The Compounded Effects of COVID-19 Pandemic and Desert Locust Outbreak on Food Security and Food Supply Chain
Abstract
:1. Introduction
2. Literature Review
2.1. COVID-19 and Locust Crisis in Food Supply Chain
2.2. Resilient Food Supply Chain
2.3. Research Gaps
3. Research Methodology
4. Food Supply Chain and Disruptions Caused by COVID-19 and Locust Invasion
4.1. Distorted Food Demand
4.2. Obstruction of Food Delivery
4.3. Disruptions of Food Production
5. Effects Assessment of COVID-19 and Locust Invasion on FSC
5.1. The People and Agriculture Affected by the Doubled Consequent Damages
5.2. Assessment of FSC Risk Based on Scenario Analysis
5.2.1. Scenario Generation
5.2.2. Cereal Production Estimated Based on Optimistic and Pessimistic Scenario Analysis
6. Risk Mitigation and Resilience Enhancements of the Food Supply Chain
6.1. Reactive Solutions: Smoothing the Flow of Information and Food Products
6.1.1. Smooth Food Demand
6.1.2. Smooth Food Supply and Delivery
6.1.3. Smooth Food Production and Processing
6.2. Proactive Solutions: Developing Multi-Level Short Intertwined Food Supply Network
6.2.1. Promotion of Local Food Consumption
6.2.2. Development of Local Food Production Capability
6.2.3. Interconnecting Entities of the Food Supply Chain
7. Conclusions
Limitations
Author Contributions
Funding
Institutional Review Board Statement
Data Availability Statement
Conflicts of Interest
Appendix A
Country | District | Population (million) | Cases/1 Million Population | Arable Land (Million Hectares) | Cereal Production in 2019 (million tons) |
---|---|---|---|---|---|
Argentina | South America | 45 | 33,122 | 39.20 | 84.10 |
Brazil | South America | 213 | 32,495 | 80.98 | 119.10 |
Turkey | Near East Asia | 85 | 22,022 | 20.38 | 34.30 |
South Africa | Southern Africa | 60 | 14,521 | 12.50 | 13.88 |
Iraq | Near East Asia | 40 | 14,177 | 14.69 | 6.80 |
Iran | Near East Asia | 84 | 13,208 | 14.69 | 21.70 |
Morocco | North Africa | 37 | 10,801 | 8.13 | 5.40 |
Saudi Arabia | Near East Asia | 35 | 10,269 | 3.48 | 1.43 |
Tunisia | North Africa | 12 | 9378 | 2.90 | 2.40 |
Nepal | South Asia (not including Sri Lanka) | 29 | 8486 | 2.11 | 10.80 |
India | South Asia (not including Sri Lanka) | 1383 | 7147 | 156.46 | 324.80 |
Namibia | Southern Africa | 3 | 6529 | 0.28 | 0.06 |
Botswana | Southern Africa | 2 | 5425 | 0.26 | 0.01 |
Bangladesh | South Asia (not including Sri Lanka) | 165 | 2976 | 7.76 | 59.90 |
Algeria | North Africa | 44 | 2095 | 7.40 | 6.10 |
Pakistan | South Asia (not including Sri Lanka) | 222 | 1989 | 31.04 | 43.30 |
Kenya | East Africa | 54 | 1695 | 5.80 | 4.10 |
Ghana | West Africa | 31 | 1690 | 4.70 | 4.30 |
Egypt | North Africa | 103 | 1183 | 2.79 | 24.10 |
Lesotho | Southern Africa | 2 | 1059 | 0.35 | 0.04 |
Ethiopia | East Africa | 116 | 1009 | 15.12 | 29.70 |
Uganda | East Africa | 46 | 599 | 6.90 | 3.50 |
Mozambique | Southern Africa | 32 | 537 | 5.65 | 2.84 |
Angola | Southern Africa | 33 | 488 | 4.90 | 2.14 |
Sudan | East Africa | 44 | 487 | 19.82 | 6.00 |
Nigeria | West Africa | 207 | 352 | 34.00 | 29.90 |
Somalia | East Africa | 16 | 285 | 1.10 | 0.19 |
Mali | West Africa | 20 | 285 | 6.41 | 10.30 |
