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An analytical framework to link factors affecting agricultural trade intensity in the world: pathways to sustainable agricultural development 2030 agenda

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  • Muhammad Ramzan

    (University of Sialkot
    Lebanese American University)

  • Hong Li

    (Zhongnan University of Economics and Law)

Abstract

Sustainable agriculture and its development have become an efficient instrument for sustainable economic progress and poverty alleviation among the world's deprived individuals during this forward-thinking era. However, along with several other factors, drastic rise in pollution and climate changes are causes to deteriorate agricultural production, and have reached an irrevocable threshold. The climate change and pollution affecting agriculture lead to food insecurity and threaten livelihood opportunities; a significant chunk of the population relies upon and thrives. Sustainable agriculture and its economic contribution are intertwined dimensions of sustainable development that have been overlooked in the past. Therefore, the research proposes a novel analytical framework to link factors affecting agriculture trade intensity. The study used a dataset of 137 countries worldwide from 2002 to 2018 to empirically evaluate the objectives. Initially, along with other several diagnostic check, the novel technique of machine learning Least Absolute Shrinkage and Selection Operator (Lasso) algorithms utilizes for choosing a suitable variable and model. The findings of the Kao cointegration test reveal that all selected determinants, including moderators, exhibit long-term cointegration linkages with economic contribution of agricultural export. The research found that imports value, urbanization, population size, unemployment, and inflation rate negatively and significantly affect agricultural export economic performance, whereas economic growth, agriculture liberalization, globalization, financial openness, institution quality, and agriculture production have a positive and significant influence on the intensity of agriculture exports. Furthermore, human capital reinforces the positive effects of agricultural production on agricultural export intensity in the long run. In contrast, climate change and air pollution diminish the positive impact of agriculture production on agricultural export intensity in the long run. Based on these findings, several policy pathways have been suggested to achiever SDGs, particularly SDG-2, 5, and 8 in order to accomplish target 2030.

