Decoding carbon sequestration: The impact of agriculture, conservation policies, climate, and land use

Pakistan’s forests play avital role in mitigating climate change by absorbing and storing carbon dioxide from the air, making them essential natural carbon sinks. Achieving a balance between logging and forest preservation is necessary for the country to meet global climate goals. This study employs a robust least squares regression approach to identify the components of carbon sequestration, using quarterly time series data from 1990 Quartile 1 to 2023 Quartile 4. The findings show that agricultural income, forest preservation legislation, rainfall variability, high temperatures, and land-use changes significantly affect carbon sequestration in Pakistan. Positive changes in forest cover highlight the need for continuous afforestation and replanting efforts. However, a decline in forest carbon sink capacity due to agricultural output and land-use changes hampers climate change mitigation. The results emphasize the delicate balance between economic growth and environmental conservation. These findings suggest that addressing the challenges of climate change and land use requires specialized policies that prioritize forest conservation while managing economic costs.
- FAO. Global forest Resources Assessment 2020. Forest Resources Assessment Working Paper No. 188. Rome, Italy: Food and Agriculture Organization of the United Nations; 2020.
- Nzabarinda V, Bao A, Tie L, et al. Expanding forest carbon sinks to mitigate climate change in Africa. Renew Sustain Energy Rev. 2025;207:114849. doi: 10.1016/j.rser.2024.114849
- Ali D, Hussain A, Begum F, et al. Assessing the impact of land use and land cover changes on soil properties and carbon sequestration in the upper Himalayan Region of Gilgit, Pakistan. Sustain Chem One World. 2025;5:100038. doi: 10.1016/j.scowo.2024.100038
- Waleed M, Sajjad M, Shazil MS. Urbanization-led land cover change impacts terrestrial carbon storage capacity: A high-resolution remote sensing-based nation-wide assessment in Pakistan (1990-2020). Environ Impact Assess Rev. 2024;105:107396. doi: 10.1016/j.eiar.2023.107396
- Haseeb M, Tahir Z, Mehmood SA, et al. Enhancing carbon sequestration through afforestation: Evaluating the impact of land use and cover changes on carbon storage dynamics. Earth Syst Environ. 2024;8:1563-1582. doi: 10.1007/s41748-024-00414-z
- Yasin G, Nawaz MF, Martin TA, Niazi NK, Gul S, Yousaf MTB. Evaluation of agroforestry carbon storage status and potential in irrigated plains of Pakistan. Forests. 2019;10(8):640. doi: 10.3390/f10080640
- Tsegay G, Meng XZ. Impact of ex-closure in above and below ground carbon stock biomass. Forests. 2021;12(2):130. doi: 10.3390/f12020130
- Bano S, Zhao Y, Ahmad A, Wang S, Liu Y. Identifying the impacts of human capital on carbon emissions in Pakistan. J Clean Prod. 2018;183:1082-1092. doi: 10.1016/j.jclepro.2018.02.008
- Yasmeen H, Tan Q, Ali S, Ismail H. Managing environmental quality in Pakistan through sustainable development of energy-economy-environment (3E): Insights from graph model of conflict resolution (GMCR). Manag Environ Qual Int J. 2021;32(5):1095-1111. doi: 10.1108/MEQ-10-2020-0242
- He J, Deng Z. Revisiting natural resources rents and sustainable financial development: Evaluating the role of mineral and forest for global data. Resour Policy. 2023;80:103166. doi: 10.1016/j.resourpol.2022.103166
- Usman M, Ali A, Bashir MK, et al. Pathway analysis of food security by employing climate change, water, and agriculture nexus in Pakistan: Partial least square structural equation modeling. Environ Sci Pollut Res. 2023;30(38):88577-88597. doi: 10.1007/s11356-023-28547-0
- Khalid F, Taj MB, Jamil A, et al. Deforestation dynamics in Pakistan: A critical review. Proc Pak Acad Sci B Life Environ Sci. 2020;57(3):27-34.
