Abstract
Inequalities are usually measured in context of household income to develop policies ensuring equal opportunities to public services for well being. Sustainable Development Goal 10, however, emphasizes the uniform distribution of per-capita food and nutrition intake and percentage share of expenditure on food consumption. Concerning that, evidence-based approaches should include scientifically examining the spatial aspects of food security to evaluate geographical equity (or inequity) of its various dimensions. The main objective here is to instigate spatial inequalities in food and nutrient consumption and production in Punjab. To do so, we georeferenced the traditional local and global food and nutrition surveys in a Geographical Information System (GIS) environment. Next, we disaggregated household surveys at various sub-national levels (i.e., per km2, per district, per region with rural-urban divisions). With these levels, we analyzed food data along three categories, i.e., production, consumption, and nutrition intake. We used global Moran’s index to identify geographical disparities of production-consumption gaps among regions and commodities. The results obtained reveal clustered food patterns in the north and north-eastern regions, while southern areas face high inequality of producing and consuming cereals, meat, vegetables, fruits, and milk. High spatial autocorrelation of within-districts gaps of food production and consumption observed in the province indicates that inequality is driven by location dynamics and not by population. The evidence-based method in this research will help implicate policies through prioritizing resource allocation in terms of space and equal opportunities.
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References
Ahmad, N., Sheikh, M.R., & Saeed, K. (2015). Rural urban food consumption analysis in pakistan: Expenditure elasticities approach. Pakistan Journal of Commerce and Social Sciences (PJCSS), 9(1), 159–170.
Ahuja, J., Montville, J.B., Omolewa-Tomobi, G., Heendeniya, K.Y., Martin, C.L., Steinfeldt, L.C., Anand, J., Adler, M.E., LaComb, R.P., & Moshfegh, A.J. (2012). Usda food and nutrient database for dietary studies, 5.0–documentation and user guide. US Department of Agriculture, Agricultural Research Service Food Surveys Research group: Beltsville. USA: MD.
AIMS. (2014). Agriculture market information service (aims) for crop production data 1947–1948 to 2016–2017. http://www.amis.pk/. Accessed: 2019-11-20.
Albert, J.R.G., & Raymundo, M.J.M. (2016). Why inequality matters in poverty reduction and why the middle class needs policy attention. Technical report, PIDS Discussion Paper Series.
Ali, I., Barrientos, A., Saboor, A., Khan, A.U., & Nelson, J. (2017a). A decade of sub-national pro-poor growth in pakistan. Social Indicators Research, 133(1), 47–65.
Ali, S., Liu, Y., Ishaq, M., Shah, T., Ilyas, A., Din, I., & et al. (2017b). Climate change and its impact on the yield of major food crops: Evidence from pakistan. Foods, 6(6), 39.
Alvaredo, F., Chancel, L., Piketty, T., Saez, E., & Zucman, G. (2018). World inequality report 2018. Belknap Press.
Anwar, T. (2009). Measuring inequality of consumption and opportunities in pakistan: 2001-02 and 2004-05. Pakistan Economic and Social Review 157–181.
Assembly, U.G. (2017). Global indicator framework for the sustainable development goals and targets of the 2030 agenda for sustainable development. Technical report, A/RES/71/313, July 2017. Retrieved from https://unstats.un.org/sdgs.
Bashir, M.K., Schilizzi, S., & Pandit, R. (2012). The determinants of rural household food security in the punjab pakistan: an econometric analysis. Technical report, AgEcon Search.
Bodirsky, B.L., Rolinski, S., Biewald, A., Weindl, I., Popp, A., & Lotze-Campen, H. (2015). Global food demand scenarios for the 21st century. PLoS One, 10(11), e0139201.
BOP. (2014). Technical report, bureau of statistics, punjab. Technical report, Bureau of Statistics, Punjab. Accessed: 2019-11-20.
Boto, I., & Mofolo, L. (2019). Sustainable agriculture: where are we on sdgs implementation? reader for brussels briefing 54.
