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Quantifying the Water Quality Impacts of Cropland Farming in China: A Satellite Data Approach

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  • Chuan Tang
  • Yifeng Guo
  • Lian Feng

Abstract

We compile a unique satellite‐derived panel dataset to investigate the impacts of cropland coverage on the outbreak of Harmful Algal Blooms (HABs) in China between 2003 and 2019. Our results indicate that a 1% increase in cropland leads to a 0.5% increase in the size of HABs in lakes larger than 20 km2. The increase in cropland not only affects the size of HABs but also significantly prolongs their duration on average. Furthermore, we provide evidence of a diminishing legacy effect of cropland on HAB area over time and a nonlinear relationship between cropland area and HABs. Fertilizer leakage from cropland shapes the entire pollution mechanism, with farming practices that require elevated fertilizer posing significantly greater impacts on water quality. While the nationwide fertilizer reduction policy implemented in 2015 successfully dampens HABs in nonreservoir lakes during the initial three years, its long‐term effects remain uncertain. This study highlights the potential of satellite imagery data for economic analyses of nutrient pollution in China.

Suggested Citation

  • Chuan Tang & Yifeng Guo & Lian Feng, 2025. "Quantifying the Water Quality Impacts of Cropland Farming in China: A Satellite Data Approach," American Journal of Agricultural Economics, John Wiley & Sons, vol. 107(3), pages 958-989, May.
  • Handle: RePEc:wly:ajagec:v:107:y:2025:i:3:p:958-989
    DOI: 10.1111/ajae.12510
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    as
    1. Nian, Yongwei, 2023. "Incentives, penalties, and rural air pollution: Evidence from satellite data," Journal of Development Economics, Elsevier, vol. 161(C).
    2. Wang, Xiaobing & Yamauchi, Futoshi & Huang, Jikun & Rozelle, Scott, 2020. "What constrains mechanization in Chinese agriculture? Role of farm size and fragmentation," China Economic Review, Elsevier, vol. 62(C).
    3. Guido W. Imbens, 2020. "Potential Outcome and Directed Acyclic Graph Approaches to Causality: Relevance for Empirical Practice in Economics," Journal of Economic Literature, American Economic Association, vol. 58(4), pages 1129-1179, December.
    4. Clément de Chaisemartin & Xavier D'Haultfœuille, 2020. "Two-Way Fixed Effects Estimators with Heterogeneous Treatment Effects," American Economic Review, American Economic Association, vol. 110(9), pages 2964-2996, September.
    5. David Wolf & Thomas Kemp, 2021. "Convergent Validity of Satellite and Secchi Disk Measures of Water Clarity in Hedonic Models," Land Economics, University of Wisconsin Press, vol. 97(1), pages 39-58.
    6. Zhang, Jiarui & Phaneuf, Daniel J. & Schaeffer, Blake A., 2022. "Property values and cyanobacterial algal blooms: Evidence from satellite monitoring of Inland Lakes," Ecological Economics, Elsevier, vol. 199(C).
    7. David Wolf & Sathya Gopalakrishnan & H. Allen Klaiber, 2022. "Staying afloat: The effect of algae contamination on Lake Erie housing prices," American Journal of Agricultural Economics, John Wiley & Sons, vol. 104(5), pages 1701-1723, October.
    8. Ashok K. Mishra, 2023. "Ashok K. Mishra," American Journal of Agricultural Economics, John Wiley & Sons, vol. 105(2), pages 381-382, March.
    9. Dalia Ghanem & Shu Shen & Junjie Zhang, 2020. "A Censored Maximum Likelihood Approach to Quantifying Manipulation in China’s Air Pollution Data," Journal of the Association of Environmental and Resource Economists, University of Chicago Press, vol. 7(5), pages 965-1003.
    10. Anne Lacroix & Alban Thomas, 2011. "Estimating the Environmental Impact of Land and Production Decisions with Multivariate Selection Rules and Panel Data," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 93(3), pages 780-798.
    11. Catherine L. Kling & Raymond W. Arritt & Gray Calhoun & David A. Keiser, 2017. "Integrated Assessment Models of the Food, Energy, and Water Nexus: A Review and an Outline of Research Needs," Annual Review of Economics, Annual Reviews, vol. 9(1), pages 143-163, October.
    12. James Heckman, 2013. "Sample selection bias as a specification error," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 31(3), pages 129-137.
    13. William Nordhaus & Xi Chen, 2015. "A sharper image? Estimates of the precision of nighttime lights as a proxy for economic statistics," Journal of Economic Geography, Oxford University Press, vol. 15(1), pages 217-246.