Burkina Faso | West Africa | 21 | 199 | 6.00 | 5.00 |
Chad | West Africa | 17 | 106 | 4.90 | 3.00 |
Niger | West Africa | 24 | 94 | 16.80 | 5.70 |
Yemen | Near East Asia | 30 | 69 | 1.25 | 0.04 |
Zimbabwe | Southern Africa | 30 | 69 | 4.00 | 0.97 |
Zambia | Southern Africa | 30 | 69 | 3.80 | 2.27 |
Tanzania | East Africa | 60 | 8 | 13.50 | 9.90 |
References
- Hanna, R.; Xu, Y.; Victor, D.G. After COVID-19, green investment must deliver jobs to get political traction. Nature 2020, 582, 178–180. [Google Scholar] [CrossRef] [PubMed]
- Grimm, J.H.; Hofstetter, J.S.; Sarkis, J. Critical factors for sub-supplier management: A sustainable food supply chains perspective. Int. J. Prod. Econ. 2014, 152, 159–173. [Google Scholar] [CrossRef]
- Singh, S.; Kumar, R.; Panchal, R.; Tiwari, M. Impact of COVID-19 on logistics systems and disruptions in food supply chain. Int. J. Prod. Res. 2020, 1–16. [Google Scholar] [CrossRef]
- Rosane, O. Worst Locust Swarm to Hit East Africa in Decades Linked to Climate Crisis. 27 January 2020. Available online: https://www.ecowatch.com/u/oliviarosane (accessed on 7 September 2020).
- Hossain, S.T. Impacts of COVID-19 on the Agri-food Sector: Food Security Policies of Asian Productivity Organization Members. J. Agric. Sci. Sri Lanka 2020, 15, 116. [Google Scholar] [CrossRef]
- Inegbedion, H.E. COVID-19 lockdown: Implication for food security. J. Agribus. Dev. Emerg. Econ. 2020. [Google Scholar] [CrossRef]
- Erokhin, V.; Gao, T. Impacts of COVID-19 on Trade and Economic Aspects of Food Security: Evidence from 45 Developing Countries. Int. J. Environ. Res. Public Health 2020, 17, 5775. [Google Scholar] [CrossRef]
- O’Hara, S.; Toussaint, E.C. Food access in crisis: Food security and COVID-19. Ecol. Econ. 2021, 180, 106859. [Google Scholar] [CrossRef]
- Rowan, N.J.; Galanakis, C.M. Unlocking challenges and opportunities presented by COVID-19 pandemic for cross-cutting disruption in agri-food and green deal innovations: Quo Vadis? Sci. Total Environ. 2020, 748, 141362. [Google Scholar] [CrossRef]
- Béné, C. Resilience of local food systems and links to food security—A review of some important concepts in the context of COVID-19 and other shocks. Food Secur. 2020, 12, 805–822. [Google Scholar] [CrossRef]
- Chatterjee, S. How Hard Did That Sting? Estimating the Economic Costs of Locust Attacks on Agricultural Production. Appl. Econ. Perspect. Policy 2020, 1–26. [Google Scholar] [CrossRef]
- Peng, W.; Ma, N.L.; Zhang, D.; Zhou, Q.; Yue, X.; Khoo, S.C.; Yang, H.; Guan, R.; Chen, H.; Zhang, X.; et al. A review of historical and recent locust outbreaks: Links to global warming, food security and mitigation strategies. Environ. Res. 2020, 191, 110046. [Google Scholar] [CrossRef] [PubMed]
- Rahaman, M.; Saha, O.; Rakhi, N.N.; Chowdhury, M.K.; Sammonds, P.; Kamal, A.M. Overlapping of locust swarms with COVID-19 pandemic: A cascading disaster for Africa. Pathog. Glob. Health 2020, 114, 285–286. [Google Scholar] [CrossRef] [PubMed]
- Anonymous. A lack of Locust preparedness will cost lives. Nature 2020, 579, 174. [Google Scholar]
