ORIGINAL RESEARCH
Technical Efficiency, Economic Sustainability,
and Environmental Implications
of Dairy Farms in Pakistan
More details
Hide details
1
Business School, Huanggang Normal University No. 146 Xinggang 2nd Road, Huanggang (438000), Hubei, P.R. China
2
School of Tourism Management, Wuhan Business University, 300 Dongfeng Blvd,
Cai Dian District, Wuhan 430118, China
3
School of Economics, University of the Punjab, Lahore 54590, Pakistan
Submission date: 2024-02-18
Final revision date: 2024-03-20
Acceptance date: 2024-04-13
Online publication date: 2024-05-29
Publication date: 2025-01-09
Corresponding author
Shengze Qin
School of Tourism Management, Wuhan Business University, 300 Dongfeng Blvd, 430118, Wuhan, China
Mumtaz Anwar
School of Economics, University of the Punjab, Lahore 54590, Pakistan
Pol. J. Environ. Stud. 2025;34(2):1285-1297
KEYWORDS
TOPICS
ABSTRACT
Dairy production is a significant contributor to food security; however, it also causes environmental
problems such as greenhouse gas emissions, water pollution, and land degradation. Pakistan, a country
highly vulnerable to climate change, relies heavily on its dairy sector. This sector largely consists of small
farms where sustainability practices may be limited. Understanding the economic and environmental
impacts of these practices on Pakistan’s rural and peri-urban dairy farms is critical, yet research in this
area remains scarce. This study analyzes the economic and environmental sustainability of Pakistani
dairy production in rural and peri-urban areas, considering farm structure, market factors, technical
efficiency, and associated policy challenges. Data from 100 farms near Lahore were analyzed using farm
budgeting, Data Envelopment Analysis (DEA), and truncated regression. Results indicate that Pakistani
dairy production faces limited profitability, driven largely by feed costs. Rural farms showed higher
profit margins, often due to lower input costs, but were generally less technically efficient. This low
efficiency carries potential environmental consequences. Truncated regression revealed that education,
experience, and family size have a significant influence on technical efficiency. Findings suggest the
need for targeted interventions, such as extension services tailored to the needs of rural and peri-urban
farmers, promoting improved feed practices, and supporting the adoption of sustainable technologies, to
enhance the economic viability and environmental sustainability of Pakistan’s dairy sector.
CONFLICT OF INTEREST
The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.
REFERENCES (73)
1.
PAKISTAN ECONOMIC SURVEY. Economic survey of Pakistan 2022-23, Ministry of Finance, Government of Pakistan, Islamabad, Pakistan. 2023.
2.
SHAHZAD M.A. The need for national livestock surveillance in Pakistan. Journal of Dairy Research, 89 (1), 13, 2022. <
https://doi.org/10.1017/S00220...> PMid:35144701.
3.
HUSSAIN M., BUTT A.R., UZMA F., AHMED R., IRSHAD S., REHMAN A., YOUSAF B. A comprehensive review of climate change impacts, adaptation, and mitigation on environmental and natural calamities in Pakistan. Environmental Monitoring and Assessment, 192 (1), 48, 2019. <
https://doi.org/10.1007/s10661...> PMid:31844992.
4.
AQIB S., SERAJ M., OZDESER H., KHALID S., HASEEB RAZA M., AHMAD T. Assessing adaptive capacity of climate-vulnerable farming communities in flood-prone areas: Insights from a household survey in South Punjab, Pakistan. Climate Services, 33, 100444, 2024. <
https://doi.org/10.1016/j.clis...>.
5.
ABBAS Q., HAN J., BAKHSH K., ULLAH R., KOUSAR R., ADEEL A., AKHTAR A. Adaptation to climate change risks among dairy farmers in Punjab, Pakistan. Land Use Policy, 119, 106184, 2022. <
https://doi.org/10.1016/j.land...>.
6.
ASHFAQ M., KOUSAR R., MAKHDUM M., NASIR J. Empirical analysis of livestock productivity through improved breeding in Punjab, Pakistan. JAPS: Journal of Animal & Plant Sciences, 30 (6), 2020. <
https://doi.org/10.36899/JAPS....>.
7.
BARKEMA H.W., VON KEYSERLINGK M.A., KASTELIC J.P., LAM T.J., LUBY C., ROY J.-P., LEBLANC S.J., KEEFE G.P., KELTON D.F. Invited review: Changes in the dairy industry affecting dairy cattle health and welfare. Journal of Dairy Science, 98 (11), 7426, 2015. <
https://doi.org/10.3168/jds.20...> PMid:26342982 PMCid:PMC10376211.