- Tahir SNA, Rafique M, Alaamer AS. Biomass fuel burning and its implications: Deforestation and greenhouse gases emissions in Pakistan. Environ Pollut. 2010;158(7):2490-2495. doi: 10.1016/j.envpol.2010.03.017
- Shah SAH, Bilal A, Ahmad MM, Bukhari SS. Deforestation is causing a great loss in avian diversity in Pakistan. Am J Zool. 2022;5(3):24-29. doi: 10.11648/j.ajz.20220503.11
- Ahmed K, Shahbaz M, Qasim A, Long W. The linkages between deforestation, energy and growth for environmental degradation in Pakistan. Ecol Indic. 2015;49:95-103. doi: 10.1016/j.ecolind.2014.09.040
- Abbas S, Qamer FM, Ali H, et al. Monitoring of large-scale forest restoration: Evidence of vegetation recovery and reversing chronic ecosystem degradation in the mountain region of Pakistan. Ecol Inform. 2023;77:102277. doi: 10.1016/j.ecoinf.2023.102277
- Chen H, Zhang T, Costanza R, Kubiszewski I. Review of the approaches for assessing protected areas’ effectiveness. Environ Impact Assess Rev. 2023;98:106929. doi: 10.1016/j.eiar.2022.106929
- Fatima S, Abbas S, Rebi A, Ying Z. Sustainable forestry and environmental impacts: Assessing the economic, environmental, and social benefits of adopting sustainable agricultural practices. Ecol Front. 2024;44(6):1119-1127. doi: 10.1016/j.ecofro.2024.05.009
- Vancine MH, Muylaert RL, Niebuhr BB, et al. The Atlantic Forest of South America: Spatiotemporal dynamics of the vegetation and implications for conservation. Biol Conserv. 2024;291:110499. doi: 10.1016/j.biocon.2024.110499
- Smit IP, Maze K, van Wilgen BW. Land cover change in and around South African protected areas. Biol Conserv. 2024;300:110844. doi: 10.1016/j.biocon.2024.110844
- Masha M, Bojago E, Belayneh M, Tadila G, Abera A. Quantifying forest degradation rates and their drivers in Alle district, Southwestern Ethiopia: Implications for sustainable forest management practices. Geomatica. 2024;76(2):100009. doi: 10.1016/j.geomat.2024.100009
- Chandio AA, Akram W, Usman M, Nasereldin YA, Ozturk I. Does fiscal expenditure matter for agricultural development? Examining the impact of technological progress on food production. Rev Dev Econ. 2024;28(4):1774-1802. doi: 10.1111/rode.13118
- Tahir F, Rasheed R, Mahmood S, Chohan K, Ahmad SR. REDD+ framework and forest sustainability in Pakistan versus other South Asian countries: A multi-criteria-based analysis. Environ Dev Sustain. 2024;26(3):6471-6492. doi: 10.1007/s10668-023-02971-1
- Ullah A, Bavorova M. Livelihood impacts of community-based forest landscape restoration in the Hindu Kush Himalaya, Pakistan. Eur J For Res. 2024;143:1773-1786. doi: 10.1007/s10342-024-01726-5
- Ullah A. Forest landscape restoration and its impact on social cohesion, ecosystems, and rural livelihoods: Lessons learned from Pakistan. Reg Environ Change. 2024;24(1):26. doi: 10.1007/s10113-024-02198-4
- Ripple WJ, Wolf C, Gregg JW, et al. The 2023 state of the climate report: Entering uncharted territory. BioScience. 2023;73(12):841-850. doi: 10.1093/biosci/biad080
- Nguyen DT, Ashraf S, Le M, Ali M. Projection of climate variables by general circulation and deep learning model for Lahore, Pakistan. Ecol Inform. 2023;75:102077. doi: 10.1016/j.ecoinf.2023.102077
- Edo GI, Itoje-Akpokiniovo LO, Obasohan P, et al. Impact of environmental pollution from human activities on water, air quality and climate change. Ecol Front. 2024;44(5):874-889. doi: 10.1016/j.ecofro.2024.02.014
- Shelton S, Dixon RD. Long-term seasonal drought trends in the China-Pakistan economic corridor. Climate. 2023;11(2):45. doi: 10.3390/cli11020045