- Zhao, G.; Liu, S.; Lopez, C.; Chen, H.; Lu, H.; Mangla, S.K.; Elgueta, S. Risk analysis of the agri-food supply chain: A multi-method approach. Int. J. Prod. Res. 2020, 58, 4851–4876. [Google Scholar] [CrossRef]
- Queiroz, M.M.; Ivanov, D.; Dolgui, A.; Wamba, S.F. Impacts of epidemic outbreaks on supply chains: Mapping a research agenda amid the COVID-19 pandemic through a structured literature review. Ann. Oper. Res. 2020, 1–38. [Google Scholar] [CrossRef]
- Ponomarov, S.Y.; Holcomb, M.C. Understanding the concept of supply chain resilience. Int. J. Logist. Manag. 2009, 20, 124–143. [Google Scholar] [CrossRef]
- Zhu, Q.; Krikke, H. Managing a sustainable and resilient perishable food supply chain (PFSC) after an outbreak. Sustainability 2020, 12, 5004. [Google Scholar] [CrossRef]
- Paul, S.K.; Chowdhury, P. A production recovery plan in manufacturing supply chains for a high-demand item during COVID-19. Int. J. Phys. Distrib. Logist. Manag. 2020. [Google Scholar] [CrossRef]
- Välikangas, L.; Romme, A.G.L. Building resilience capabilities at “Big Brown Box, Inc.”. Strategy Leadersh. 2012, 40, 43–45. [Google Scholar]
- Hendry, L.C.; Stevenson, M.; Macbryde, J.; Ball, P.D.; Sayed, M.; Liu, L. Local food supply chain resilience to constitutional change: The Brexit effect. Int. J. Oper. Prod. Manag. 2019, 39, 429–453. [Google Scholar] [CrossRef]
- Hecht, A.A.; Biehl, E.; Barnett, D.J.; Neff, R.A. Urban Food Supply Chain Resilience for Crises Threatening Food Security: A Qualitative Study. J. Acad. Nutr. Diet. 2019, 119, 211–224. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Caiazza, R.; Volpe, T.; Stanton, J.L.; Griffith, C.J.; Manning, L.; Soon, J.M. Building strategic resilience in the food supply chain. Br. Food J. 2016, 118, 1477–1493. [Google Scholar]
- Worstell, J. Ecological Resilience of Food Systems in Response to the COVID-19 Crisis. J. Agric. Food Syst. Community Dev. 2020, 9, 1–8. [Google Scholar] [CrossRef] [Green Version]
- Ivanov, D.; Dolgui, A. Viability of intertwined supply networks: Extending the supply chain resilience angles towards survivability. A position paper motivated by COVID-19 outbreak. Int. J. Prod. Res. 2020, 58, 2904–2915. [Google Scholar] [CrossRef] [Green Version]
- Ivanov, D. Viable supply chain model: Integrating agility, resilience and sustainability perspectives—lessons from and thinking beyond the COVID-19 pandemic. Ann. Oper. Res. 2020, 1–21. [Google Scholar] [CrossRef]
- Paciarotti, C.; Torregiani, F. The logistics of the short food supply chain: A literature review. Sustain. Prod. Consum. 2021, 26, 428–442. [Google Scholar] [CrossRef]
- Rubbio, I.; Bruccoleri, M.; Pietrosi, A.; Ragonese, B. Digital health technology enhances resilient behaviour: Evidence from the ward. Int. J. Oper. Prod. Manag. 2019, 40, 34–67. [Google Scholar] [CrossRef]
- Krippendorff, K. Content Analysis: An Introduction to Its Methodology; Sage Publications: Los Angeles, CA, USA, 2018. [Google Scholar]
- Wilding, R.; Wagner, B.; Seuring, S.; Gold, S. Conducting content-analysis based literature reviews in supply chain management. Supply Chain Manag. Int. J. 2012, 17, 544–555. [Google Scholar]
