Abstract
The increasing global population raises the demand for food, resulting in expanded trade of agricultural commodities and greater energy consumption, ultimately leading to increased greenhouse gas emissions. For sustainable environmental management in agricultural development, it is essential to know the exact quantitative relationship between four critical factors: agricultural GDP, agricultural energy consumption, agricultural trade, and greenhouse gas emissions. This study, conducted from 1970 to 2019 in Germany, delves into the intricate dynamics between agricultural GDP, agriculture energy consumption, agriculture trade, urbanization, and agricultural greenhouse gas emissions. Multiple unit root tests are conducted to assess data stationarity, followed by applying linear and nonlinear Autoregressive Distributed Lag (ARDL) models. This study examines the impact of energy consumption and trade on agricultural greenhouse gas (GHG) emissions in Germany, employing Autoregressive Distributed Lag (ARDL) and NARDL models. The analysis shows significant relationships between energy consumption and greenhouse gas emissions. In the ARDL framework, energy consumption has a statistically significant negative effect on greenhouse gas emissions, with coefficient estimates of −0.06. While in the NARDL framework energy dynamics show mixed effects and no statistically significant effects are observed, trade shows a significant negative impact on greenhouse gas emissions in the long run. Specifically, the estimated coefficient for trade is −0.27, indicating a significant negative impact on greenhouse gas emissions. Quantitative insights into the dynamics of agricultural trade provide important guidelines for sustainable agricultural development and environmental protection strategies. These results provide a solid foundation for evidence-based policy making and serve as a valuable resource for stakeholders, policymakers and the scientific community.
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References
Akdag, S., & Yıldırım, H. (2020). Toward a sustainable mitigation approach of energy efficiency to greenhouse gas emissions in the European countries. Heliyon. https://doi.org/10.1016/j.heliyon.2020.e03396
Ali, S., Ghimire, A., Khan, A., Tariq, G., Shah, A. A., & Tariq, M. A. U. R. (2022). Modelling the nexus of carbon dioxide emissions, economic growth, electricity production and consumption: Assessing the evidence from Pakistan. Frontiers in Environmental Science, 10, 1075730. https://doi.org/10.3389/fenvs.2022.1075730
Alola, A. A., Bekun, F. V., & Sarkodie, S. A. (2019). Dynamic impact of trade policy, economic growth, fertility rate, renewable and non-renewable energy consumption on ecological footprint in Europe. Science of the Total Environment, 685, 702–709.
Bahmani-Oskooee, M., & Bohl, M. T. (2000). German monetary unification and the stability of the German M3 money demand function. Economics Letters, 66, 203–208.
Bilali, H. E., Bassole, I. H. N., Dambo, L., & Berjan, S. (2020). Climate change and food security. Agriculture and Forestry, 66, 197–210. https://doi.org/10.17707/AgricultForest.66.3.16
Blumenstein, B., Siegmeier, T., Bruckhaus, C., Anspach, V., & Möller, D. (2015). Integrated bioenergy and food production—A German survey on structure and developments of anaerobic digestion in organic farming systems. Sustainability, 7, 10709–10732. https://doi.org/10.3390/su70810709
Boamah, K. B., Du, J., Xu, L., Mensah, C. N., Khan, M. A. S., & Allotey, D. K. (2020). A study on the responsiveness of the environment to international trade, energy consumption, and economic growth. The case of Ghana. Energy Science and Engineering, 8, 1729–1745. https://doi.org/10.1002/ese3.628
Cetin, M. A., & Bakirtas, I. (2020). The long-run environmental impacts of economic growth, financial development, and energy consumption: Evidence from emerging markets. Energy and Environment, 31, 634–655. https://doi.org/10.1177/0958305X19882373
Dalin, C., & Rodríguez-Iturbe, I. (2016). Environmental impacts of food trade via resource use and greenhouse gas emissions. Environmental Research Letters, 11, 035012.
