Abstract
Commodity futures markets are known for their price discovery and risk management functions. If the futures market is reliable, these functions could work as potential solutions to the current perils of Indian agriculture. The paper examines the reliability of the wheat futures market based on results of the Cointegration test, Vector Error Correction Model (VECM) and Information Share (IS) measures. Previous research in this field has been limited to studying one wheat spot market with the futures market. In this study, Agricultural Produce Marketing Committee (APMC) mandis are considered to be the regional spot markets. Price series of seven APMC mandis corresponding to seven different states of India are studied, along with four wheat futures contracts. Cointegration results show that the futures market is efficient except for the case of the Haryana APMC mandi. VECM results show that futures market leads the APMC mandis except for two cases out of 28. According to IS measures, the futures market dominates the spot markets in the price discovery process except for the Haryana APMC mandi. Overall, the results imply that the futures market is reliable, and government must not hurt it with frequent bans.
Similar content being viewed by others
Data Availability
The data on Spot market (APMC mandi) prices is publicly available at the Government's official website (https://agmarknet.gov.in/). The data on Futures market (NCDEX) prices is publicly available at the official website of the derivative exchange (https://www.ncdex.com/markets/futureprices).
Data and codes to replicate the results of this paper are available at the author’s github repository (https://github.com/one1rahul/Efficiency_Futures_APMC).
Notes
e-NWRs are receipts which are issued by the warehouse to the storer of the commodity.
e-NAM is powered by and electronic trading platform on which 1000 Agricultural Produce Marketing Committees (APMC) have been onboarded till now.
Permanent Account Number allotted under the Income-tax Act, 1961.
Bengal becomes sixth state to pass resolution against new farm laws, Business Standard, 28 Jan 2021.
State wise Wheat production (Percentage) out of all India Wheat Production for year 2019-20 are UP (30.29%), MP (18.22%), Punjab (16.33%), Haryana (10.15%), Rajasthan (10.15%), Bihar (5.48%), Gujarat (2.99%), Maharashtra (1.93%), Uttarakhand (0.85%) and WB (0.54%). The statistics are from Agriculture Statistics at a Glance 2020.
In 2011, Malda district in West Bengal had recorded the highest production of 5,232 kg per hectare in the country. Hindustan Times, Jan 23, 2013.
Punjab, Sangrur district, has achieved the distinction of topping the nation in yield of wheat. Times of India, January 23, 2013.
Central Sector Scheme “Formation and Promotion of 10,000 new Farmer Producer Organizations (FPOs)” of Rs. 6865 crores. Press Information Bureau, February, 09, 2021.
Plan for utilization of regulatory fees foregone by SEBI – FY 2021-22 for FPOs. Exchange Circular No. NCDEX/BUSINESS- 001/2019 dated March 27, 2019.
Govt Bans Wheat, Rice Futures. The Economic Times, February 28, 2007.
SEBI Issues Directions to Stock Exchanges in Commodity Derivatives Segment. SEBI, December 20, 2021.
NSEL scam: Supreme Court upholds assets attachment. Times of India, April 23, 2022.
References
Aggarwal, N., S. Jain, and S. Thomas. 2014. Do futures markets help in price discovery and risk management for commodities in India? (Working Paper WP-2014-020). Indira Gandhi Institute of Development Research. http://www.igidr.ac.in/pdf/publication/WP-2014-020.pdf.
Ali, J., and K. B. Gupta. 2011. Efficiency in agricultural commodity futures markets in India: evidence from cointegration and causality tests. Agricultural Finance Review, 71(2).
Aulton, A. J., C. T. Ennew, and A. J. Rayner. 1997. Efficiency tests of futures markets for UK agricultural commodities. Journal of Agricultural Economics 48 (3): 408–424.
Bailey, R. E. 2005. The economics of financial markets. Cambridge University Press.
Baillie, R. T., G. G. Booth, Y. Tse, and T. Zabotina. 2002. Price discovery and common factor models. Journal of Financial Markets 5 (3): 309–321.
Basu, K. 2011. India’s foodgrains policy: an economic theory perspective. Economic and Political Weekly 46 (5): 37–45.
Beck, S. E. 1994. Cointegration and market efficiency in commodities futures markets. Applied Economics 26 (3): 249–257.
Bhattacharya, H. 2007. Commodity derivatives market in India. Economic and Political Weekly 42 (13): 1151–1162.
CDSL. 2019. Annual Report 2018-19. Central Depository Services (India) Limited. https://www.cdslindia.com/InvestorRels/AnnualReports.html.
Chand, R. 2012. Development policies and agricultural markets. Economic and Political Weekly 47 (52): 53–63.
Chand, R. 2016. E-Platform for national agricultural market. Economic and Political Weekly 51 (28): 15–18.
Chowdhury, A. R. 1991. Futures market efficiency: evidence from cointegration tests. Journal of Futures Markets 11 (5): 577–589.
Dey, K., V. P. Gandhi, and K. Debnath. 2021. Farmers’ participation in India’s futures markets: potential, experience, and constraints. Springer.