- Kondracki, N.L.; Wellman, N.S.; Amundson, D.R. Content analysis: Review of methods and their applications in nutrition education. J. Nutr. Educ. Behav. 2002, 34, 224–230. [Google Scholar] [CrossRef]
- Huss, W.R. A move toward scenario analysis. Int. J. Forecast. 1988, 4, 377–388. [Google Scholar] [CrossRef]
- Hsia, P.; Samuel, J.; Gao, J.; Kung, D.; Toyoshima, Y.; Chen, C. Formal approach to scenario analysis. IEEE Softw. 1994, 11, 33–41. [Google Scholar] [CrossRef]
- Postma, T.J.; Liebl, F. How to improve scenario analysis as a strategic management tool? Technol. Forecast. Soc. Chang. 2005, 72, 161–173. [Google Scholar] [CrossRef]
- Roth, A.V.; Tsay, A.A.; Pullman, M.E.; Gray, J.V. Unraveling the food supply chain: Strategic insights from China and the 2007 recalls. J. Supply Chain Manag. 2008, 44, 22–39. [Google Scholar] [CrossRef]
- Islam, T.; Pitafi, A.H.; Aryaa, V.; Wang, Y.; Akhtar, N.; Mubarik, S.; Xiaobei, L. Panic buying in the COVID-19 pandemic: A multi-country examination. J. Retail. Consum. Serv. 2020, 59, 102357. [Google Scholar] [CrossRef]
- Mussell, A.; Bilyea, T.; Hedley, D. Agri-Food Supply Chains and Covid-19: Balancing Resilience and Vulnerability. Available online: http://www.agrifoodecon.ca/uploads/userfiles/files/agri-food%20supply%20chains%20and%20covid-19%20mar%2022-20.pdf (accessed on 11 September 2020).
- World Bank. Food Security and COVID-19. 14 September 2020. Available online: https://www.worldbank.org/en/topic/agriculture/brief/food-security-and-covid-19 (accessed on 14 December 2020).
- Vu, K.; Fernandez, C. Vietnam Trade Ministry Plans to Export 800,000 Tonnes of Rice. Available online: https://www.reuters.com/article/health-coronavirus-vietnam-rice/vietnam-trade-ministry-plans-to-export-800000-tonnes-of-rice-in-april-may-idUSL4N2BV1TW (accessed on 7 April 2020).
- Neo, P. Malaysia in Lockdown: COVID-19 Reignites Food Supply Fears in Singapore Despite Government Reassurance. 18 March 2020. Available online: https://www.foodnavigator-asia.com/Article/2020/03/18/Malaysia-in-lockdown-COVID-19-reignites-food-supply-fears-in-Singapore-despite-government-reassurance (accessed on 18 August 2020).
- Stone, J.; Rahimifard, S. Resilience in agri-food supply chains: A critical analysis of the literature and synthesis of a novel framework. Supply Chain Manag. Int. J. 2018. [Google Scholar] [CrossRef] [Green Version]
- Food and Agriculture Organization of the United Nations (FAO). Addressing the Impacts of COVID-19 in Food Crises April-December 2020. May 2020. Available online: https://reliefweb.int/sites/reliefweb.int/files/resources/COVID-19%20Appeal%20%E2%80%93%20MAY%20update%202020.pdf (accessed on 20 September 2020).
- International Panel of Experts on Sustainable Food Systems. COVID-19 and the Crisis in Food Systems: Symptoms, Causes, and Potential Solutions. April 2020. Available online: http://www.ipes-food.org/_img/upload/files/COVID-19_CommuniqueEN.pdf (accessed on 2 September 2020).
- Rossi, R. Protecting the EU Agri-Food Supply Chain in the Face of COVID-19. April 2020. Available online: https://www.europarl.europa.eu/RegData/etudes/BRIE/2020/649360/EPRS_BRI(2020)649360_EN.pdf (accessed on 1 September 2020).