Deliwe, A. P., Beck, S. B., & Smith, E. E. (2021). Perceptions of food retailers regarding climate change and greenhouse gas emissions. GATR Journal of Business and Economics Review, 5, 26–35. https://doi.org/10.35609/jber.2021.5.4(3)
Fuentes-Ponce, M. H., Gutiérrez-Díaz, J., Flores-Macías, A., González-Ortega, E., Mendoza, A. P., Sánchez, L. M. R., Novotny, I., & Espíndola, I. P. M. (2022). Direct and indirect greenhouse gas emissions under conventional, organic, and conservation agriculture. Agriculture, Ecosystems & Environment, 340, 108148. https://doi.org/10.1016/j.agee.2022.108148
Ghimire, A., Lin, F., & Zhuang, P. (2021). The impacts of agricultural trade on economic growth and environmental pollution: Evidence from Bangladesh using ARDL in the presence of structural breaks. Sustainability, 13, 8336. https://doi.org/10.3390/su13158336
Ghimire, A., Ali, S., & Khan, A. (2023). Does green innovation promote environmental efficiency from a global perspective? A hybrid approach (fuzzy DEA-SEM-ANN). Environmental Science and Pollution Research, 30, 104432–104449. https://doi.org/10.1007/s11356-023-29761-6
Ghimire, A., Lin, F., & Zhuang, P. (2021). The impacts of agricultural trade on economic growth and environmental pollution: Evidence from Bangladesh using ARDL in the presence of structural breaks. Sustainability, 13, 8336. https://doi.org/10.3390/su13158336
Girardi, G., Romero, J. C., & Linares, P. (2020). Adapting the energy sector to climate change. Ekonomiaz, 97, 113–143.
Godfrey, L. G., & Orme, C. D. (1994). The sensitivity of some general checks to omitted variables in the linear model. International Economic Review, 35, 489.
Greenwood-Nimmo, M., & Shin, Y. (2013). Taxation and the asymmetric adjustment of selected retail energy prices in the UK. Economics Letters, 121, 411–416. https://doi.org/10.1016/j.econlet.2013.09.020
Haenel, H.-D., Rösemann, C., Dämmgen, U., Poddey, E., Freibauer, A., Wulf, S., Eurich-Menden, B., Döhler, H., Schreiner, C., Bauer, B., & Osterburg, B. (2019). Calculations of gaseous and particulate emissions from German agriculture 1990–2017. Thünen Report 17.
Hafeez, M., Yuan, C., Shah, W. U. H., Mahmood, M. T., Li, X., & Iqbal, K. (2020). Evaluating the relationship among agriculture, energy demand, finance and environmental degradation in one belt and one road economies. Carbon Management, 11, 139–154.
Harchaoui, S., & Chatzimpiros, P. (2018). Can agriculture balance its energy consumption and continue to produce food? A framework for assessing energy neutrality applied to French agriculture. Sustainability. https://doi.org/10.3390/su10124624
Harris, J. M. (2002). Trade and the Environment. Global Development and Environment Institute, Environmental and Natural Resource Economics: A Contemporary Approach 1–26.
Ibrahim, M. D., & Alola, A. A. (2020). Integrated analysis of energy-economic development-environmental sustainability nexus: Case study of MENA countries. Science of the Total Environment, 737, 139768–139768.
Kasman, A., & Duman, Y. S. (2015). CO2 emissions, economic growth, energy consumption, trade and urbanization in new EU member and candidate countries: A panel data analysis. Economic Modelling. https://doi.org/10.1016/j.econmod.2014.10.022
Khan, M. T. I., Yaseen, M. R., & Ali, Q. (2017). Dynamic relationship between financial development, energy consumption, trade and greenhouse gas: Comparison of upper middle income countries from Asia, Europe, Africa and America. Journal of Cleaner Production, 161, 567–580. https://doi.org/10.1016/j.jclepro.2017.05.129
Khatri-Chhetri, A., Costa Junior, C., & Wollenberg, E. (2022). Greenhouse gas mitigation co-benefits across the global agricultural development programs. Global Environmental Change, 76, 102586. https://doi.org/10.1016/j.gloenvcha.2022.102586
Koengkan, M., Losekann, L. D., & Fuinhas, J. A. (2019). The relationship between economic growth, consumption of energy, and environmental degradation: Renewed evidence from Andean community nations. Environ Syst Decis, 39, 95–107. https://doi.org/10.1007/s10669-018-9698-1
Ledley, T. S., Sundquist, E. T., Schwartz, S. E., Hall, D. K., Fellows, J. D., & Killeen, T. L. (1999). Climate change and greenhouse gases. Eos. https://doi.org/10.1029/99EO00325
Leitão, N. C., Balogh, J. M. (2020). The impact of intra-industry trade on carbon dioxide emissions: The case of the european union. Agricultural Economics (Czech Republic), 66, 203–214. https://doi.org/10.17221/312/2019-AGRICECON
Leitão, N. C., & Balogh, J. M. (2020). The impact of intra-industry trade on carbon dioxide emissions: The case of the European Union. Agricultural Economics, 66, 203–214. https://doi.org/10.17221/312/2019-AGRICECON
Mackinnon, J. G. (1996). Numerical distribution functions for unit root and cointegration tests. Journal of Applied Econometrics, 11, 601–618.
