Technical and Groundwater Use Efficiency in Wheat-Maize Cropping Pattern: An Evidence from Bari Doab, Punjab Pakistan
Abstract
In Pakistan, the agricultural production chain depends on multiple factors, out of which irrigation is considered as the primary input. With the passage of time, this country’s resource base is diminishing rapidly and adversely affecting the rural economy. To cope with the demand of the expanding population, efficient utilization of this resource is crucial. This study aims to examine the relationship between technical efficiency and groundwater use efficiency in the wheat-maize cropping pattern from Central Punjab, Pakistan. For this purpose, the Depalpur distributary was selected from Bari doab. Primary data from 214 farmers of Okara district (Central Punjab) were collected through a multi-stage sampling technique. Various factors affecting technical and groundwater use efficiency were investigated using the Tobit model (Bootstrap truncated). Results indicated that wheat and maize farms were achieving higher level of technical efficiency (0.94 & 0.92, respectively) than groundwater use efficiency levels (0.63 & 0.64, respectively). The results suggested that improving groundwater efficiency could decrease excessive extraction of groundwater consequently achieving higher returns from wheat and maize remaining on same level of groundwater. Tobit analysis indicated that education status of farmers, farmer experience, agricultural extension services and ownership of tube well would result in achieving higher level of technical and groundwater use effeciencies.
Keywords
References
Abate, T. M., A. B. Dessie and T. M. M. 2019. Technical efficiency of smallholder farmers in red pepper production in North Gondar Zone, Amhara Regional State, Ethiopia. Journal of Economic Structures, 8: 1-18. https://doi.org/10.1186/s40008-019-0150-6
Ahmad, M. U. D., H. Turral and A. Nazeer. 2009. Diagnosing
irrigation performance and water productivity through satellite remote sensing and secondary data in a large irrigation system of Pakistan. Agricultural Water Management, 96: 551-564.
Ajaz, A., P. Karimi, X. Cai, C. De Fraiture and M. S. Akhter. 2019. Statistical data collection methodologies of irrigated areas and their limitations: A review. Irrigation and Drainage, 68: 702-713. https://doi.org/10.1002/ird.2365
Alam, A., I. Shah, S. Khan, N. Elahi and E. Inamullah. 2020. Estimation of farm level technical efficiency in maize production at the high mountain north region of Pakistan. Sarhad Journal of Agriculture, 36.
Alexandratos, N. and J. Bruinsma. 2012. World agriculture towards 2030/2050: The 2012 revision.
Alwarritzi, W., T. Nanseki and Y. Chomei. 2015. Analysis of the factors influencing the technical efficiency among oil palm smallholder farmers in Indonesia. Procedia Environmental Sciences, 28: 630-638.
Asghar, S., N. Sasaki, D. Jourdain and T. W. Tsusaka. 2018. Levels of technical, allocative, and groundwater use efficiency and the factors affecting the allocative efficiency of wheat farmers in Pakistan. Sustainability, 10: 1619.
Attia, A., S. El-Hendawy, N. Al-Suhaibani, M. Alotaibi, M. U. Tahir and K. Y. Kamal. 2021. Evaluating deficit irrigation scheduling strategies to improve yield and water productivity of maize in arid environment using simulation. Agricultural Water Management, 249: 106812.
Ayele, A., J. Haj and B. Tegegne. 2019. Technical efficiency of wheat production by smallholder farmers in Soro district of Hadiya Zone, Southern Ethiopia. East African Journal of Sciences, 13: 113-120. https://doi.org/10.20372/eajs.v13i2
Babatunde, R. O. and M. Qaim. 2010. Impact of off-farm income on food security and nutrition in Nigeria. Food Policy, 35: 303-311.
Banker, R. D., A. Charnes and W. W. Cooper. 1984. Some models for estimating technical and scale inefficiencies in data envelopment analysis. Management Science, 30: 1078-1092.
Bhutta, M. N. 2002. Sustainable management of groundwater in the Indus Basin. Second South Asia Water Forum, 14-16.
Bhutta, M. N. and L. K. Smedema. 2007. One hundred years of waterlogging and salinity control in the Indus Valley, Pakistan: A historical review. Irrigation and Drainage, 56: S81-S90.