- Kimathi, E.; Tonnang, H.E.Z.; Subramanian, S.; Cressman, K.; Abdel-Rahman, E.M.; Tesfayohannes, M.; Niassy, S.; Torto, B.; Dubois, T.; Tanga, C.M.; et al. Prediction of breeding regions for the desert locust Schistocerca gregaria in East Africa. Sci. Rep. 2020, 10, 1–10. [Google Scholar] [CrossRef]
- Manoranjan Srivastava, C. India’s Food Security and the Maritime-Impacts of Climate Change—The Locust-Intermediaries. April 2020. Available online: https://maritimeindia.org/indias-food-security-and-the-maritime-impacts-of-climate-change-the-Locust-intermediaries/ (accessed on 3 September 2020).
- Solace Global Limited. East Africa: Desert Locust infestation. February 2020. Available online: https://www.solaceglobal.com/wp-content/uploads/2020/02/Solace-Global-East-Africa-Locust-infestation-threatens-livelihoods-of-the-population.pdf (accessed on 2 July 2020).
- Worldometers. COVID-19 Coronavirus Pandemic. 18 September 2020. Available online: https://www.worldometers.info/coronavirus/ (accessed on 24 September 2020).
- World Bank. The World Bank: Data. 2016. Available online: https://data.worldbank.org/ (accessed on 21 September 2020).
- Office for the Coordination of Humanitarian Affairs (OCHA). December 2020. Available online: https://reliefweb.int/ (accessed on 21 December 2020).
- World Health Organization (WHO). The Guidance on National Deployment and Vaccination Planning Is Intended to Help Countries Develop Their Plan for COVID-19 Vaccine Introduction. 16 November 2020. Available online: https://www.who.int/publications/i/item/WHO-2019-nCoV-Vaccine_deployment-2020.1 (accessed on 5 December 2020).
- Food and Agriculture Organization of the United Nations (FAO). Desert Locust Crisis. 2020. Available online: http://www.fao.org/emergencies/crisis/desertLocust/en/ (accessed on 15 December 2020).
- World Food Programme (WFP). La Niña: Outlook 2020-21. September 2020. Available online: https://reliefweb.int/sites/reliefweb.int/files/resources/WFP-0000119252_0.pdf (accessed on 15 December 2020).
- Food and Agriculture Organization of the United Nations (FAO). Seasonal Precipitation Predictions in Desert Locust Winter/Spring Breeding Areas. November 2020. Available online: http://www.fao.org/ag/Locusts/common/ecg/75/en/201118WCSbreedingE.pdf (accessed on 15 December 2020).
- Food and Agriculture Organization of the United Nations (FAO). Locust Outbreaks Threaten Food Security in Southern Africa. September 2020. Available online: http://www.fao.org/africa/news/detail-news/en/c/1306167/ (accessed on 17 December 2020).
- United States Department of Agriculture (USDA). World Agricultural Production. August 2020. Available online: https://www.fas.usda.gov/data/world-agricultural-production (accessed on 3 September 2020).
- Asian Development Bank. Food Security in Asia and the Pacific amid the COVID-19 Pandemic. June 2020. Available online: https://www.adb.org/sites/default/files/publication/611671/adb-brief-139-food-security-asia-pacific-covid-19.pdf (accessed on 11 August 2020).
- Food and Agriculture Organization of the United Nations (FAO). South America-Outbreaks of Locusts Could Threaten Wheat and Barley Crops in Argentina, Brazil and Uruguay. July 2020. Available online: http://www.fao.org/3/cb0187en/cb0187en.pdf (accessed on 5 September 2020).
- Food and Agriculture Organization of the United Nations (FAO). West Africa—Desert Locust Crisis Appeal (May–December 2020). May 2020. Available online: https://reliefweb.int/report/nigeria/west-africa-desert-locust-crisis-appeal-may-december-2020 (accessed on 2 August 2020).
- Gianaris, K. North African Wheat Production Drops By 60%. July 2020. Available online: https://www.moroccoworldnews.com/2020/07/309105/north-african-wheat-production-drops-by-60/ (accessed on 7 September 2020).
