IDEAS home Printed from https://ideas.repec.org/a/eee/lauspo/v68y2017icp438-447.html
   My bibliography  Save this article

Biophysical and socioeconomic determinants of tea expansion: Apportioning their relative importance for sustainable land use policy

Author

Listed:
  • Zhang, Qianwen
  • Gao, Wujun
  • Su, Shiliang
  • Weng, Min
  • Cai, Zhongliang

Abstract

Tea expansion, a typical process of regional land use and cover change (LUCC), has raised great concerns on regional sustainability. In this regard, exploring the determinants of tea expansion should provide critical implications for land use policy. It has been widely recognized that LUCC interacts nonlinearly with a set of determinants and their feedbacks should be rather complex. Policy makers are now facing the challenge to identify, apportion, and compare the determinants of regional tea expansion for designing more targeted political intervenes. Our paper utilizes a robust tool, the random forest (RF) regression in particular, to explore the determinants of tea expansion across two periods (1985–2007 and 2007–2016) in Anji County, a typical region of tea production in subtropical China. More specifically, tea is extracted from Landsat imageries and total tea cultivated area acts as the dependent variable. Exploratory variables include 38 potential determinants and these determinants are divided into two categories (biophysical and socioeconomic) at two levels (pixel and village). We obtain some similar findings, though the relative importance of determinants varies with the two periods. In general, biophysical determinants (e.g., topography, soil type, land use in the neighborhood) present greater relative importance than the socioeconomic determinants in both periods. In period 1985–2007, biophysical determinants at pixel level are more essential in governing tea expansion. In period 2007–2016, the relative importance of pixel level biophysical determinants is comparable with that of the village level determinants. Comparisons of the two periods indicate that relative importance of soil type and socioeconomic proximity becomes greater in period 2007–2016, while that of the total employees and non-agricultural population proportion becomes lower. Partial dependency plots are further drawn to visualize the marginal effect of each determinant. We finally propose three options for land use policy towards sustainability. Our study demonstrates that the RF regression is efficient for policy makers to understand the determinants of tea expansion with a nonlinear and complex nature.