8.
VON KEYSERLINGK M.A.G., MARTIN N.P., KEBREAB E., KNOWLTON K.F., GRANT R.J., STEPHENSON M., SNIFFEN C.J., HARNER J.P., WRIGHT A.D., SMITH S.I. Invited review: Sustainability of the US dairy industry. Journal of Dairy Science, 96 (9), 5405, 2013. <
https://doi.org/10.3168/jds.20...> PMid:23831089.
9.
REICHENBACH M., PINTO A., KÖNIG S., BHATTA R., SCHLECHT E. Dairy production in an urbanizing environment - Typology and linkages in the megacity of Bengaluru, India. PLOS ONE, 16 (8), e0255791, 2021. <
https://doi.org/10.1371/journa...> PMid:34383791 PMCid:PMC8360525.
10.
SOTERIADES A., FAVERDIN P., MARCH M., STOTT A. Improving efficiency assessments using additive data envelopment analysis models: an application to contrasting dairy farming systems. Agricultural and Food Science, 24, 235, 2015. <
https://doi.org/10.23986/afsci...>.
11.
ZHAO R., LIU Y., TIAN M., DING M., CAO L., ZHANG Z., CHUAI X., XIAO L., YAO L. Impacts of water and land resources exploitation on agricultural carbon emissions: The water-land-energy-carbon nexus. Land Use Policy, 72, 480, 2018. <
https://doi.org/10.1016/j.land...>.
12.
KHUDA B. Environmental and technical efficiency analysis in bitter gourd production. Pakistan Journal of Agricultural Sciences, 49, 583, 2012.
13.
ULLAH A., PERRET S.R. Technical- and environmental-efficiency analysis of irrigated cotton-cropping systems in Punjab, Pakistan using data envelopment analysis. Environmental Management, 54 (2), 288, 2014. <
https://doi.org/10.1007/s00267...> PMid:24929929.
14.
ELAHI E., WEIJUN C., JHA S.K., ZHANG H. Estimation of realistic renewable and non-renewable energy use targets for livestock production systems utilising an artificial neural network method: A step towards livestock sustainability. Energy, 183, 191, 2019. <
https://doi.org/10.1016/j.ener...>.
15.
ARVIDSSON SEGERKVIST K., HANSSON H., SONESSON U., GUNNARSSON S. Research on environmental, economic, and social sustainability in dairy farming: A systematic mapping of current literature. Sustainability, 12, 5502, 2020. <
https://doi.org/10.3390/su1214...>.
16.
DEMIRCAN V., BINICI T., ZULAUF R.C. Assessing pure technical efficiency of dairy farms in Turkey. Agricultural Economics, 56 (3), 141, 2010. <
https://doi.org/10.17221/3127-...>.
17.
SEFEEDPARI P., SHOKOOHI Z., PISHGAR-KOMLEH S.H. Dynamic energy efficiency assessment of dairy farming system in Iran: Application of window data envelopment analysis. Journal of Cleaner Production, 275, 124178, 2020. <
https://doi.org/10.1016/j.jcle...>.
18.
SOTERIADES A.D., FAVERDIN P., MOREAU S., CHARROIN T., BLANCHARD M., STOTT A.W. An approach to holistically assess (dairy) farm eco-efficiency by combining Life Cycle Analysis with Data Envelopment Analysis models and methodologies. Animal, 10 (11), 1899, 2016. <
https://doi.org/10.1017/S17517...> PMid:27126890.
19.
ASHFAQ M., RAZZAQ A., HAQ S.U., MUHAMMAD G. Economic analysis of dairy animal diseases in Punjab: a case study of Faisalabad district. Journal of Animal and Plant Sciences, 25 (5), 1482, 2015.
20.
ASHFAQ M., RAZZAQ A., HASSAN S., HAQ S.U. Factors affecting the economic losses due to livestock diseases: a case study of district Faisalabad. Pakistan Journal of Agricultural Sciences, 52 (2), 515, 2015.
21.
ASHFAQ M., MUHAMMAD G., HAQ S.U., RAZZAQ A. Effects of livestock diseases on dairy production and incomes in district Faisalabad, Punjab, Pakistan. International Food Policy Research Institute (IFPRI), Working Paper No. 023, 2014.
22.
AJMAL M.M., LI C.X., ASLAM W. Current Status of Dairy Industry in Five districts of Punjab, Pakistan. Journal of Economics and Sustainable Development, 6 (22), 19, 2015.
23.