- Food and Agriculture Organization of the United Nations (FAO). The State of Food Security and Nutrition in the World 2020. 2020. Available online: https://www.unicef.org/media/72676/file/SOFI-2020-full-report.pdf (accessed on 27 September 2020).
- Food and Agriculture Organization of the United Nations (FAO). Desert Locust Bulletin. August 2020. Available online: http://www.fao.org/ag/Locusts/common/ecg/562/en/DL502e.pdf (accessed on 17 September 2020).
- Food and Agriculture Organization of the United Nations (FAO). Crop Prospects and Food Situation. July 2020. Available online: http://www.fao.org/3/ca9803en/CA9803EN.pdf (accessed on 2 August 2020).
- Irfan, U.; Kirby, J. The Other Plague: Locusts are Devouring Crops in East Africa and the Middle East. May 2020. Available online: https://www.vox.com/2020/5/20/21158283/Locust-plague-swarm-outbreak-africa-asia-2020 (accessed on 22 July 2020).
- Yang, B.; Yang, Y. Postponement in supply chain risk management: A complexity perspective. Int. J. Prod. Res. 2010, 48, 1901–1912. [Google Scholar] [CrossRef] [Green Version]
- Hall, M.C.; Prayag, G.; Fieger, P.; Dyason, D. Beyond panic buying: Consumption displacement and COVID-19. J. Serv. Manag. 2020, 32, 113–128. [Google Scholar] [CrossRef]
- Hobbs, J.E. Food supply chains during the COVID-19 pandemic. Can. J. Agric. Econ. Can. D’agroecon. 2020, 68, 171–176. [Google Scholar] [CrossRef] [Green Version]
- World Food Programme (WFP). Economic and Food Security Implications of the COVID-19 Outbreak: An Update with Insights from Different Regions. Available online: https://fscluster.org/sites/default/files/documents/wfp-economic_and_food_security_implications_of_the_covid-19_outbreak.pdf (accessed on 11 May 2020).
- Alaimo, L.S.; Fiore, M.; Galati, A. How the Covid-19 Pandemic Is Changing Online Food Shopping Human Behaviour in Italy. Sustainability 2020, 12, 9594. [Google Scholar] [CrossRef]
- Bianchi, C.; Mortimer, G. Drivers of local food consumption: A comparative study. Br. Food J. 2015, 117, 2282–2299. [Google Scholar] [CrossRef] [Green Version]
- Zhang, T.; Grunert, K.G.; Zhou, Y. A values–beliefs–attitude model of local food consumption: An empirical study in China and Denmark. Food Qual. Prefer. 2020, 83, 103916. [Google Scholar] [CrossRef]
- Ben Hassen, T.; El Bilali, H.; Allahyari, M.S. Impact of COVID-19 on Food Behavior and Consumption in Qatar. Sustainability 2020, 12, 6973. [Google Scholar] [CrossRef]
- Augère-Granier, M.-L. Short Food Supply Chains and Local Food Systems in the EU. September 2016. Available online: https://www.europarl.europa.eu/RegData/etudes/BRIE/2016/586650/EPRS_BRI(2016)586650_EN.pdf (accessed on 16 September 2020).