Suggested Citation

  • Muhammad Ramzan & Hong Li, 2025. "An analytical framework to link factors affecting agricultural trade intensity in the world: pathways to sustainable agricultural development 2030 agenda," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 27(1), pages 1223-1272, January.
  • Handle: RePEc:spr:endesu:v:27:y:2025:i:1:d:10.1007_s10668-023-03908-4
    DOI: 10.1007/s10668-023-03908-4
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    as
    1. Achim Ahrens & Christian B. Hansen & Mark E. Schaffer, 2020. "lassopack: Model selection and prediction with regularized regression in Stata," Stata Journal, StataCorp LLC, vol. 20(1), pages 176-235, March.
    2. Christopher F Baum & Mark E. Schaffer & Steven Stillman, 2003. "Instrumental variables and GMM: Estimation and testing," Stata Journal, StataCorp LLC, vol. 3(1), pages 1-31, March.
    3. Hansen, Lars Peter, 1982. "Large Sample Properties of Generalized Method of Moments Estimators," Econometrica, Econometric Society, vol. 50(4), pages 1029-1054, July.
    4. Dong-Hyeon Kim & Shu-Chin Lin & Yu-Bo Suen, 2010. "Are Financial Development and Trade Openness Complements or Substitutes?," Southern Economic Journal, John Wiley & Sons, vol. 76(3), pages 827-845, January.
    5. Jiahua Chen & Zehua Chen, 2008. "Extended Bayesian information criteria for model selection with large model spaces," Biometrika, Biometrika Trust, vol. 95(3), pages 759-771.
    6. Dong-Hyeon Kim & Shu-Chin Lin & Yu-Bo Suen, 2010. "Are Financial Development and Trade Openness Complements or Substitutes?," Southern Economic Journal, John Wiley & Sons, vol. 76(3), pages 827-845, January.
    7. Alexandre Belloni & Victor Chernozhukov & Christian Hansen & Damian Kozbur, 2016. "Inference in High-Dimensional Panel Models With an Application to Gun Control," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 34(4), pages 590-605, October.
    8. Youssouf Kiendrebeogo, 2012. "The effects of financial development on trade performance and the role of institutions," Economics Bulletin, AccessEcon, vol. 32(3), pages 2546-2559.
    9. Javier Barbero & Giovanni Mandras & Ernesto Rodríguez-Crespo & Andrés Rodríguez-Pose, 2021. "Quality of government and regional trade: evidence from European Union regions," Regional Studies, Taylor & Francis Journals, vol. 55(7), pages 1240-1251, July.
    10. Prăvălie, Remus & Sîrodoev, Igor & Patriche, Cristian & Roșca, Bogdan & Piticar, Adrian & Bandoc, Georgeta & Sfîcă, Lucian & Tişcovschi, Adrian & Dumitraşcu, Monica & Chifiriuc, Carmen & Mănoiu, Valen, 2020. "The impact of climate change on agricultural productivity in Romania. A country-scale assessment based on the relationship between climatic water balance and maize yields in recent decades," Agricultural Systems, Elsevier, vol. 179(C).
    11. Dumitrescu, Elena-Ivona & Hurlin, Christophe, 2012. "Testing for Granger non-causality in heterogeneous panels," Economic Modelling, Elsevier, vol. 29(4), pages 1450-1460.
    12. Wolfersberger, Julien & Delacote, Philippe & Garcia, Serge, 2015. "An empirical analysis of forest transition and land-use change in developing countries," Ecological Economics, Elsevier, vol. 119(C), pages 241-251.
    13. Hashem Pesaran, M. & Yamagata, Takashi, 2008. "Testing slope homogeneity in large panels," Journal of Econometrics, Elsevier, vol. 142(1), pages 50-93, January.
    14. John C. Driscoll & Aart C. Kraay, 1998. "Consistent Covariance Matrix Estimation With Spatially Dependent Panel Data," The Review of Economics and Statistics, MIT Press, vol. 80(4), pages 549-560, November.
    15. A. Belloni & D. Chen & V. Chernozhukov & C. Hansen, 2012. "Sparse Models and Methods for Optimal Instruments With an Application to Eminent Domain," Econometrica, Econometric Society, vol. 80(6), pages 2369-2429, November.
    16. Joakim Westerlund, 2007. "Testing for Error Correction in Panel Data," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 69(6), pages 709-748, December.
    17. Bai, Jushan & Ng, Serena, 2008. "Forecasting economic time series using targeted predictors," Journal of Econometrics, Elsevier, vol. 146(2), pages 304-317, October.