WIESNER S., DUFF A.J., DESAI A.R., PANKE-BUISSE K. Increasing dairy sustainability with integrated crop-livestock farming. Sustainability, 12 (3), 765, 2020. <
https://doi.org/10.3390/su1203...>.
24.
GROSSI S., COMPIANI R., ROSSI L., DELL'ANNO M., CASTILLO I., SGOIFO ROSSI C.A. Effect of slow-release urea administration on production performance, health status, diet digestibility, and environmental sustainability in lactating dairy cows. Animals, 11 (8), 2405, 2021. <
https://doi.org/10.3390/ani110...> PMid:34438862 PMCid:PMC8388657.
25.
WEBB N.P., MARSHALL N.A., STRINGER L.C., REED M.S., CHAPPELL A., HERRICK J.E. Land degradation and climate change: building climate resilience in agriculture. Frontiers in Ecology and the Environment, 15 (8), 450, 2017. <
https://doi.org/10.1002/fee.15...>.
26.
YANG M., SHAO L., CHU J., LI Z., TIAN C., SUN F., YU F. Comparative analyses of carbon footprints and economic benefits: Rice-shrimp co-cropping, rice-crab co-cropping and rice monoculture models. Polish Journal of Environmental Studies, 33 (2), 1413, 2024. <
https://doi.org/10.15244/pjoes...>.
27.
MISSELBROOK T.H., DEL PRADO A., CHADWICK D.R. Opportunities for reducing environmental emissions from forage-based dairy farms. Agricultural and Food Science, 22 (1), 93, 2013. <
https://doi.org/10.23986/afsci...>.
28.
ROTZ C.A., STOUT R.C., HOLLY M.A., KLEINMAN P.J.A. Regional environmental assessment of dairy farms. Journal of Dairy Science, 103 (4), 3275, 2020. <
https://doi.org/10.3168/jds.20...> PMid:32008787.
29.
KRISTENSEN T., AAES O., WEISBJERG M.R. Production and environmental impact of dairy cattle production in Denmark 1900–2010. Livestock Science, 178, 306, 2015. <
https://doi.org/10.1016/j.livs...>.
31.
CAI W., LI G. The drivers of eco-innovation and its impact on performance: Evidence from China. Journal of Cleaner Production, 176, 110, 2018. <
https://doi.org/10.1016/j.jcle...>.
32.
LI K., ZHAI R., WEI J. Examining the determinants of green agricultural technology adoption among family farms: Empirical insights from Jiangsu, China. Polish Journal of Environmental Studies, 33 (1), 225, 2024. <
https://doi.org/10.15244/pjoes...>.
33.
GHAFFAR A. Integrated Approach for Improving Small Scale Market Oriented Dairy Systems in Pakistan: Economic Impact of Interventions. Italian Journal of Animal Science, 6 (sup2), 1400, 2007. <
https://doi.org/10.4081/ijas.2...>.
34.
PULINA G., TONDO A., DANIELI P.P., PRIMI R., MATTEO CROVETTO G., FANTINI A., MACCIOTTA N.P.P., ATZORI A.S. How to manage cows yielding 20,000 kg of milk: technical challenges and environmental implications. Italian Journal of Animal Science, 19 (1), 865, 2020. <
https://doi.org/10.1080/182805...>.
35.
ADENUGA A.H., DAVIS J., HUTCHINSON G., PATTON M., DONNELLAN T. Modelling environmental technical efficiency and phosphorus pollution abatement cost in dairy farms. Science of The Total Environment, 714, 136690, 2020. <
https://doi.org/10.1016/j.scit...> PMid:31986389.
36.
AUJLA K.M., HUSSAIN A. Economics of Milk Production of Major Dairy Buffalo Breeds by Agro-Ecological Zones in Pakistan. Pakistan Journal of Agricultural Research, 28 (2), 179, 2015.
37.
PACINI G.C., MERANTE P., LAZZERINI G., VAN PASSEL S. Increasing the cost-effectiveness of EU agri-environment policy measures through evaluation of farm and field-level environmental and economic performance. Agricultural Systems, 136, 70, 2015. <
https://doi.org/10.1016/j.agsy...>.
38.
LIU C., CUI L., LI C. Impact of environmental regulation on the green total factor productivity of dairy farming: Evidence from China. Sustainability, 14 (12), 7274, 2022. <
https://doi.org/10.3390/su1412...>.
39.
BERTON M., BITTANTE G., ZENDRI F., RAMANZIN M., SCHIAVON S., STURARO E. Environmental impact and efficiency of use of resources of different mountain dairy farming systems. Agricultural Systems, 181, 102806, 2020. <
https://doi.org/10.1016/j.agsy...>.