Bridges, S., A. Gaggero and T. Owens. 2013. Jobs come and go, but the family will always be there. Mimeo, University of Nottingham.
Changming, L., Y. Jingjie and E. Kendy. 2001. Groundwater exploitation and its impact on the environment in the North China Plain. Water International, 26: 265-272.
Chindarkar, N. and R. Q. Grafton. 2019. India’s depleting groundwater: When science meets policy. Asia & the Pacific Policy Studies, 6: 108-124.
Condon, L. E. and R. M. Maxwell. 2019. Simulating the sensitivity of evapotranspiration and streamflow to large-scale groundwater depletion. Science Advances, 5: eaav4574.
Dalin, C., Y. Wada, T. Kastner and M. J. Puma. 2017. Groundwater depletion embedded in international food trade. Nature, 543: 700-704.
Dangar, S., A. Asoka and V. Mishra. 2021. Causes and implications of groundwater depletion in India: A review. Journal of Hydrology, 596: 126103.
Davis, K. F., D. D. Chiarelli, M. C. Rulli, A. Chhatre, B. Richter,
D. Singh and R. DeFries. 2018. Alternative cereals can improve water use and nutrient supply in India. Science Advances, 4: eaao1108.
Dessale, M. 2019. Analysis of technical efficiency of smallholder wheat-growing farmers of Jamma district, Ethiopia. Agriculture & Food Security, 8: 1-8.
Eyhorn, F., P. Mäder and M. Ramakrishnan. 2005. The impact of organic cotton farming on the livelihoods of smallholders: Evidence from the Maikaal bioRe Project in Central India.
Famiglietti, J. S. 2014. The global groundwater crisis. Nature Climate Change, 4: 945-948.
Giordano, M. 2009. Global groundwater? Issues and solutions. Annual Review of Environment and Resources, 34: 153-178.
GOP. 2025. Pakistan Economic Survey 2023-24. Economic Advisor Wing, Finance Division, Ministry of Finance, Islamabad, Pakistan.
Jägermeyr, J., A. Pastor, H. Biemans and D. Gerten. 2017. Reconciling irrigated food production with environmental flows for Sustainable Development Goals implementation. Nature Communications, 8: 15900.
Kahlown, M. A. and M. Azam. 2002. Individual and combined effect of waterlogging and salinity on crop yields in the Indus Basin. Irrigation and Drainage, 51: 329-338.
Kelleners, T. and M. Chaudhry. 1998. Drainage water salinity of tubewells and pipe drains: A case study from Pakistan. Agricultural Water Management, 37: 41-53.
Khan, S., T. Rana, H. Gabriel and M. Ullah. 2008. Hydrogeologic assessment of escalating groundwater exploitation in the Indus Basin, Pakistan. Hydrogeology Journal, 16: 1635-1654.
Kieschnick, R. and B. D. McCullough. 2003. Regression analysis of variates observed on (0, 1): Percentages, proportions and fractions. Statistical Modelling, 3: 193-213.
Kijne, J. W. 1999. Improving the productivity of Pakistan’s irrigation: The importance of management choices. International Water Management Institute, Colombo, Sri Lanka.
Laghari, A. N., D. Vanham and W. Rauch. 2012. The Indus Basin in the framework of current and future water resources management. Hydrology and Earth System Sciences, 16: 1063-1083.
Lenton, R. 2014. Irrigation in the twenty-first century: Reflections on science, policy and society. Irrigation and Drainage, 63: 154-157.
Lubadde, G., P. Tongoona, J. Derera and J. Sibiya. 2016. Production determinants of the pearl millet cropping system in Uganda and implications to productivity. Journal of Agricultural Sciences, 8(7):97.
Mahmood, N., M. Arshad, H. Kächele, A. Ullah and K. Müller. 2020. Economic efficiency of rainfed wheat farmers under changing climate: Evidence from Pakistan. Environmental Science and Pollution Research, 27: 34453-34467.
McDonald, J. 2009. Using least squares and Tobit in second stage DEA efficiency analyses. European Journal of Operational Research, 197: 792-798.
Mehmood, T., I. A. Baig, A. Saboor and M. Ahmad. 2024. Using non-parametric approach to explore groundwater use efficiency of spring maize in Bari Doab, Punjab Pakistan. iRASD Journal of Economics, 6: 649-663.