    18. Zhu, Huiming & Duan, Lijun & Guo, Yawei & Yu, Keming, 2016. "The effects of FDI, economic growth and energy consumption on carbon emissions in ASEAN-5: Evidence from panel quantile regression," Economic Modelling, Elsevier, vol. 58(C), pages 237-248.
    19. Kao, Chihwa, 1999. "Spurious regression and residual-based tests for cointegration in panel data," Journal of Econometrics, Elsevier, vol. 90(1), pages 1-44, May.
    20. repec:uii:journl:v:11:y:2019:i:1:p:73-80 is not listed on IDEAS
    21. Busse, Matthias & Hefeker, Carsten, 2007. "Political risk, institutions and foreign direct investment," European Journal of Political Economy, Elsevier, vol. 23(2), pages 397-415, June.
    22. Robert Tibshirani, 2011. "Regression shrinkage and selection via the lasso: a retrospective," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 73(3), pages 273-282, June.
    23. M. Hashem Pesaran, 2015. "Testing Weak Cross-Sectional Dependence in Large Panels," Econometric Reviews, Taylor & Francis Journals, vol. 34(6-10), pages 1089-1117, December.
    24. Shon M Ferguson & Johan Gars, 2020. "Measuring the impact of agricultural production shocks on international trade flows," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 47(3), pages 1094-1132.
    25. Muntasir Murshed & Syed Rashid Ali & Mohammad Haseeb & Solomon Prince Nathaniel, 2021. "Modelling the public moral hazard problem of international remittance inflows in Bangladesh," International Journal of Sustainable Economy, Inderscience Enterprises Ltd, vol. 13(2), pages 166-196.
    26. Pesaran, M. Hashem & Vanessa Smith, L. & Yamagata, Takashi, 2013. "Panel unit root tests in the presence of a multifactor error structure," Journal of Econometrics, Elsevier, vol. 175(2), pages 94-115.
    27. Aida Ariabod & Reza Moghaddasi & Yaaghoob Zeraatkish & Amir Mohammadi Nejad, 2019. "Governance and agricultural growth: Evidence from selected developing countries," Economic Journal of Emerging Markets, Universitas Islam Indonesia, vol. 11(1), pages 73-80.
    28. Acheampong, Alex O., 2019. "Modelling for insight: Does financial development improve environmental quality?," Energy Economics, Elsevier, vol. 83(C), pages 156-179.
    29. Newey, Whitney & West, Kenneth, 2014. "A simple, positive semi-definite, heteroscedasticity and autocorrelation consistent covariance matrix," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 33(1), pages 125-132.
    30. Biplab Kumar Guru & Inder Sekhar Yadav, 2019. "Financial development and economic growth: panel evidence from BRICS," Journal of Economics, Finance and Administrative Science, Emerald Group Publishing Limited, vol. 24(47), pages 113-126, February.
    31. Janice Tieguhong Puatwoe & Serge Mandiefe Piabuo, 2017. "Financial sector development and economic growth: evidence from Cameroon," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 3(1), pages 1-18, December.
    32. Dong-Hyeon Kim & Shu-Chin Lin & Yu-Bo Suen, 2010. "Are Financial Development and Trade Openness Complements or Substitutes?," Southern Economic Journal, Southern Economic Association, vol. 76(3), pages 827-845, January.
    33. Polya Katsamunska, 2016. "The Concept of Governance and Public Governance Theories," Economic Alternatives, University of National and World Economy, Sofia, Bulgaria, issue 2, pages 133-141, June.
    34. Christiaensen, Luc & Demery, Lionel & Kuhl, Jesper, 2011. "The (evolving) role of agriculture in poverty reduction--An empirical perspective," Journal of Development Economics, Elsevier, vol. 96(2), pages 239-254, November.
    35. Luong Van Pham & Carl Smith, 2014. "Drivers of agricultural sustainability in developing countries: a review," Environment Systems and Decisions, Springer, vol. 34(2), pages 326-341, June.
    36. Kamil Sertoglu & Nezahat Dogan, 2016. "Agricultural Trade and its Determinants: Evidence from Bounds Testing Approach for Turkey," International Journal of Economics and Financial Issues, Econjournals, vol. 6(2), pages 450-455.
    37. Muhammad Ramzan, 2023. "What hurt the most? Assessing the influence of pollution and climate change on agricultural sustainability in Asia," Sustainable Development, John Wiley & Sons, Ltd., vol. 31(4), pages 2598-2619, August.
    38. Lio, Monchi & Liu, Meng-Chun, 2008. "Governance and agricultural productivity: A cross-national analysis," Food Policy, Elsevier, vol. 33(6), pages 504-512, December.