40.
ZIAD K.T., HAYAT U.M., BACHA M.S. An economic assessment of problems associated with small-scale farmers in the dairy sector of Pakistan (A case study of Punjab province). Sarhad Journal of Agriculture, 35 (1), 194, 2019. <
https://doi.org/10.17582/journ...>.
41.
RAZZAQ A., QING P., NASEER M.A.U.R., ABID M., ANWAR M., JAVED I. Can the informal groundwater markets improve water use efficiency and equity? Evidence from a semi-arid region of Pakistan. Science of The Total Environment, 666, 849, 2019. <
https://doi.org/10.1016/j.scit...> PMid:30970498.
42.
RAZZAQ A., LIU H., XIAO M., MEHMOOD K., SHAHZAD M.A., ZHOU Y. Analyzing past and future trends in Pakistan's groundwater irrigation development: implications for environmental sustainability and food security. Environmental Science and Pollution Research, 30 (12), 35413, 2023. <
https://doi.org/10.1007/s11356...> PMid:36534256.
43.
ISRAEL G.D. Determining Sample Size. University of Florida Cooperative Extension Service, Institute of Food and Agriculture Sciences, EDIS, 1992.
44.
SHAH N.A., KHAN N., ABBAS R., RAZA M.H., SHAHBAZ B., SIDDIQUI B.N., KHAN F.U., MEMON S.Q. Milk Production and Supply Chain in Peri Urban Areas of Jhang Pakistan. Journal of Experimental Agriculture International, 6 (1), 45, 2014. <
https://doi.org/10.9734/AJEA/2...>.
45.
MAKITA K., FÈVRE E.M., WAISWA C., BRONSVOORT M.D.C., EISLER M.C., WELBURN S.C. Population-dynamics focussed rapid rural mapping and characterisation of the peri-urban interface of Kampala, Uganda. Land Use Policy, 27 (3), 888, 2010. <
https://doi.org/10.1016/j.land...> PMid:22210972 PMCid:PMC3209558.
46.
ARIF A.M., JAVED I., AYAZ M., ABDULLAH M., IMRAN M., RASHID A., SHAHBAZ M., GONDAL T.A., QAISARANI T.B., IQBAL Z., SALEHI B., SHARIFIRAD J., MARTORELL M. Chemical composition, adulteration, total microbial load, and heavy metal in raw milk samples collected from dairy farms and urban areas in Lahore District, Pakistan. Journal of Food Safety, 40 (1), e12729, 2020. <
https://doi.org/10.1111/jfs.12...>.
47.
KAY R.D., EDWARDS W\.M., DUFFY P.A. Farm Management. McGraw-Hill Education, 2020.
49.
KALIRAJAN K.P., SHAND R.T. Frontier Production Functions and Technical Efficiency Measures. Journal of Economic Surveys, 13 (2), 149, 1999. <
https://doi.org/10.1111/1467-6...>.
50.
LAU L.J., YOTOPOULOS P.A. A test for relative efficiency and application to Indian agriculture. The American Economic Review, 61 (1), 94, 1971.
51.
BANKER R.D., CHARNES A., COOPER W\.W., SWARTS J., THOMAS D. An introduction to data envelopment analysis with some of its models and their uses. Research in Governmental and Nonprofit Accounting, 5 (1), 125, 1989.
52.
COELLI T., RAO D.P., BATTESE G. An introduction to efficiency and productivity analysis. Springer, New York, 2005.
53.
SPEELMAN S., D'HAESE M., BUYSSE J., D'HAESE L. 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 (1), 31, 2008. <
https://doi.org/10.1016/j.agsy...>.
54.
FRIJA A., CHEBIL A., SPEELMAN S., BUYSSE J., VAN HUYLENBROECK G. Water use and technical efficiencies in horticultural greenhouses in Tunisia. Agricultural Water Management, 96 (11), 1509, 2009. <
https://doi.org/10.1016/j.agwa...>.
55.
WADUD A., WHITE B. Farm household efficiency in Bangladesh: a comparison of stochastic frontier and DEA methods. Applied Economics, 32 (13), 1665, 2000. <
https://doi.org/10.1080/000368...>.
56.
GOPALKRISHNAN S., MOHANTY S.P., JAIWANI M. Do efficiencies really matter? Analysing the housing finance sector and deriving insights through data envelopment analysis. Cogent Economics & Finance, 11 (2), 2285158, 2023. <
https://doi.org/10.1080/233220...>.
57.