    14. Meyer, Kevin, . "The Impact of Agricultural Land Use Change on Lake Water Quality: Evidence from Iowa," Studies in Agricultural Economics, Research Institute for Agricultural Economics, vol. 120(2).
    15. Zhenling Cui & Hongyan Zhang & Xinping Chen & Chaochun Zhang & Wenqi Ma & Chengdong Huang & Weifeng Zhang & Guohua Mi & Yuxin Miao & Xiaolin Li & Qiang Gao & Jianchang Yang & Zhaohui Wang & Youliang Y, 2018. "Pursuing sustainable productivity with millions of smallholder farmers," Nature, Nature, vol. 555(7696), pages 363-366, March.
    16. Catherine L. Kling & Yiannis Panagopoulos & Sergey S. Rabotyagov & Adriana M. Valcu & Philip W. Gassman & Todd Campbell & Michael J. White & Jeffrey G. Arnold & Raghavan Srinivasan & Manoj K. Jha & Je, 2014. "LUMINATE: linking agricultural land use, local water quality and Gulf of Mexico hypoxia," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 41(3), pages 431-459.
    17. Marshall Burke & Kyle Emerick, 2016. "Adaptation to Climate Change: Evidence from US Agriculture," American Economic Journal: Economic Policy, American Economic Association, vol. 8(3), pages 106-140, August.
    18. ChaoQing Yu & Xiao Huang & Han Chen & H. Charles J. Godfray & Jonathon S. Wright & Jim W. Hall & Peng Gong & ShaoQiang Ni & ShengChao Qiao & GuoRui Huang & YuChen Xiao & Jie Zhang & Zhao Feng & XiaoTa, 2019. "Managing nitrogen to restore water quality in China," Nature, Nature, vol. 567(7749), pages 516-520, March.
    19. Gabriela Simonet & Julie Subervie & Driss Ezzine-de-Blas & Marina Cromberg & Amy E Duchelle, 2019. "Effectiveness of a REDD+ Project in Reducing Deforestation in the Brazilian Amazon," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 101(1), pages 211-229.
    20. John A. Downing, 2009. "Valuing Water Quality as a Function of Water Quality Measures," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 91(1), pages 106-123.
    21. Ghanem, Dalia & Zhang, Junjie, 2014. "‘Effortless Perfection:’ Do Chinese cities manipulate air pollution data?," Journal of Environmental Economics and Management, Elsevier, vol. 68(2), pages 203-225.
    22. Catherine L. Kling, 2011. "Economic Incentives to Improve Water Quality in Agricultural Landscapes: Some New Variations on Old Ideas," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 93(2), pages 297-309.
    23. repec:hal:journl:hal-02624488 is not listed on IDEAS
    24. Shuai Chen & Chen Ji & Songqing Jin, 2022. "Costs of an environmental regulation in livestock farming: Evidence from pig production in rural China," Journal of Agricultural Economics, Wiley Blackwell, vol. 73(2), pages 541-563, June.
    25. Gao, Liangliang & Sun, Dingqiang & Huang, Jikun, 2017. "Impact of land tenure policy on agricultural investments in China: Evidence from a panel data study," China Economic Review, Elsevier, vol. 45(C), pages 244-252.
    26. Catherine L. Kling & Raymond W. Arritt & Gray Calhoun & David A. Keiser, 2017. "Integrated Assessment Models of the Food, Energy, and Water Nexus: A Review and an Outline of Research Needs," Annual Review of Resource Economics, Annual Reviews, vol. 9(1), pages 143-163, October.
    27. Weifeng Zhang & Guoxin Cao & Xiaolin Li & Hongyan Zhang & Chong Wang & Quanqing Liu & Xinping Chen & Zhenling Cui & Jianbo Shen & Rongfeng Jiang & Guohua Mi & Yuxin Miao & Fusuo Zhang & Zhengxia Dou, 2016. "Closing yield gaps in China by empowering smallholder farmers," Nature, Nature, vol. 537(7622), pages 671-674, September.
    28. Jayash Paudel & Christine L. Crago, 2021. "Environmental Externalities from Agriculture: Evidence from Water Quality in the United States," American Journal of Agricultural Economics, John Wiley & Sons, vol. 103(1), pages 185-210, January.
    29. Jiafeng Chen & Jonathan Roth, 2024. "Logs with Zeros? Some Problems and Solutions," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 139(2), pages 891-936.
    30. James Shortle & Richard D. Horan, 2017. "Nutrient Pollution: A Wicked Challenge for Economic Instruments," Water Economics and Policy (WEP), World Scientific Publishing Co. Pte. Ltd., vol. 3(02), pages 1-39, April.
    31. Callaway, Brantly & Sant’Anna, Pedro H.C., 2021. "Difference-in-Differences with multiple time periods," Journal of Econometrics, Elsevier, vol. 225(2), pages 200-230.
    32. Sheila Olmstead & Jiameng Zheng, 2021. "Water Pollution Control in Developing Countries: Policy Instruments and Empirical Evidence," Review of Environmental Economics and Policy, University of Chicago Press, vol. 15(2), pages 261-280.
    33. Zach Raff & Andrew Meyer, 2022. "CAFOs and Surface Water Quality: Evidence from Wisconsin," American Journal of Agricultural Economics, John Wiley & Sons, vol. 104(1), pages 161-189, January.
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