- Ahmed K, Shahid S, Nawaz N. Impacts of climate variability and change on seasonal drought characteristics of Pakistan. Atmos Res. 2018;214:364-374. doi: 10.1016/j.atmosres.2018.08.020
- Lenton TM, Xu C, Abrams JF, et al. Quantifying the human cost of global warming. Nat Sustain. 2023;6(10):1237-1247. doi: 10.1038/s41893-023-01132-6
- Aziz T. Changes in land use and ecosystem services values in Pakistan, 1950-2050. Environ Dev. 2021;37:100576. doi: 10.1016/j.envdev.2020.100576
- Yasin G, Nawaz MF, Zubair M, et al. Role of traditional agroforestry systems in climate change mitigation through carbon sequestration: An investigation from the semi-arid region of Pakistan. Land. 2023;12(2):513. doi: 10.3390/land12020513
- Huang L, Zhou M, Lv J, Chen K. Trends in global research in forest carbon sequestration: A bibliometric analysis. J Clean Prod. 2020;252:119908. doi: 10.1016/j.jclepro.2019.119908
- Mäntymaa E, Artell J, Forsman JT, Juutinen A. Is it more important to increase carbon sequestration, biodiversity, or jobs? A case study of citizens’ preferences for forest policy in Finland. For Policy Econ. 2023;154:103023. doi: 10.1016/j.forpol.2023.103023
- Bherwani H, Banerji T, Menon R. Role and value of urban forests in carbon sequestration: Review and assessment in Indian context. Environ Dev Sustain. 2024;26(1):603-626. doi: 10.1007/s10668-022-02725-5
- Pan Y, Birdsey RA, Phillips OL, et al. The enduring world forest carbon sink. Nature. 2024;631(8021):563-569. doi: 10.1038/s41586-024-07602-x
- Seddon N, Smith A, Smith P, et al. Getting the message right on nature‐based solutions to climate change. Glob Chang Biol. 2021;27(8):1518-1546. doi: 10.1111/gcb.15513
- Raihan A, Tuspekova A. Toward a sustainable environment: Nexus between economic growth, renewable energy use, forested area, and carbon emissions in Malaysia. Resour Conserv Recycl Adv. 2022;15:200096. doi: 10.1016/j.rcradv.2022.200096
- Prochazka P, Abrham J, Cerveny J, et al. Understanding the socio-economic causes of deforestation: A global perspective. Front For Glob Change. 2023;6:1288365. doi: 10.3389/ffgc.2023.1288365
- Wu S, Guo Z, Askar A, et al. Dynamic land cover and ecosystem service changes in global coastal deltas under future climate scenarios. Ocean Coast Manag. 2024;258:107384. doi: 10.1016/j.ocecoaman.2024.107384
- Banerjee O, Cicowiez M, Honeck EC, et al. Arresting environmental degradation to build wealth in Thailand. Sci Total Environ. 2024;956:177386. doi: 10.1016/j.scitotenv.2024.177386
- Kunte G, Bhat V. Deforestation, climate change and the sustainability of agriculture: A review. J Resour Ecol. 2024;15(1):140-150. doi: 10.5814/j.issn.1674-764x.2024.01.012
- Saleem A, Anwar S, Nawaz T, et al. Securing a sustainable future: The climate change threat to agriculture, food security, and sustainable development goals. J Umm Al-Qura Univ Appl Sci. 2024. doi: 10.1007/s43994-024-00177-3
- Bajoria A, Kanpariya J, Bera A. Greenhouse gases and global warming. In: Advances and Technology Development in Greenhouse Gases: Emission, Capture and Conversion. Amsterdam, Netherlands: Elsevier; 2024. p. 121-135. doi: 10.1016/B978-0-443-19066-7.00006-0
- Kinda H, Thiombiano N. Does transparency matter? Evaluating the impacts of the Extractive Industries Transparency Initiative (EITI) on deforestation in resource-rich developing countries. World Dev. 2024;173:106431. doi: 10.1016/j.worlddev.2023.106431
- Van Meerveld I, Seibert J. Reforestation effects on low flows: Review of public perceptions and scientific evidence. Wiley Interdiscip Rev Water. 2025;12(1):e1760. doi: 10.1002/wat2.1760