DUTTA P., JAIN A., GUPTA A. Performance analysis of non-banking finance companies using two-stage data envelopment analysis. Annals of Operations Research, 295 (1), 91, 2020. <
https://doi.org/10.1007/s10479...>.
58.
SINGH P.K., THAKER K. Profit efficiency and determinants of Indian banks; A truncated bootstrap and data envelopment analysis. Cogent Economics & Finance, 8 (1), 1724242, 2020. <
https://doi.org/10.1080/233220...>.
59.
MCDONALD J. Using least squares and tobit in second stage DEA efficiency analyses. European Journal of Operational Research, 197 (2), 792, 2009. <
https://doi.org/10.1016/j.ejor...>.
60.
BANKER R.D., NATARAJAN R. Evaluating contextual variables affecting productivity using data envelopment analysis. Operations Research, 56 (1), 48, 2008. <
https://doi.org/10.1287/opre.1...>.
61.
SIMAR L., WILSON P.W. Estimation and inference in two-stage, semi-parametric models of production processes. Journal of Econometrics, 136 (1), 31, 2007. <
https://doi.org/10.1016/j.jeco...> PMCid:PMC8668113.
62.
KUMBHAKAR S.C., LOVELL C.K. Stochastic frontier analysis. Cambridge University Press, 2003.
63.
CLAY N., GARNETT T., LORIMER J. Dairy intensification: Drivers, impacts and alternatives. Ambio, 49 (1), 35, 2020. <
https://doi.org/10.1007/s13280...> PMid:31055793 PMCid:PMC6888798.
64.
GALLOWAY C., CONRADIE B., PROZESKY H., ESLER K. Are private and social goals aligned in pasture-based dairy production? Journal of Cleaner Production, 175, 402, 2018. <
https://doi.org/10.1016/j.jcle...>.
65.
NGUYEN Q., KIM D.-C. Farmers’ landholding strategy in urban fringe areas: A case study of a transitional commune near Ho Chi Minh City, Vietnam. Land Use Policy, 83, 95, 2019. <
https://doi.org/10.1016/j.land...>.
66.
CHAND P., SIROHI S., SIROHI S.K. Development and application of an integrated sustainability index for small-holder dairy farms in Rajasthan, India. Ecological Indicators, 56, 23, 2015. <
https://doi.org/10.1016/j.ecol...>.
67.
DAS R., SAILO L., VERMA N., BHARTI P., SAIKIA J., IMTIWATI, KUMAR R. Impact of heat stress on health and performance of dairy animals: A review. Veterinary World, 9 (3), 260, 2016. <
https://doi.org/10.14202/vetwo...> PMid:27057109 PMCid:PMC4823286.
68.
CARDOSO C.S., HÖTZEL M.J., WEARY D.M., ROBBINS J.A., VON KEYSERLINGK M.A.G. Imagining the ideal dairy farm. Journal of Dairy Science, 99 (2), 1663, 2016. <
https://doi.org/10.3168/jds.20...> PMid:26709190.
69.
NAM K., LIM H., AHN B.-I. Analysis of consumer preference for milk produced through sustainable farming: The case of mountainous dairy farming. Sustainability, 12 (7), 2020. <
https://doi.org/10.3390/su1207...>.
70.
BÁNKUTI F.I., DAMASCENO J.C., DE BRITO M.M., LIMA P.G.L., POZZA M.S.S., PRIZON R.C. Farmers’ actions toward sustainability: a typology of dairy farms according to sustainability indicators. Animal, 14 (S2), s417, 2020. <
https://doi.org/10.1017/S17517...> PMid:32290889.
71.
REPAR N., JAN P., NEMECEK T., DUX D., DOLUSCHITZ R. Factors affecting global versus local environmental and economic performance of dairying: a case study of Swiss mountain farms. Sustainability, 10 (8), 2018. <
https://doi.org/10.3390/su1008...>.
72.
TRICARICO J.M., KEBREAB E., WATTIAUX M.A. MILK Symposium review: Sustainability of dairy production and consumption in low-income countries with emphasis on productivity and environmental impact. Journal of Dairy Science, 103 (11), 9791, 2020. <
https://doi.org/10.3168/jds.20...> PMid:33076189.
73.
MARTIN N.P., RUSSELLE M.P., POWELL J.M., SNIFFEN C.J., SMITH S.I., TRICARICO J.M., GRANT R.J. Invited review: Sustainable forage and grain crop production for the US dairy industry. Journal of Dairy Science, 100 (12), 9479, 2017. <
https://doi.org/10.3168/jds.20...> PMid:28987574.