- Jarzębowski, S.; Bourlakis, M.; Bezat-Jarzębowska, A. Short Food Supply Chains (SFSC) as Local and Sustainable Systems. Sustainability 2020, 12, 4715. [Google Scholar] [CrossRef]
- Adamashvili, N.; Fiore, M.; Contò, F.; La Sala, P. Ecosystem for Successful Agriculture. Collaborative Approach as a Driver for Agricultural Development. Eur. Countrys. 2020, 12, 242–256. [Google Scholar] [CrossRef]
- Pandiselvam, R.; Subhashini, S.; Priya, E.B.; Kothakota, A.; Ramesh, S.; Shahir, S. Ozone based food preservation: A promising green technology for enhanced food safety. Ozone Sci. Eng. 2019, 41, 17–34. [Google Scholar] [CrossRef]
- Centobelli, P.; Cerchione, R.; Ertz, M. Food cold chain management: What we know and what we deserve. Supply Chain Manag. Int. J. 2020. [Google Scholar] [CrossRef]
Affected Areas (by Locust Invasion) | Population (million) | COVID-19 Cases per Million Population | Arable Land (Million Hectares) | Cereal Production in 2019 (million tons) |
---|---|---|---|---|
North Africa | 195.6 | 5864 | 21.2 | 38.1 |
West Africa | 320.7 | 454 | 72.8 | 58.2 |
East Africa | 335.7 | 681 | 62.2 | 53.4 |
Southern Africa | 191.9 | 3587 | 31.7 | 22.2 |
South America | 258.2 | 32,809 | 120.2 | 203.2 |
Near East Asia | 274.1 | 11,949 | 54.5 | 64.3 |
South Asia (not including Sri Lanka) | 1799.0 | 5150 | 197.4 | 438.8 |
Second Wave of COVID-19 and the Vaccine Availability | Controllability of the Locust Invasion | |
---|---|---|
Optimistic scenario 1 | No second wave of COVID-19 in the winter of 2020–2021 occurs; Mass vaccinations are available within six months for the most vulnerable populations. | The spread of the locust crisis is conditionally controlled in most of the affected countries in six months. |
Pessimistic scenario 2 | The second wave of COVID-19 in the winter of 2020–2021 occurs; The mass vaccination is unavailable within six months but available for most of the vulnerable population in twelve months. | The locust crisis continues in the affected countries in six months but is conditionally controlled in twelve months. |
Affected Areas (by Locust Invasion) | Cereal Production in 2019 (million tons) | Optimistic Scenario 1 | Pessimistic Scenario 2 | ||
---|---|---|---|---|---|
Change in 2020 | Change in 2021 | Change in 2020 | Change in 2021 | ||
North Africa | 38.2 | −50.00% | −41.23% | −57.02% | −90.00% |
West Africa | 73.9 | −10.00% | −7.10% | −33.17% | −90.00% |
East Africa | 55.4 | −20.00% | −17.69% | −25.78% | −70.00% |
Southern Africa | 22.2 | 39.89% | 72.35% | 15.57% | 4.14% |
South America | 235.3 | 0.50% | 0.45% | 0.49% | 0.35% |
Near East Asia | 74.6 | 2.90% | 2.69% | 2.84% | 2.03% |
South Asia (excluding Sri Lanka) | 394.6 | 1.25% | 1.05% | 1.19% | 0.88% |
Publisher’s Note: MDPI stays neutral with regard to jurisdictional claims in published maps and institutional affiliations. |
© 2021 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
Share and Cite
Xu, Z.; Elomri, A.; El Omri, A.; Kerbache, L.; Liu, H. The Compounded Effects of COVID-19 Pandemic and Desert Locust Outbreak on Food Security and Food Supply Chain. Sustainability 2021, 13, 1063. https://doi.org/10.3390/su13031063
Xu Z, Elomri A, El Omri A, Kerbache L, Liu H. The Compounded Effects of COVID-19 Pandemic and Desert Locust Outbreak on Food Security and Food Supply Chain. Sustainability. 2021; 13(3):1063. https://doi.org/10.3390/su13031063
Chicago/Turabian StyleXu, Zhitao, Adel Elomri, Abdelfatteh El Omri, Laoucine Kerbache, and Hui Liu. 2021. "The Compounded Effects of COVID-19 Pandemic and Desert Locust Outbreak on Food Security and Food Supply Chain" Sustainability 13, no. 3: 1063. https://doi.org/10.3390/su13031063
APA StyleXu, Z., Elomri, A., El Omri, A., Kerbache, L., & Liu, H. (2021). The Compounded Effects of COVID-19 Pandemic and Desert Locust Outbreak on Food Security and Food Supply Chain. Sustainability, 13(3), 1063. https://doi.org/10.3390/su13031063