Elton, E. J., M. J. Gruber, S. J. Brown, and W. N. Goetzmann. 2009. Modern portfolio theory and investment analysis. John Wiley & Sons.
Enders, W. 2010. Applied Econometric Time Series. 3rd ed. John Wiley & Sons.
Fama, E. F. 1970. Efficient capital markets: a review of theory and empirical work. The Journal of Finance 25 (2): 383–417.
Fassas, A. P., S. Papadamou, and A. Koulis. 2020. Price discovery in bitcoin futures. Research in International Business and Finance 52: 101116. https://doi.org/10.1016/j.ribaf.2019.101116.
FMC. 2011. Annual Report 2009–2010. Forward Market Commission. https://www.sebi.gov.in/sebiweb/other/OtherAction.do?doFmc=yes&type=1.
Gilbert, C. L. 1986. Testing the efficient markets hypothesis on averaged data. Applied Economics 18 (11): 1149–1166.
GOI. 2001. Report of Task Force on Agricultural Marketing Reforms. Ministry of Agriculture, Government of India. https://dmi.gov.in/Documents/ReportTaskForceAMR.pdf.
GOI. 2018. Report of Expert Committee on Integration of commodity spot and derivatives markets. Department of Economic Affairs, Ministry of Finance, Government of India. https://dea.gov.in/sites/default/files/ReportCommodityDerivativeMarkets042018.pdf.
GOI. 2020a. Farmers’ Produce Trade and Commerce (Promotion and Facilitation) Act, 2020. Gazette of India, Ministry of Law and Justice, Government of India. https://egazette.nic.in/WriteReadData/2020/222039.pdf.
GOI. 2020b. The farmers (Empowerment and protection) agreement on price assurance and farm services act, 2020. Gazette of India, Ministry of Law and Justice, Government of India. https://egazette.nic.in/WriteReadData/2020/222040.pdf.
GOI. 2021a. Annual Report 2020-21. Department of Agriculture, Cooperation & Farmers; Ministry of Agriculture & Farmers Welfare; Government of India. https://agricoop.nic.in/sites/default/files/Web%20copy%20of%20AR%20%28Eng%29_7.pdf.
GOI. 2021b. Agriculture Statistics at a Glance 2020. Government of India; Ministry of Agriculture & Farmers Welfare; Department of Agriculture, Cooperation & Farmers; Welfare Directorate of Economics and Statistics. https://eands.dacnet.nic.in/PDF/Agricultural%20Statistics%20at%20a%20Glance%20-%202020%20(English%20version).pdf.
GOI. 2021c. Situation Assessment of Agricultural Households and Land and Livestock Holdings of Households in Rural India, 2019 (NSS 77th round No. 587; NSS Report). Government of India. Ministry of Statistics and Programme Implementation, National Statistical Office.
GOI. 2022. Annual Report 2021-22. Department of Food and Public Distribution; Ministry of Consumer Affairs, Food & Public Distribution; Government of India. https://dfpd.gov.in/E-Book/examples/pdf/AnnualReport.html?PTH=/1sGbO2W68mUlunCgKmpnLF5WHm/pdf/FOOD_Annual%20Report_2021-2022%20Final_New.pdf.
Goulas, L., and G. Skiadopoulos. 2012. Are freight futures markets efficient? Evidence from IMAREX. International Journal of Forecasting 28 (3): 644–659.
Graham-Higgs, J., A. Rambaldi, and B. Davidson. 1999. Is the australian wool futures market efficient as a predictor of spot prices? Journal of Futures Markets 19 (5): 565–582.
Grossman, S. J., and J. E. Stiglitz. 1980. On the impossibility of informationally efficient markets. The American Economic Review 70 (3): 393–408.
Gulati, A., P. K. Sharma, and S. Kähkönen. 1996. The Food Corporation of India: Successes and failures in Indian foodgrain marketing (Working Paper No. 18; IRIS-India). Center for Institutional Reform and the Informal Sector, University of Maryland, College Park, USA.
Haigh, M. S. 2000. Cointegration, unbiased expectations, and forecasting in the BIFFEX freight futures market. Journal of Futures Markets 20 (6): 545–571.
Hasbrouck, J. 1995. One security, many markets: determining the contributions to price discovery. The Journal of Finance 50 (4): 1175–1199.
Haugen, R. A. 1986. Modern investment theory. Prentice Hall.
Herwany, A., and E. Febrian. 2008. Co-integration and causality analysis on developed Asian Markets for Risk Management & Portfolio Selection (MPRA Paper No. 10259). University Library of Munich, Germany. https://mpra.ub.uni-muenchen.de/10259/.
Hu, Y., Y. G. Hou, and L. Oxley. 2020. What role do futures markets play in Bitcoin pricing? Causality, cointegration and price discovery from a time-varying perspective? International Review of Financial Analysis 72: 101569.
Inoue, T., and S. Hamori. 2014. Market efficiency of commodity futures in India. Applied Economics Letters 21 (8): 522–527.
Jensen, M. C. 1978. Some anomalous evidence regarding market efficiency. Journal of Financial Economics 6 (2/3): 95–101.