Suggested Citation

  • Zhang, Qianwen & Gao, Wujun & Su, Shiliang & Weng, Min & Cai, Zhongliang, 2017. "Biophysical and socioeconomic determinants of tea expansion: Apportioning their relative importance for sustainable land use policy," Land Use Policy, Elsevier, vol. 68(C), pages 438-447.
  • Handle: RePEc:eee:lauspo:v:68:y:2017:i:c:p:438-447
    DOI: 10.1016/j.landusepol.2017.08.008
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0264837717305173
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.landusepol.2017.08.008?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Miyamoto, Motoe, 2006. "Forest conversion to rubber around Sumatran villages in Indonesia: Comparing the impacts of road construction, transmigration projects and population," Forest Policy and Economics, Elsevier, vol. 9(1), pages 1-12, November.
    2. Müller, Daniel & Leitão, Pedro J. & Sikor, Thomas, 2013. "Comparing the determinants of cropland abandonment in Albania and Romania using boosted regression trees," Agricultural Systems, Elsevier, vol. 117(C), pages 66-77.
    3. De Pinto, Alessandro & Li, Man & Haruna, Akiko & Hyman, Glenn Graham & Martinez, Mario Andrés Londoño & Creamer, Bernardo & Kwon, Ho-Young & Garcia, Jhon Brayan Valencia & Tapasco, Jeimar & Martinez, , 2016. "Low Emission Development Strategies in Agriculture. An Agriculture, Forestry, and Other Land Uses (AFOLU) Perspective," World Development, Elsevier, vol. 87(C), pages 180-203.
    4. Su, Shiliang & Hu, Yi’na & Luo, Fanghan & Mai, Gengchen & Wang, Yaping, 2014. "Farmland fragmentation due to anthropogenic activity in rapidly developing region," Agricultural Systems, Elsevier, vol. 131(C), pages 87-93.
    5. Wrenn, Douglas H. & Sam, Abdoul G., 2014. "Geographically and temporally weighted likelihood regression: Exploring the spatiotemporal determinants of land use change," Regional Science and Urban Economics, Elsevier, vol. 44(C), pages 60-74.
    6. Overmars, Koen P. & Verburg, Peter H., 2006. "Multilevel modelling of land use from field to village level in the Philippines," Agricultural Systems, Elsevier, vol. 89(2-3), pages 435-456, September.
    7. Wheeler, David & Hammer, Dan & Kraft, Robin & Dasgupta, Susmita & Blankespoor, Brian, 2013. "Economic dynamics and forest clearing: A spatial econometric analysis for Indonesia," Ecological Economics, Elsevier, vol. 85(C), pages 85-96.
    8. Meiyappan, Prasanth & Dalton, Michael & O’Neill, Brian C. & Jain, Atul K., 2014. "Spatial modeling of agricultural land use change at global scale," Ecological Modelling, Elsevier, vol. 291(C), pages 152-174.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Lin Lin & Hongzhen Jia & Yi Pan & Lefeng Qiu & Muye Gan & Shenggao Lu & Jinsong Deng & Zhoulu Yu & Ke Wang, 2017. "Exploring the Patterns and Mechanisms of Reclaimed Arable Land Utilization under the Requisition-Compensation Balance Policy in Wenzhou, China," Sustainability, MDPI, vol. 10(1), pages 1-16, December.
    2. Ge, Dazhuan & Long, Hualou & Zhang, Yingnan & Ma, Li & Li, Tingting, 2018. "Farmland transition and its influences on grain production in China," Land Use Policy, Elsevier, vol. 70(C), pages 94-105.
    3. Shuai Li & Zhongyun Ni & Yinbing Zhao & Wei Hu & Zhenrui Long & Haiyu Ma & Guoli Zhou & Yuhao Luo & Chuntao Geng, 2022. "Susceptibility Analysis of Geohazards in the Longmen Mountain Region after the Wenchuan Earthquake," IJERPH, MDPI, vol. 19(6), pages 1-30, March.
    4. Su, Yue & Qian, Kui & Lin, Lin & Wang, Ke & Guan, Tao & Gan, Muye, 2020. "Identifying the driving forces of non-grain production expansion in rural China and its implications for policies on cultivated land protection," Land Use Policy, Elsevier, vol. 92(C).
    5. Allen H. Hu & Chia-Hsiang Chen & Lance Hongwei Huang & Ming-Hsiu Chung & Yi-Chen Lan & Zhonghua Chen, 2019. "Environmental Impact and Carbon Footprint Assessment of Taiwanese Agricultural Products: A Case Study on Taiwanese Dongshan Tea," Energies, MDPI, vol. 12(1), pages 1-13, January.
    6. Shuai Li & Haiyu Ma & Di Yang & Wei Hu & Hao Li, 2023. "The Main Drivers of Wetland Evolution in the Beijing-Tianjin-Hebei Plain," Land, MDPI, vol. 12(2), pages 1-25, February.
    7. Hu, Lirong & He, Shenjing & Han, Zixuan & Xiao, He & Su, Shiliang & Weng, Min & Cai, Zhongliang, 2019. "Monitoring housing rental prices based on social media:An integrated approach of machine-learning algorithms and hedonic modeling to inform equitable housing policies," Land Use Policy, Elsevier, vol. 82(C), pages 657-673.
    8. Yi Liu & Zhongyun Ni & Yinbing Zhao & Guoli Zhou & Yuhao Luo & Shuai Li & Dong Wang & Shaowen Zhang, 2022. "Spatial-Temporal Evolution and Driving Forces of Drying Trends on the Qinghai-Tibet Plateau Based on Geomorphological Division," IJERPH, MDPI, vol. 19(13), pages 1-31, June.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Michael Euler & Stefan Schwarze & Hermanto Siregar & Matin Qaim, 2016. "Oil Palm Expansion among Smallholder Farmers in Sumatra, Indonesia," Journal of Agricultural Economics, Wiley Blackwell, vol. 67(3), pages 658-676, September.
    2. Robert Pazúr & Juraj Lieskovský & Matthias Bürgi & Daniel Müller & Tibor Lieskovský & Zhen Zhang & Alexander V. Prishchepov, 2020. "Abandonment and Recultivation of Agricultural Lands in Slovakia—Patterns and Determinants from the Past to the Future," Land, MDPI, vol. 9(9), pages 1-22, September.
