Table 1: Garch estimates for repo Coefficient Std. Error z-statistic Prob. C 60.66631 7.818402 7.759425 0 TOTAL_RETURN_INDEX(-1) 0.797696 0.025971 30.71462 0 dummy -0.18532 0.297611-0.6227 0.5335 Variance Equation C 3.750676 0.959796 3.907784 0.0001 RESID(-1)^2 0.342464 0.08631 3.967821 0.0001 GARCH(-1) 0.431004 0.104253 4.134204 0 References: 1. Angeloni, I., Drudi, F. and G. Majnoni (1994), Intraday Spot Futures Interactions in the Market for Italian Government Bonds, A survey of recent empirical evidence: Banca d Italia 2. Bansal, V.K., Pruitt, S.W. and K.C. Wei (1989), An Empirical Re examination of the impact of CBOE Option Initiation on the Volatility and Trading Volume of the Underlying Equities: 1973-1986, The Financial Review, No. 24 3. Bologna, P and L. Cavallo (2001), Does the Introduction of Stock Index Futures Effectively Reduce Stock Market Volatility? Evidence from the Italian Stock Exchange Using GARCH, Applied Financial Economics, No.12 4. Bollerslev, T.(1986), Generalized Autoregressive Conditional Heteroscedasticity, Journal of Econometrics, No.31 5. Damodaran, A. and M.G. Subrahmanyan (1993) The Effects of Derivative Securities on the Markets for the Underlying Assets in the United States, Financial Markets, Institutions and Instruments, Vol. 1, No.5 6. Damodarn, A.(1990), Index Futures and Stock Market Volatility, Review of Futures Markets, No.9 7. Damodaran, A. and J. Lim (1991), The Effects of Option Listing on the Underlying Stock s Return Processes, Journal of Banking and Finance, No.15. 8. Edwards, R.F. (1988), Futures Trading and Cash Market Volatility: Stock Index and Interest Rate Futures, Journal of Futures Markets, No.8 9. Esposito, M. and C. Giraldi (1994), Preliminary Evidence on a New Market: Futures on the Italian Treasury Bonds, Journal of Futures Markets 10. Froewiss, K. (1978), GNMA Futures: Stabilising or Destabilising?, Federal Reserve Bank of San Fransisco Economic Review. 11. Hyun Jung Ryoo and Smith,Graham (1999), The Impact of Stock Index Futures on Korean Stock Markets, Department of Economics, School of Oriental and African Studies 12. Kawaller, I.G., Koch, P.D. and T.W. Koch (1990), Intraday Relationship Between Volatility in the S&P 500 Futures Prices and Volatility in the S&P 500 Index, Journal of Banking and Finance, No. 14. 13. Simpson, W. and T. Ireland (1982), The effect of futures trading on the price volatility of GNMA Securities, Journal of Futures Markets. 14. Snehal Bandivadekar and Saurav Ghosh (2003), Derivatives and Volatility on Indian Stock Markets, Reserve Bank of India Occasional Papers, Vol.24, No.3 15. Stoll, H.R. and R.E. Whaley (1990), Intraday Price Change and Trading Volume Relations in the Stock and Stock Options Markets, Journal of Finance, No.45 151

This academic article was published by The International Institute for Science, Technology and Education (IISTE). The IISTE is a pioneer in the Open Access Publishing service based in the U.S. and Europe. The aim of the institute is Accelerating Global Knowledge Sharing. More information about the publisher can be found in the IISTE s homepage: http:// CALL FOR PAPERS The IISTE is currently hosting more than 30 peer-reviewed academic journals and collaborating with academic institutions around the world. There s no deadline for submission. Prospective authors of IISTE journals can find the submission instruction on the following page: http:///journals/ The IISTE editorial team promises to the review and publish all the qualified submissions in a fast manner. All the journals articles are available online to the readers all over the world without financial, legal, or technical barriers other than those inseparable from gaining access to the internet itself. Printed version of the journals is also available upon request from readers and authors. IISTE Knowledge Sharing Partners EBSCO, Index Copernicus, Ulrich's Periodicals Directory, JournalTOCS, PKP Open Archives Harvester, Bielefeld Academic Search Engine, Elektronische Zeitschriftenbibliothek EZB, Open J-Gate, OCLC WorldCat, Universe Digtial Library, NewJour, Google Scholar