- Liu X, Lie Z, Reich PB, et al. Long‐term warming increased carbon sequestration capacity in a humid subtropical forest. Glob Chang Biol. 2024;30(1):e17072. doi: 10.1111/gcb.17072
- Zhang W, Luo G, Hamdi R, et al. Drought changes the dominant water stress on the grassland and forest production in the northern hemisphere. Agric For Meteorol. 2024;345:109831. doi: 10.1016/j.agrformet.2023.109831
- Waheed M, Haq SM, Arshad F, et al. Plant distribution, ecological traits and diversity patterns of vegetation in subtropical managed forests as guidelines for forest management policy. Front For Glob Change. 2024;7:1406075. doi: 10.3389/ffgc.2024.1406075
- Gulzar R, Wani SA, Hassan T, et al. Looking beyond the political boundaries: An integrated inventory of invasive alien flora of South Asia. Biol Invasions. 2024;26(1):57-78. doi: 10.1007/s10530-023-03165-6
- Kang J, Zhang B, Dang A. A novel geospatial machine learning approach to quantify non-linear effects of land use/land cover change (LULCC) on carbon dynamics. Int J Appl Earth Obs Geoinform. 2024;128:103712. doi: 10.1016/j.jag.2024.103712
- Setiawan O, Rahayu AAD, Samawandana G, et al. Unraveling land use land cover change, their driving factors, and implication on carbon storage through an integrated modelling approach. Egypt J Remote Sens Space Sci. 2024;27(4):615-627. doi: 10.1016/j.ejrs.2024.08.002
- Jiang Y, Ouyang B, Yan Z. The response of carbon storage to multi-objective land use/cover spatial optimization and vulnerability assessment. Sustainability. 2024;16(6):2235. doi: 10.3390/su16062235
- Ersoy Tonyaloğlu E. Future land use/land cover and its impacts on ecosystem services: Case of Aydın, Turkey. Int J Environ Sci Technol. 2024;22:4601-4617. doi: 10.1007/s13762-024-05907-y
- Mori A. From the climate-energy conundrum to the climate-energy-land nexus. In: The Climate-Energy- Land Nexus in Indonesia. United Kingdom: Routledge; 2024. p. 3-29. doi: 10.4324/9781003325154
- Grant H, Le Billon P. Unrooted responses: Addressing violence against environmental and land defenders. Environ Plan C Polit Space. 2021;39(1):132-151. doi: 10.1177/23996544209415
- Raihan A, Said MNM. Cost-benefit analysis of climate change mitigation measures in the forestry sector of Peninsular Malaysia. Earth Syst Environ. 2022;6(2):405-419. doi: 10.1007/s41748-021-00241-6
- Tian L, Tao Y, Fu W, et al. Dynamic simulation of land use/ cover change and assessment of forest ecosystem carbon storage under climate change scenarios in Guangdong Province, China. Remote Sens. 2022;14(10):2330. doi: 10.3390/rs14102330
- Kinnunen A, Talvitie I, Ottelin J, Heinonen J, Junnila S. Carbon sequestration and storage potential of urban residential environment-a review. Sustain Cities Soc. 2022;84:104027. doi: 10.1016/j.scs.2022.104027
- Liang Y, Hashimoto S, Liu L. Integrated assessment of land-use/land-cover dynamics on carbon storage services in the Loess Plateau of China from 1995 to 2050. Ecol Indic. 2021;120:106939. doi: 10.1016/j.ecolind.2020.106939
- Kamyab H, SaberiKamarposhti M, Hashim H, Yusuf M. Carbon dynamics in agricultural greenhouse gas emissions and removals: A comprehensive review. Carbon Lett. 2024;34(1):265-289. doi: 10.1007/s42823-023-00647-4
- Adnan M, Xiao B, Bibi S, et al. Addressing current climate issues in Pakistan: An opportunity for a sustainable future. Environ Chall. 2024;15:100887. doi: 10.1016/j.envc.2024.100887