    3. Wei, Lai & Luo, Yun & Wang, Miao & Su, Shiliang & Pi, Jianhua & Li, Guie, 2020. "Essential fragmentation metrics for agricultural policies: Linking landscape pattern, ecosystem service and land use management in urbanizing China," Agricultural Systems, Elsevier, vol. 182(C).
    4. Widianingsih, Nayu Nuringdati & David, Wahyudi & Pouliot, Mariève & Theilade, Ida, 2019. "Land use, income, and ethnic diversity in the margins of Hutan Harapan – A rainforest restoration concession in Jambi and South sumatra, Indonesia," Land Use Policy, Elsevier, vol. 86(C), pages 268-279.
    5. Krishna, Vijesh V. & Pascual, Unai & Qaim, Matin, 2014. "Do emerging land markets promote forestland appropriation? Evidence from Indonesia," EFForTS Discussion Paper Series 7, University of Goettingen, Collaborative Research Centre 990 "EFForTS, Ecological and Socioeconomic Functions of Tropical Lowland Rainforest Transformation Systems (Sumatra, Indonesia)".
    6. Castro, P. & Pedroso, R. & Lautenbach, S. & Vicens, R., 2020. "Farmland abandonment in Rio de Janeiro: Underlying and contributory causes of an announced development," Land Use Policy, Elsevier, vol. 95(C).
    7. Akash Malhotra, 2018. "A hybrid econometric-machine learning approach for relative importance analysis: Prioritizing food policy," Papers 1806.04517, arXiv.org, revised Aug 2020.
    8. Miyamoto, Motoe & Mohd Parid, Mamat & Noor Aini, Zakaria & Michinaka, Tetsuya, 2014. "Proximate and underlying causes of forest cover change in Peninsular Malaysia," Forest Policy and Economics, Elsevier, vol. 44(C), pages 18-25.
    9. Xin Deng & Dingde Xu & Miao Zeng & Yanbin Qi, 2018. "Landslides and Cropland Abandonment in China’s Mountainous Areas: Spatial Distribution, Empirical Analysis and Policy Implications," Sustainability, MDPI, vol. 10(11), pages 1-14, October.
    10. De Pinto, Alessandro & Wiebe, Keith D. & Rosegrant, Mark W., 2016. "Climate change and agricultural policy options: A global-to-local approach," Policy briefs 978-089629-244-4, International Food Policy Research Institute (IFPRI).
    11. Ge, Dazhuan & Long, Hualou & Zhang, Yingnan & Ma, Li & Li, Tingting, 2018. "Farmland transition and its influences on grain production in China," Land Use Policy, Elsevier, vol. 70(C), pages 94-105.
    12. Combes Motel, P. & Pirard, R. & Combes, J.-L., 2009. "A methodology to estimate impacts of domestic policies on deforestation: Compensated Successful Efforts for "avoided deforestation" (REDD)," Ecological Economics, Elsevier, vol. 68(3), pages 680-691, January.
    13. Wening Sarwosri, Arieska & Mußhoff, Oliver, 2019. "Can crop diversification of perennial crop by smallholder farmers explained by risk attitudes and time preferences?," EFForTS Discussion Paper Series 28, University of Goettingen, Collaborative Research Centre 990 "EFForTS, Ecological and Socioeconomic Functions of Tropical Lowland Rainforest Transformation Systems (Sumatra, Indonesia)".
    14. Cegielska, Katarzyna & Noszczyk, Tomasz & Kukulska, Anita & Szylar, Marta & Hernik, Józef & Dixon-Gough, Robert & Jombach, Sándor & Valánszki, István & Filepné Kovács, Krisztina, 2018. "Land use and land cover changes in post-socialist countries: Some observations from Hungary and Poland," Land Use Policy, Elsevier, vol. 78(C), pages 1-18.
    15. Li, Sheng & Nadolnyak, Denis & Hartarska, Valentina, 2019. "Agricultural land conversion: Impacts of economic and natural risk factors in a coastal area," Land Use Policy, Elsevier, vol. 80(C), pages 380-390.
    16. Diogenis A. Kiziridis & Anna Mastrogianni & Magdalini Pleniou & Elpida Karadimou & Spyros Tsiftsis & Fotios Xystrakis & Ioannis Tsiripidis, 2022. "Acceleration and Relocation of Abandonment in a Mediterranean Mountainous Landscape: Drivers, Consequences, and Management Implications," Land, MDPI, vol. 11(3), pages 1-23, March.
    17. Philipp Otto & Wolfgang Schmid, 2018. "Spatiotemporal analysis of German real-estate prices," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 60(1), pages 41-72, January.
    18. Dasgupta, Susmita & Hammer, Dan & Kraft, Robin & Wheeler, David, 2014. "Vyāghranomics in space and time: Estimating habitat threats for Bengal, Indochinese, Malayan and Sumatran tigers," Journal of Policy Modeling, Elsevier, vol. 36(3), pages 433-453.
    19. Michał Sobala & Urszula Myga-Piątek & Bartłomiej Szypuła, 2020. "Assessment of Changes in a Viewshed in the Western Carpathians Landscape as a Result of Reforestation," Land, MDPI, vol. 9(11), pages 1-17, November.
    20. Xiaolin Ren & Matthias Weitzel & Brian C. O’Neill & Peter Lawrence & Prasanth Meiyappan & Samuel Levis & Edward J. Balistreri & Michael Dalton, 2018. "Avoided economic impacts of climate change on agriculture: integrating a land surface model (CLM) with a global economic model (iPETS)," Climatic Change, Springer, vol. 146(3), pages 517-531, February.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:lauspo:v:68:y:2017:i:c:p:438-447. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Joice Jiang (email available below). General contact details of provider: https://www.journals.elsevier.com/land-use-policy .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.