Kapar, B., and J. Olmo. 2019. An analysis of price discovery between Bitcoin futures and spot markets. Economics Letters 174: 62–64.
Kavussanos, M. G., and N. K. Nomikos. 2003. Price discovery, causality and forecasting in the freight futures market. Review of Derivatives Research 6 (3): 203–230.
Kenderdine, T. 2018. Insurance plus futures: agricultural commodity price reform in China. Asia & the Pacific Policy Studies 5 (2): 331–346.
Kharbanda, V., and A. Singh. 2018. Futures market efficiency and effectiveness of hedge in indian currency market. International Journal of Emerging Markets 13 (6): 2001–2027.
Kirithiga, S., G. Naresh, S. Mahalakshmi, and S. Thiyagarajan. 2020. An Assessment of the causal relationship and price dissemination of commodity spot and futures contracts. South Asian Journal of Management 27 (1): 103–121.
Kumar, B., P. Singh, and A. Pandey. 2008. Hedging effectiveness of constant and time varying hedge ratio in Indian stock and commodity futures markets (Working Paper No. 2008-06-01). Indian Institute of Management Ahmedabad. http://vslir.iima.ac.in:8080/jspui/bitstream/11718/121/1/2008-06-01AjayPandey.pdf.
Li, M., and T. Xiong. 2021. Dynamic price discovery in chinese agricultural futures markets. Journal of Asian Economics 76: 101370.
Lien, D., and K. Shrestha. 2009. A new information share measure. Journal of Futures Markets: Futures Options and Other Derivative Products 29 (4): 377–395.
Lien, D., and K. Shrestha. 2014. Price discovery in interrelated markets. Journal of Futures Markets 34 (3): 203–219.
Mahalik, M. K., D. Acharya, and M. S. Babu. 2009. Price discovery and volatility spillovers in futures and spot commodity markets: Some empirical evidence from India (IGIDR Proceedings/Project Reports Series PP-062-10). http://www.igidr.ac.in/pdf/publication/PP-062-10.pdf.
Manogna, R., and A. K. Mishra. 2020. Price discovery and volatility spillover: an empirical evidence from spot and futures agricultural commodity markets in India. Journal of Agribusiness in Developing and Emerging Economies 10 (4): 447–473.
Mottaleb, K. A., P. K. Singh, K. Sonder, G. Kruseman, and O. Erenstein. 2019. Averting wheat blast by implementing a ‘wheat holiday’: in search of alternative crops in West Bengal, India. PloS One 14 (2): e0211410.
Naik, G., and S. K. Jain. 2001. Effieciency and Unbiasedness of Indian Commodity Futures Markets. Indian Journal of Agricultural Economics 56 (2): 185–198.
Perman, R. 1991. Cointegration: an introduction to the literature. Journal of Economic Studies, 18(3).
Radha, K., and S. Balakrishnan. 2017. The role of Commodity Futures in Risk Management: a study of Select Agricultural Commodities. IUP Journal of Financial Risk Management 14 (4): 7–29.
Singh, N., R. Kumar, R. Singh, and P. K. Jain. 2005. Is futures market mitigating price risk: An exploration of wheat and maize market. Agricultural Economics Research Review, 18(Conference), 35–46. https://doi.org/10.22004/ag.econ.58459.
Singh, N. P., V. Shunmugam, and S. Garg. 2009. How efficient are futures market operations in mitigating price risk? An explorative analysis. Indian Journal of Agricultural Economics 64 (3): 324–332.
Sobti, N. 2020. Does Ban on Futures trading (de) stabilise spot volatility? Evidence from indian Agriculture Commodity Market. South Asian Journal of Business Studies 9 (2): 145–166.
Soni, T. K. 2014. Cointegration, linear and nonlinear causality: analysis using indian agriculture futures contracts. Journal of Agribusiness in Developing and Emerging Economies 4 (2): 157–171.
Subramanian, A. 2014. Towards A Pareto Efficient Indian Agricultural Market-with specific focus on rice and wheat markets (Working Paper 04/2014-DEA). Department of Economic Affairs, Ministry of Finance, Government of India. https://dea.gov.in/sites/default/files/Crossing_Rubicon_IndianAgriMarket_0.pdf.
Telser, L. G. 1981. Why there are organized futures markets. The Journal of Law and Economics 24 (1): 1–22.
Tripathi, A. K. 2014. Agricultural prices and production in post-reform India. Routledge India.
Umali-Deininger, D. L., and K. W. Deininger. 2001. Towards greater food security for India’s poor: balancing government intervention and private competition. Agricultural Economics 25 (2‐3): 321–335.
USDA. 2017. Fact Sheet 2017 Crop Year. Risk Management Agency, United States Department of Agriculture. https://www.rma.usda.gov/Fact-Sheets/Topeka-KS-Region-Fact-Sheets/Wheat-2017-NE.
Author information
Authors and Affiliations
Corresponding author
Additional information
Publisher’s Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Singh, R.K. Efficiency of Wheat Futures across APMC Mandis. J. Quant. Econ. 21, 681–701 (2023). https://doi.org/10.1007/s40953-023-00348-9
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s40953-023-00348-9