- Khan MA, Ali S, Anser MK, et al. From desolation to preservation: Investigating longitudinal trends in forest coverage and implications for future environmental strategies. Heliyon. 2024;10(4):e25689. doi: 10.1016/j.heliyon.2024.e25689
- Frank S, Lessa Derci Augustynczik A, Havlík P, et al. Enhanced agricultural carbon sinks provide benefits for farmers and the climate. Nat Food. 2024;5(9):742-753. doi: 10.1038/s43016-024-01039-1
- Nazir MJ, Li G, Nazir MM, et al. Harnessing soil carbon sequestration to address climate change challenges in agriculture. Soil Tillage Res. 2024;237:105959. doi: 10.1016/j.still.2023.105959
- Lin B, Ullah S. Evaluating forest depletion and structural change effects on environmental sustainability in Pakistan: Through the lens of the load capacity factor. J Environ Manage. 2024;353:120174. doi: 10.1016/j.jenvman.2024.120174
- Sheikh AT, Chaudhary AK, Mufti S, Davies S, Rola- Rubzen MF. Soil fertility in mixed crop-livestock farming systems of Punjab, Pakistan: The role of institutional factors and sustainable land management practices. Agric Syst. 2024;218:103964. doi: 10.1016/j.agsy.2024.103964
- World Bank. World Development Indicators. Washington, DC: World Bank; 2024. Available from: https://databank.worldbank.org/source/world-development-indicators [Last accessed on 2024 Sep 13].
- Climate Change Knowledge Portal (CCKP). Climate Change Overview: Country Summary. Available from: https://climateknowledgeportal.worldbank.org/country/ pakistan [Last accessed on 2024 Sep 13].
- Cote M, Nightingale AJ. Resilience thinking meets social theory: Situating social change in socio-ecological systems (SES) research. Prog Hum Geogr. 2012;36(4):475-489. doi: 10.1177/0309132511425708
- Fischer AP. Forest landscapes as social-ecological systems and implications for management. Landsc Urban Plan. 2018;177:138-147. doi: 10.1016/j.landurbplan.2018.05.001
- Helmrich AM, Chester MV, Hayes S, Markolf SA, Desha C, Grimm NB. Using biomimicry to support resilient infrastructure design. Earths Future. 2020;8(12):e2020EF001653. doi: 10.1029/2020EF001653
- Peet R. The social origins of environmental determinism. Ann Assoc Am Geogr. 1985;75(3):309-333. doi: 10.1111/j.1467-8306.1985.tb00069.x
- Frank D, Reichstein M, Bahn M, et al. Effects of climate extremes on the terrestrial carbon cycle: Concepts, processes and potential future impacts. Glob Change Biol. 2015;21(8):2861-2880. doi: 10.1111/gcb.12916
- Xiong L, Li R. Assessing and decoupling ecosystem services evolution in karst areas: A multi-model approach to support land management decision-making. J Environ Manage. 2024;350:119632. doi: 10.1016/j.jenvman.2023.119632
- Hubert M, Van Branden K. Robust methods for partial least squares regression. J Chemom. 2003;17(10):537-549. doi: 10.1002/cem.822
- Huber PJ. Robust methods of estimation of regression coefficients. Stat. 1977;8(1):41-53. doi: 10.1080/02331887708801356
- Rousseeuw P, Yohai V. Robust regression by means of S-estimators. In: Franke J, Härdle W, Martin D, editors. Robust and Nonlinear Time Series Analysis. Vol. 26. Berlin, Germany: Springer; 1984:256-274. doi: 10.1007/978-1-4615-7821-5_15
- Yohai VJ. High breakdown-point and high efficiency robust estimates for regression. Ann Stat. 1987;15(2):642-656. doi: 10.1214/aos/1176350366
- Møller SF, von Frese J, Bro R. Robust methods for multivariate data analysis. J Chemom. 2005;19(10):549-563. doi: 10.1002/cem.962
- Thamarai P, Deivayanai VC, Saravanan A, Vickram AS, Yaashikaa PR. Carbon mitigation in agriculture: Pioneering technologies for a sustainable food system. Trends Food Sci Technol. 2024;147:104477. doi: 10.1016/j.tifs.2024.104477