Burki, A.A., Memon, R., & Mir, K. (2015). Multiple inequalities and policies to mitigate inequality traps in Pakistan. Oxford: Oxfam International.
Chu, Z., Liu, C., Li, G., & Guan, K. (2018). Sustainable development of the economic circle around beijing: a view of regional economic disparity. Sustainability, 10(10), 3691.
Clendenning, J., Dressler, W.H., & Richards, C. (2016). Food justice or food sovereignty? understanding the rise of urban food movements in the usa. Agriculture and Human Values, 33(1), 165– 177.
FAO. (2017). Food and agriculture: Driving action across the 2030 agenda for sustainable development. Technical report, Food and agriculture Organization (FAO), Rome, Italy, 2017. Retrieved from http://www.fao.org/publications/.
FAO, I., UNICEF, & et al. (2017). Wfp, who (2017) the state of food security and nutrition in the world 2017. Building resilience for peace and food security. FAO, Rome. http://www.fao.org/3/a-i7695e . pdf (Accessed 16 May 2018).
Faostat, F. (2016). Agriculture organization of the united nations statistics division. Economic and Social Development Department, Rome, Italy. Available online: http://faostat3.fao.org/home/E (accessed on 31 December 2016).
Fritz, S., See, L., Carlson, T., Haklay, M.M., Oliver, J.L., Fraisl, D., Mondardini, R., Brocklehurst, M., Shanley, L.A., Schade, S., & et al. (2019). Citizen science and the united nations sustainable development goals. Nature Sustainability, 2(10), 922–930.
Fukase, E. (2017). Economic growth, convergence, and world food demand and supply.
Gouel, C., & Guimbard, H. (2018). Nutrition transition and the structure of global food demand. American Journal of Agricultural Economics, 101(2), 383–403.
Green, R., Alston, J.M., & et al. (1991). Elasticities in aids models: a clarification and extension. American Journal of Agricultural Economics, 73(3), 874–875.
Haider, A., & Zaidi, M. (2017). Food consumption patterns and nutrition disparity in pakistan.
Hamid, A., & Akram, N. (2014). Multi-dimensional income inequality in pakistan. International Journal of Economics and Business Research, 8(1), 21–35.
Imran, M., Sumra, K., Abbas, N., & Majeed, I. (2019). Spatial distribution and opportunity mapping: Applicability of evidence-based policy implications in punjab using remote sensing and global products. Sustainable Cities and Society, 50, 101652.
Ishaq, A., Khalid, M., Ahmad, E., & et al. (2018). Food insecurity in pakistan: a regionwise analysis of trends. Technical report, Pakistan Institute of Development Economics.
Islam, S., Cenacchi, N., Sulser, T.B., Gbegbelegbe, S., Hareau, G., Kleinwechter, U., Mason-D’Croz, D., Nedumaran, S., Robertson, R., Robinson, S., & et al. (2016). Structural approaches to modeling the impact of climate change and adaptation technologies on crop yields and food security. Global Food Security, 10, 63–70.
Keating, B.A., Herrero, M., Carberry, P.S., Gardner, J., & Cole, M.B. (2014). Food wedges: framing the global food demand and supply challenge towards 2050. Global Food Security, 3(3-4), 125–132.
Khalid, N., Ahmed, A., Bhatti, M.S., Randhawa, M.A., Ahmad, A., & Rafaqat, R. (2014). A question mark on zinc deficiency in 185 million people in pakistan—possible way out. Critical reviews in food science and nutrition, 54(9), 1222–1240.
LandScan. (2014). Landscan 2014 high resolution global population data set. https://landscan.ornl.gov/ . Accessed: 2019-11-20.
LDDD. (2014). Livestock census punjab. http://www.amis.pk/. Accessed: 2019-11-20.
Li, H., Calder, C.A., & Cressie, N. (2007). Beyond moran’s i: testing for spatial dependence based on the spatial autoregressive model. Geographical Analysis, 39(4), 357–375.