Mukherjee, A., D. Saha, C. F. Harvey, R. G. Taylor, K. M. Ahmed and S. N. Bhanja. 2015. Groundwater systems of the Indian sub-continent. Journal of Hydrology: Regional Studies, 4: 1-14.
Mussá, F., Y. Zhou, S. Maskey, I. Masih and S. Uhlenbrook. 2015. Groundwater as an emergency source for drought mitigation in the Crocodile River catchment, South Africa. Hydrology and Earth System Sciences, 19: 1093-1106.
Oostendorp, R. H. and F. Zaal. 2012. Land acquisition and the adoption of soil and water conservation techniques: A duration analysis for Kenya and the Philippines. World Development, 40: 1240-1254.
Pathak, A. A. and B. Dodamani. 2019. Trend analysis of groundwater levels and assessment of regional groundwater drought: Ghataprabha River Basin, India. Natural Resources Research, 28: 631-643.
Qureshi, A. S. 2011. Water management in the Indus Basin in Pakistan: Challenges and opportunities. Mountain Research and Development, 31: 252-260.
Qureshi, A. S. 2015. Improving food security and livelihood resilience through groundwater management in Pakistan. Global Advanced Research Journal of Agricultural Science, 4: 687-710.
Qureshi, A. S. 2018. Challenges and opportunities of groundwater management in Pakistan. In: Groundwater of South Asia, pp. 735-757.
Qureshi, A. S. 2020. Groundwater governance in Pakistan: From colossal development to neglected management. Water, 12: 3017.
Salam, A. and A. Hameed. 2022. Technical efficiency in production of major food grains in Punjab, Pakistan. Asian Development Review, 39: 201- 222.
Scanlon, B. R., S. Fakhreddine, A. Rateb, I. De Graaf, J. Famiglietti, T. Gleeson, R. Q. Grafton, E. Jobbagy, S. Kebede, S. R. Kolusu and L. F. Konikow. 2023. Global water resources and the role of groundwater in a resilient water future. Nature Reviews Earth & Environment, 4: 87-101.
Schauberger, B., S. Archontoulis, A. Arneth, J. Balkovic, P. Ciais, D. Deryng, J. Elliott, C. Folberth, N. Khabarov and C. Müller. 2017. Consistent negative response of US crops to high temperatures in observations and crop models. Nature Communications, 8: 13931.
Shah, S. A., S. Ali, A. Ali and A. Baig. 2020. Economic analysis of maize production in Central Khyber Pakhtunkhwa, Pakistan. Sarhad Journal of Agriculture, 36.
Shah, T. 2007. The groundwater economy of South Asia: An assessment of size, significance and socio-ecological impacts. In: The Agricultural Groundwater Revolution: Opportunities and Threats to Development, pp. 7-36.
Shah, T., A. D. Roy, A. S. Qureshi and J. Wang. 2003. Sustaining Asia’s groundwater boom: An overview of issues and evidence. Natural Resources Forum,
pp. 130-141.
Shah, T., D. Molden, R. Sakthivadivel and D. Seckler. 2001. Global groundwater situation: Opportunities and challenges. Economic and Political Weekly, pp. 4142-4150.
Siebert, S., M. Kummu, M. Porkka, P. Döll, N. Ramankutty and B. R. Scanlon. 2015. A global data set of the extent of irrigated land from 1900 to 2005. Hydrology and Earth System Sciences, 19: 1521-1545.
Simar, L. and P. W. Wilson. 2002. Non-parametric tests of returns to scale. European Journal of Operational Research, 139: 115-132.
Speelman, S., M. D’Haese, J. Buysse and L. D’Haese. 2008. A measure for the efficiency of water use and its determinants, a case study of small-scale irrigation schemes in North-West Province, South Africa. Agricultural Systems, 98: 31-39.
Statistics, B. O. 2023. Punjab Development Statistics 2024.
Subhadra, B. 2015. Water: Halt India’s groundwater loss.
Nature, 521: 289.
Suhag, R. 2016. Overview of groundwater in India. PRS Standing Committee on Water Resources, Legislative Research, 12 p.
Tack, J., A. Barkley and N. Hendricks. 2017. Irrigation offsets wheat yield reductions from warming temperatures. Environmental Research Letters, 12: 114027.