- Meng X, Meng F, Chen P, et al. A meta-analysis of conservation tillage management effects on soil organic carbon sequestration and soil greenhouse gas flux. Sci Total Environ. 2024;954:176315. doi: 10.1016/j.scitotenv.2024.176315
- Arshad MU, Tunio FH, Javed M, Nabi AA. The pervasiveness of food insecurity and its correlates in Pakistan. Cogent Food Agric. 2024;10(1):2421054. doi: 10.1080/23311932.2024.2421054
- Kirschbaum MU, Cowie AL, Peñuelas J, et al. Is tree planting an effective strategy for climate change mitigation? Sci Total Environ. 2024;909:168479. doi: 10.1016/j.scitotenv.2023.168479
- Robinson GM. Towards the ecological civilisation: Conservation and afforestation. In: Transforming Rural China. United Kingdom: Edward Elgar Publishing; 2024. p. 197-224. doi: 10.4337/9781803928586.00014
- Abd Halim NH, Jiang J, Abdu A, et al. Impact of Malayan uniform system and selective management system of logging on soil quality in selected logged-over forest in Johor, Malaysia. Forests. 2024;15(5):838. doi: 10.3390/f15050838
- Huang D, Shen H, Miao Y, et al. The impacts of forest resources, green investment, healthcare, and education on environmental pollution: China carbon neutrality program. J Clean Prod. 2024;467:143038. doi: 10.1016/j.jclepro.2024.143038
- Kodero JM, Felzer BS, Shi Y. Future transition from forests to shrublands and grasslands in the western United States is expected to reduce carbon storage. Commun Earth Environ. 2024;5(1):78. doi: 10.1038/s43247-024-01253-6
- Smigaj M, Agarwal A, Bartholomeus H, et al. Thermal infrared remote sensing of stress responses in forest environments: A review of developments, challenges, and opportunities. Curr For Rep. 2024;10(1):56-76. doi: 10.1007/s40725-023-00207-z
- Dye AW, Houtman RM, Gao P, et al. Carbon, climate, and natural disturbance: A review of mechanisms, challenges, and tools for understanding forest carbon stability in an uncertain future. Carbon Balance Manage. 2024;19(1):1-25. doi: 10.1186/s13021-024-00282-0
- Sun G, Tiwari KR, Hao L, et al. Climate change and forest hydrology in future forests. In: Future Forests: Mitigation and Adaptation to Climate Change. Amsterdam, Netherlands: Elsevier; 2024. p. 95-124. doi: 10.1016/B978-0-323-90430-8.00003-4
- Qin Z, Zhu Y, Canadell JG, et al. Global spatially explicit carbon emissions from land-use change over the past six decades (1961-2020). One Earth. 2024;7(5):835-847.doi: 10.1016/j.oneear.2024.04.002
- Qu X, Li X, Bardgett RD, et al. Deforestation impacts soil biodiversity and ecosystem services worldwide. Proc Natl Acad Sci U S A. 2024;121(13):e2318475121. doi: 10.1073/pnas.231847512
- Iftikhar H, Khan M, Żywiołek J, et al. Modeling and forecasting carbon dioxide emission in Pakistan using a hybrid combination of regression and time series models. Heliyon. 2024;10(13):e33148. doi: 10.1016/j.heliyon.2024.e33148
- Herse MR, Tantipisanuh N, Chutipong W, Gale GA. Expanding protected areas globally post-2020: A critical perspective from Thailand, with implications for community forestry. Crit Asian Stud. 2024;56(3):371-402. doi: 10.1080/14672715.2024.2368161
- Zhao J, Davies C, Veal C, et al. Review on the application of nature-based solutions in urban forest planning and sustainable management. Forests. 2024;15(4):727. doi: 10.3390/f15040727
- Kamran HW, Rafiq M, Abudaqa A, Amin A. Interconnecting sustainable development goals 7 and 13: The role of renewable energy innovations towards combating the climate change. Environ Technol. 2024;45(17):3439-3455. doi: 10.1080/09593330.2023.2216903