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PERFORMANCE OF INDIAN COMMODITY FUTURES MARKETS: AN ANALYSIS A Doctoral Dissertation Submitted in Partial Fulfilment of the Requirements for the Fellow Programme in Management Indian Institute of Management Indore By Ankit Sharma March 2015 Thesis Advisory Committee: Prof. L V Ramana (Chair) Prof. Keyur Thaker (Member) Prof. Siddhartha K. Rastogi (Member)

Abstract Over the past decade Indian commodity futures markets have grown at a rapid pace. Reopening of Indian commodity futures markets has provided an opportunity for investors to achieve diversification benefits. At the same time during periods of high inflation, trading in several commodity futures was stopped owing to the belief that investment in commodity futures markets contributes significantly to the increase in commodity prices. Studies have shown that growth in commodity futures markets has no direct role in increasing commodity prices. The present study looks at the developments in Indian commodity futures markets in the past decade. The first part of the present study examines the potential diversification benefits available to Indian investors when they allocate a part of their investable income to commodity futures. The second part of the study examines the inflation hedging potential of commodity futures in a conventional portfolio of stocks and bonds during inflation. A number of portfolios were constructed with and without commodity futures to unveil the diversification benefits offered by commodity futures when incorporated in a conventional portfolio of stocks and bonds. To recognize the diversification benefits, which can be realized by investors on adding commodity futures, asset allocation strategies, namely, strategic asset allocation and tactical asset allocation (momentum and term structure strategy) were analysed from 2004-2012 on a yearly basis using monthly data of most liquid commodity futures contracts traded on Indian commodity futures exchanges. Momentum and term structure signals were used to formulate investment strategies, which exhibited positive returns on average. These investment strategies served as a tool for allocating commodity futures to conventional portfolio of stocks and bonds. Results show that inclusion of commodity futures to a conventional portfolio provided diversification benefits. Inflation has an adverse impact on investors. The surge in inflation necessitates the search for assets with inflation hedging potential. Commodity futures have positive correlation with inflation and negative correlation with stocks and bonds. Thus, during high inflation, the presence of commodity futures in a conventional portfolio of stocks and bonds may ii

possess potential to combat ill effects of inflation and act as an inflation hedge. The second part of the present study examines the inflation hedging potential of commodity futures during different inflationary regimes. We chose commodity futures that respond best to inflation and form inflation tracking portfolios. Analysis of conventional portfolios with and without inflation tracking portfolios shows that commodity futures act as an inflation hedge. The present study reveals that it is possible to improve the performance of a conventional portfolio by investing in commodity futures and that these instruments provide inflation hedge to the conventional portfolio during periods of high inflation. In the present scenario, where RBI is likely to give permission to banks and FIIs to invest in Indian commodity futures markets and considering periods of high inflation, results of both the studies are relevant and important to investors. Keywords: Commodity futures, momentum strategy, term structure strategy, portfolio, investment strategies, inflation, inflation tracking portfolio, inflation hedge iii

Table of Contents Abstract ii Acknowledgements.. iv List of Tables vi List of Appendices... vii Chapter 1: Introduction... 1 Chapter 2: Diversification benefits of commodity futures 2.1 Introduction.. 6 2.2 Literature review.. 8 2.3 Data and methodology. 12 2.4 Results. 18 2.5 Conclusions... 33 2.6 Limitations... 35 Chapter 3: Commodity futures as an inflation hedge 3.1 Introduction.. 37 3.2 Literature review.. 44 3.3 Data and methodology. 50 3.4 Results. 57 3.5 Conclusions.. 63 3.6 Limitations... 64 Chapter 4: Conclusions and avenues for future research 4.1 Implications of the study.. 66 4.2 Suggestions for futures research work. 67 Appendices... 69 References 127 v

List of Tables Table No. Title Page No. Chapter 2 Table 1a Ex-ante Portfolio weights and Sharpe ratios for unconstrained and constrained mean-variance portfolios Table 1b Ex-ante Portfolio weights and Sharpe ratios for unconstrained 24 and constrained mean-variance portfolios (agricultural commodities) Table 2a Ex-post returns for different investment strategies 27 Table 2b Ex-post returns for different investment strategies (agricultural 27 commodities) Table 3a Ex-post portfolio returns for optimal and constrained portfolios 29 Table 3b Ex-post portfolio returns for optimal and constrained portfolios 30 Table 4a Ex-post Sharpe ratios for optimal and constrained portfolios 32 Table 4b Ex-post Sharpe ratios for optimal and constrained portfolios 33 Chapter 3 Table 1a Correlation between stocks and bond 57 Table 1b Correlation between stocks, bonds and commodity futures 58 Table 1c Correlation between stocks, bonds and agricultural 58 commodities Table 2 Correlation between stocks, bonds, and commodity futures 60 with inflation Table 3a Ex-ante Returns and Sharpe Ratios of Naïve, Constrained and 61 Inflation Tracking Portfolios Table 3b Ex-ante Returns and Sharpe Ratios of Naïve, Constrained and Inflation Tracking Portfolios 62 19 vi

List of Appendices Appendix No. Title Page No. Appendix A1 Volumes of contracts traded on MCX from 2003-2012 69 Appendix A2 Volumes of contracts traded on NCDEX from 2003-2012 72 Appendix B1 List of top 20 contracts traded at MCX 77 Appendix B2 List of top 20 contracts traded at NCDEX 78 Appendix B3 List of top commodities traded at MCX and NCDEX 79 Appendix B4 List of top agricultural commodities traded at MCX and 81 NCDEX Appendix C Computation of futures return, spot return and roll returns 82 Appendix D1 Descriptive statistics of stocks, bonds and commodity 84 futures returns Appendix D2 Descriptive statistics of stocks, bonds and commodity 90 futures returns Appendix E1 Ex-ante Markowitz composition for unconstrained and 96 constrained portfolios Appendix E2 Ex-ante Markowitz composition for unconstrained and 104 constrained portfolios Appendix F Diagrammatic representation to explain the formation of 111 commodity futures portfolios Appendix G1 Summary of commodity futures returns and roll returns 112 Appendix G2 List of commodities sorted on basis of futures returns and 113 roll returns Appendix G3 List of commodities selected for forming investment 115 strategies Appendix H1 Summary of commodity futures returns and roll returns 118 Appendix H2 List of commodities sorted on basis of futures returns and 119 roll returns Appendix H3 Commodities selected for forming investment strategies 121 Appendix I1 Holding Period Returns of conventional portfolio, naïve 123 portfolio, optimal portfolios and constrained portfolios Appendix I2 Holding Period Returns of conventional portfolio, naïve 125 portfolio, optimal portfolios and constrained portfolios Appendix J Criteria for selecting six commodities for forming inflation tracking portfolios 126 vii