Mathioudakis, D. G., Mathioudakis, A. G., & Mathioudakis, G. A. (2020). Climate change and human health. Archives of Hellenic Medicine, 37, 588–601. https://doi.org/10.37547/tajmspr/volume02issue10-10
Narayan, P. K., & Narayan, S. (2010). Carbon dioxide emissions and economic growth: Panel data evidence from develo** countries. Energy Policy, 38, 661–666. https://doi.org/10.1016/j.enpol.2009.09.005
Naseem, S., Ji, T. G., & Kashif, U. (2020). Asymmetrical ARDL correlation between fossil fuel energy, food security, and carbon emission: Providing fresh information from Pakistan. Environmental Science and Pollution Research, 27, 31369–31382. https://doi.org/10.1007/s11356-020-09346-3
Ogle, S. M., Olander, L., Wollenberg, L., Rosenstock, T., Tubiello, F., Paustian, K., Buendia, L., Nihart, A., & Smith, P. (2014). Reducing greenhouse gas emissions and adapting agricultural management for climate change in develo** countries: Providing the basis for action. Global Change Biology, 20, 1–6. https://doi.org/10.1111/gcb.12361
Pesaran, M. H., Shin, Y., & Smith, R. (2001). Testing for the existence of a long-run relationship. Journal of Applied Econometrics, 16, 289–326.
Plieninger, T., Bens, O., & Hüttl, R. F. (2006). Perspectives of bioenergy for agriculture and rural areas. Outlook on Agriculture, 35, 123–127. https://doi.org/10.5367/000000006777641624
Rauf, A., Liu, X., Amin, W., Rehman, O. U., Li, J., Ahmad, F., & Bekun, F. V. (2020). Does sustainable growth, energy consumption and environment challenges matter for Belt and Road Initiative feat? A novel empirical investigation. Journal of Cleaner Production. https://doi.org/10.1016/j.jclepro.2020.121344
Rojas-Downing, M. M., Nejadhashemi, A. P., Harrigan, T., & Woznicki, S. A. (2017). Climate change and livestock: Impacts, adaptation, and mitigation. Climate Risk Management, 16, 145–163. https://doi.org/10.1016/j.crm.2017.02.001
Rotz, C. A. (2018). Modeling greenhouse gas emissions from dairy farms. Journal of Dairy Science, 101, 6675–6690. https://doi.org/10.3168/jds.2017-13272
Sandström, V., Valin, H., Krisztin, T., Havlík, P., Herrero, M., & Kastner, T. (2018). The role of trade in the greenhouse gas footprints of EU diets. Global Food Security, 19, 48–55. https://doi.org/10.1016/j.gfs.2018.08.007
Saunders, C., Wreford, A., & Cagatay, S. (2006). Trade liberalisation and greenhouse gas emissions: The case of dairying in the European Union and New Zealand. Australian Journal of Agricultural and Resource Economics, 50, 538–555.
Schnepf, R. D. (2004). Energy use in agriculture: Background issues. Distribution, 2004, 1–44.
Scholtz, M. M., Schönfeldt, H. C., Neser, F. W. C., & Schutte, G. M. (2014). Research and development on climate change and greenhouse gases in support of climate-smart livestock production and a vibrant industry. South African Journal of Animal Sciences. https://doi.org/10.4314/sajas.v44i5.1
Sinha, A., Shahbaz, M., & Balsalobre, D. (2017). Exploring the relationship between energy usage segregation and environmental degradation in N-11 countries. Journal of Cleaner Production, 168, 1217–1229. https://doi.org/10.1016/j.jclepro.2017.09.071
Sugiharti, L., Esquivias, M. A., & Setyorani, B. (2020). The impact of exchange rate volatility on Indonesia’s top exports to the five main export markets. Heliyon. https://doi.org/10.1016/j.heliyon.2019.e03141
Yurtkuran, S. (2021). The effect of agriculture, renewable energy production, and globalization on CO2 emissions in Turkey: A bootstrap ARDL approach. Renewable Energy, 171, 1236–1245. https://doi.org/10.1016/j.renene.2021.03.009
Zambrano-Monserrate, M. A., & Fernandez, M. A. (2017). An environmental Kuznets curve for N2O emissions in Germany: An ARDL approach. Natural Resources Forum, 41, 119–127.
Zhao, L., Lv, Y., Wang, C., Xue, J., Yang, Y., & Li, D. (2023). Embodied greenhouse gas emissions in the international agricultural trade. Sustainable Production and Consumption, 35, 250–259. https://doi.org/10.1016/j.spc.2022.11.001
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The authors would also like to extend gratitude to anonymous reviewers for providing helpful suggestions on an earlier draft of this paper.
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Ghimire, A., Ali, S. & Lin, F. A development of strategies to be used to achieve greenhouse gas neutrality in the agricultural sector. Environ Dev Sustain (2024). https://doi.org/10.1007/s10668-024-04996-6
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DOI: https://doi.org/10.1007/s10668-024-04996-6