    39. Shi, Xunpeng & Wang, Keying & Cheong, Tsun Se & Zhang, Hongwu, 2020. "Prioritizing driving factors of household carbon emissions: An application of the LASSO model with survey data," Energy Economics, Elsevier, vol. 92(C).
    40. Levine, Ross, 2005. "Finance and Growth: Theory and Evidence," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 1, chapter 12, pages 865-934, Elsevier.
    41. Martin Spindler, 2016. "Lasso for Instrumental Variable Selection: A Replication Study," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 31(2), pages 450-454, March.
    42. Munisamy Gopinath, 2021. "Does Trade Policy Uncertainty Affect Agriculture?," Applied Economic Perspectives and Policy, John Wiley & Sons, vol. 43(2), pages 604-618, June.
    43. Kassouri, Yacouba & Kacou, Kacou Yves Thierry, 2022. "Does the structure of credit markets affect agricultural development in West African countries?," Economic Analysis and Policy, Elsevier, vol. 73(C), pages 588-601.
    44. Canh Phuc Nguyen & Thanh Dinh Su, 2021. "Export quality dynamics: Multidimensional evidence of financial development," The World Economy, Wiley Blackwell, vol. 44(8), pages 2319-2343, August.
    45. Muhammad Zakaria & Wen Jun & Marium Farrukh Khan, 2019. "Impact of financial development on agricultural productivity in South Asia," Agricultural Economics, Czech Academy of Agricultural Sciences, vol. 65(5), pages 232-239.
    46. Koo, Won W. & Lou, Jianqiang, 1997. "The Relationship Between The Agricultural And Industrial Sectors In Chinese Economic Development," Agricultural Economics Reports 23176, North Dakota State University, Department of Agribusiness and Applied Economics.
    47. Patrick N. Osakwe & Amelia U. Santos-Paulino & Berna Dogan, 2018. "Trade dependence, liberalization, and exports diversification in developing countries," Journal of African Trade, Springer, vol. 5(1), pages 19-34, March.
    48. Mansor H. Ibrahim & Siong Hook Law, 2016. "Institutional Quality and CO 2 Emission–Trade Relations: Evidence from Sub-Saharan Africa," South African Journal of Economics, Economic Society of South Africa, vol. 84(2), pages 323-340, June.
    49. Jessie Lin & Insa Flachsbarth & Stephan von Cramon‐Taubadel, 2020. "The role of institutional quality on the performance in the export of coconut products," Agricultural Economics, International Association of Agricultural Economists, vol. 51(2), pages 237-258, March.
    50. Zhang, Wenting & Wang, Zibang & Adebayo, Tomiwa Sunday & Altuntaş, Mehmet, 2022. "Asymmetric linkages between renewable energy consumption, financial integration, and ecological sustainability: Moderating role of technology innovation and urbanization," Renewable Energy, Elsevier, vol. 197(C), pages 1233-1243.
    51. Rafael E. De Hoyos & Vasilis Sarafidis, 2006. "Testing for cross-sectional dependence in panel-data models," Stata Journal, StataCorp LLC, vol. 6(4), pages 482-496, December.
    52. Koenker, Roger W & Bassett, Gilbert, Jr, 1978. "Regression Quantiles," Econometrica, Econometric Society, vol. 46(1), pages 33-50, January.
    53. Mihaela Peres & Waqar Ameer & Helian Xu, 2018. "The impact of institutional quality on foreign direct investment inflows: evidence for developed and developing countries," Economic Research-Ekonomska Istraživanja, Taylor & Francis Journals, vol. 31(1), pages 626-644, January.
    54. Jaap W. B. Bos & Claire Economidou & Lu Zhang, 2020. "Specialization in the presence of trade and financial openness," Empirical Economics, Springer, vol. 58(6), pages 2783-2816, June.
    55. Blanchard, Emily J. & Olney, William W., 2017. "Globalization and human capital investment: Export composition drives educational attainment," Journal of International Economics, Elsevier, vol. 106(C), pages 165-183.
    56. Khan, Zeeshan & Ali, Muhsin & Jinyu, Liu & Shahbaz, Muhammad & Siqun, Yang, 2020. "Consumption-based carbon emissions and trade nexus: Evidence from nine oil exporting countries," Energy Economics, Elsevier, vol. 89(C).
    57. Madhusudan Ghosh, 2019. "Climate-smart Agriculture, Productivity and Food Security in India," Journal of Development Policy and Practice, , vol. 4(2), pages 166-187, July.
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