Tenaye, A. 2020. Technical efficiency of smallholder agriculture in developing countries: The case of Ethiopia. Economies, 8: 34.
https://doi.org/10.3390/economies8020034
Troy, T. J., C. Kipgen and I. Pal. 2015. The impact of climate extremes and irrigation on US crop yields. Environmental Research Letters, 10: 054013.
USGS. 2021. The World’s Water. U.S. Department of the Interior, U.S. Geological Survey.
Wada, Y., L. P. van Beek and M. F. Bierkens. 2012. Nonsustainable groundwater sustaining irrigation: A global assessment. Water Resources Research, 48.
Wada, Y., L. P. van Beek, C. M. van Kempen, J. W. Reckman, S. Vasak and M. F. Bierkens. 2010. Global depletion of groundwater resources. Geophysical Research Letters, 37.
Wang, J. M., Y. F. Shi and J. Zhang. 2017. Energy efficiency and influencing factors analysis on Beijing industrial sectors. Journal of Cleaner Production, 167: 653-664.
Wang, Y., Z. Wen, X. Cao, Z. Zheng and J. Xu. 2020. Environmental efficiency evaluation of China’s iron and steel industry: A process-level data envelopment analysis. Science of the Total Environment, 707: 135903.
Watto, M. A. and A. W. Mugera. 2014. Measuring production and irrigation efficiencies of rice farms: Evidence from the Punjab Province, Pakistan. Asian Economic Journal, 28: 301-322.
Watto, M. A. and A. W. Mugera. 2015. Efficiency of irrigation water application in sugarcane cultivation in Pakistan. Journal of the Science of Food and Agriculture, 95: 1860-1867.
Watto, M. and A. W. Mugera. 2019. Wheat farming system performance and irrigation efficiency in Pakistan: A bootstrapped metafrontier approach. International Transactions in Operational Research, 26: 686-706.
Weltin, M., I. Zasada, C. Franke, A. Piorr, M. Raggi and D. Viaggi. 2017. Analysing behavioural differences of farm households: An example of income diversification strategies based on European farm survey data. Land Use Policy, 62: 172-184.
Wheeler, S. A., A. Zuo and J. Kandulu. 2021. What water are we really pumping? The nature and extent of surface and groundwater substitutability in Australia and implications for water management policies. Applied Economic Perspectives and Policy, 43: 1550-1570.
Wooldridge, J. M. 2010. Econometric analysis of cross section and panel data. MIT Press.
Wu, J., Q. An, X. Yao and B. Wang. 2014. Environmental efficiency evaluation of industry in China based on a new fixed sum undesirable output data envelopment analysis. Journal of Cleaner Production, 74: 96-104.
Xiong, S., X. Ma and J. Ji. 2019. The impact of industrial structure efficiency on provincial industrial energy efficiency in China. Journal of Cleaner Production, 215: 952-962.
Xu, T., F. F. Sun and Y. H. Zhou. 2015. Technical efficiency and its determinants in China’s hog production. Journal of Integrative Agriculture, 14: 1057-1068.
Yampolskiy, R. V. 2013. Efficiency theory: A unifying theory for information, computation and intelligence. Journal of Discrete Mathematical Sciences and Cryptography, 16: 259-277.
Yang, Z. and X. Wei. 2019. The measurement and influences of China’s urban total factor energy efficiency under environmental pollution: Based on the game cross-efficiency DEA. Journal of Cleaner Production, 209: 439-450.
Yu, J., K. Zhou and S. Yang. 2019. Regional heterogeneity of China’s energy efficiency in “new normal”: A meta-frontier Super-SBM analysis. Energy Policy, 134: 110941.
Zhang, Z., X. Chen and P. Heck. 2014. Emergy-based regional socio-economic metabolism analysis: An application of data envelopment analysis and decomposition analysis. Sustainability, 6: 8618-
Zou, Y., Q. Saddique, A. Ali, J. Xu, M. I. Khan, M. Qing, M. Azmat, H. Cai and K. H. Siddique. 2021. Deficit irrigation improves maize yield and water use efficiency in a semi-arid environment. Agricultural Water Management, 243: 106483.
DOI: 10.33687/ijae.013.03.5726
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