Nandy, S., Daoud, A., & Gordon, D. (2016). Examining the changing profile of undernutrition in the context of food price rises and greater inequality. Social Science & Medicine, 149, 153–163.
Organization, W.H., & et al. (2018). The state of food security and nutrition in the world 2018: building climate resilience for food security and nutrition. Food & Agriculture Org.
PBS. (2014). Household integrated economic survey (hies) (2014-2015). Technical report, Pakistan Bureau of Statistics. Accessed: 2019-11-20.
Pérez-Escamilla, R. (2017). Food security and the 2015–2030 sustainable development goals: From human to planetary health: Perspectives and opinions. Current developments in nutrition, 1(7), e000513.
Santaeulàlia-Llopis, R., & Zheng, Y. (2017). Why is food consumption inequality underestimated? a story of vices and children. A Story of Vices and Children (May 10, 2017).
Scott, G.J., Petsakos, A., & Juarez, H. (2019). Climate change, food security, and future scenarios for potato production in India to 2030. Food Security, 11(1), 43–56.
Shibia, M., Rahman, S., & Chidmi, B. (2017). Consumer demand for meat in kenya: an examination of the linear approximate almost ideal demand system. Technical report, AgEcorn Search.
SR. (2012). Usda national nutrient database for standard reference, release 25.
Szabo, S., Padmadas, S., & Falkingham, J. (2018). Is rapid urbanisation exacerbating wealth-related urban inequalities in child nutritional status? evidence from least developed countries. The European Journal of Development Research, 30(4), 630–651.
Tangcharoensathien, V., Mills, A., & Palu, T. (2015). Accelerating health equity: the key role of universal health coverage in the sustainable development goals. BMC medicine, 13(1), 101.
Tanumihardjo, S.A., McCulley, L., Roh, R., Lopez-Ridaura, S., Palacios-Rojas, N., & Gunaratna, N.S. (2019). Maize agro-food systems to ensure food and nutrition security in reference to the sustainable development goals. Global Food Security, 100327.
USDA. (2012). Nutrition service. Supplemental Nutrition Assistance Program (SNAP)—Able Bodied Adults Without Dependents Waivers for FY 2013.
USDA. (2018). U.S. department of agriculture. https://fdc.nal.usda.gov/index.html. Accessed: 2018-09-30.
Valin, H., Sands, R.D., Van der Mensbrugghe, D., Nelson, G.C., Ahammad, H., Blanc, E., Bodirsky, B., Fujimori, S., Hasegawa, T., Havlik, P., & et al. (2014). The future of food demand: understanding differences in global economic models. Agricultural Economics, 45(1), 51–67.
WFP. (2017). Pakistan food security bulletin issue 7 (period: July–december 2017). Technical report, World Food Programme.
Wiebe, K., Lotze-Campen, H., Sands, R., Tabeau, A., Van der Mensbrugghe, D., Biewald, A., Bodirsky, B., Islam, S., Kavallari, A., Mason-D’Croz, D., & et al. (2015). Climate change impacts on agriculture in 2050 under a range of plausible socioeconomic and emissions scenarios. Environmental Research Letters, 10(8), 085010.
Yousaf, H., Zafar, M.U., Zafar, M.O., Ahmad, S., & Raza, Q.A. (2018). Regional distribution of food security and its determinants across regions of the punjab, pakistan. Pakistan Journal of Agricultural Sciences, 55(3).
Yu, Y., Feng, K., Hubacek, K., & Sun, L. (2016). Global implications of china’s future food consumption. Journal of Industrial Ecology, 20(3), 593–602.
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Khushi, S., Ahmad, S.R., Ashraf, A. et al. Spatially analyzing food consumption inequalities using GIS with disaggregated data from Punjab, Pakistan.. Food Sec. 12, 1283–1298 (2020). https://doi.org/10.1007/s12571-020-01057-4
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DOI: https://doi.org/10.1007/s12571-020-01057-4