Cover Crop Adoption and Climate Risks: An Application of Causal Random Forests
Author
Abstract
Suggested Citation
Download full text from publisher
References listed on IDEAS
- Fengxia Dong, 2022.
"Cover Crops, Drought, Yield, and Risk: An Analysis of US Soybean Production,"
NBER Chapters, in: American Agriculture, Water Resources, and Climate Change, pages 241-267,
National Bureau of Economic Research, Inc.
- Fengxia Dong, 2022. "Cover Crops, Drought, Yield and Risk: an Analysis of U.S. Soybean Production," NBER Working Papers 30122, National Bureau of Economic Research, Inc.
- Imbens,Guido W. & Rubin,Donald B., 2015. "Causal Inference for Statistics, Social, and Biomedical Sciences," Cambridge Books, Cambridge University Press, number 9780521885881, November.
- Stefan Wager & Susan Athey, 2018.
"Estimation and Inference of Heterogeneous Treatment Effects using Random Forests,"
Journal of the American Statistical Association, Taylor & Francis Journals, vol. 113(523), pages 1228-1242, July.
- Wager, Stefan & Athey, Susan, 2017. "Estimation and Inference of Heterogeneous Treatment Effects Using Random Forests," Research Papers 3576, Stanford University, Graduate School of Business.
- Benedikte Bjerge & Neda Trifkovic, 2018. "Extreme weather and demand for index insurance in rural India," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 45(3), pages 397-431.
- Lee, Seungyub & McCann, Laura, 2019. "Adoption of Cover Crops by U.S. Soybean Producers," Journal of Agricultural and Applied Economics, Cambridge University Press, vol. 51(4), pages 527-544, November.
- Chen, Shuai & Chen, Xiaoguang & Xu, Jintao, 2016.
"Impacts of climate change on agriculture: Evidence from China,"
Journal of Environmental Economics and Management, Elsevier, vol. 76(C), pages 105-124.
- Chen, Shuai & Chen, Xiaoguang & Xu, Jintao, 2014. "Impacts of Climate Change on Agriculture: Evidence from China," RFF Working Paper Series dp-14-07-efd, Resources for the Future.
- Carolyn Kousky, 2017. "Disasters as Learning Experiences or Disasters as Policy Opportunities? Examining Flood Insurance Purchases after Hurricanes," Risk Analysis, John Wiley & Sons, vol. 37(3), pages 517-530, March.
- Jianxuan Liu & Yanyuan Ma & Lan Wang, 2018. "An alternative robust estimator of average treatment effect in causal inference," Biometrics, The International Biometric Society, vol. 74(3), pages 910-923, September.
- Shackelford, Gorm E. & Kelsey, Rodd & Dicks, Lynn V., 2019. "Effects of cover crops on multiple ecosystem services: Ten meta-analyses of data from arable farmland in California and the Mediterranean," Land Use Policy, Elsevier, vol. 88(C).
- Yoder, Landon & Houser, Matthew & Bruce, Analena & Sullivan, Abigail & Farmer, James, 2021. "Are climate risks encouraging cover crop adoption among farmers in the southern Wabash River Basin?," Land Use Policy, Elsevier, vol. 102(C).
- Zhang, Peng & Zhang, Junjie & Chen, Minpeng, 2017. "Economic impacts of climate change on agriculture: The importance of additional climatic variables other than temperature and precipitation," Journal of Environmental Economics and Management, Elsevier, vol. 83(C), pages 8-31.
- Cai, Jing & Song, Changcheng, 2017. "Do disaster experience and knowledge affect insurance take-up decisions?," Journal of Development Economics, Elsevier, vol. 124(C), pages 83-94.
- Anthony Louis D'Agostino & Wolfram Schlenker, 2016. "Recent weather fluctuations and agricultural yields: implications for climate change," Agricultural Economics, International Association of Agricultural Economists, vol. 47(S1), pages 159-171, November.
- 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.
- Schipanski, Meagan E. & Barbercheck, Mary & Douglas, Margaret R. & Finney, Denise M. & Haider, Kristin & Kaye, Jason P. & Kemanian, Armen R. & Mortensen, David A. & Ryan, Matthew R. & Tooker, John & W, 2014. "A framework for evaluating ecosystem services provided by cover crops in agroecosystems," Agricultural Systems, Elsevier, vol. 125(C), pages 12-22.
- Fan Li & Kari Lock Morgan & Alan M. Zaslavsky, 2018. "Balancing Covariates via Propensity Score Weighting," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 113(521), pages 390-400, January.
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.- repec:ags:aaea22:335586 is not listed on IDEAS
- Noah Miller & Jesse Tack & Jason Bergtold, 2021. "The Impacts of Warming Temperatures on US Sorghum Yields and the Potential for Adaptation," American Journal of Agricultural Economics, John Wiley & Sons, vol. 103(5), pages 1742-1758, October.
- Hu, Haiqing & Wei, Wei & Chang, Chun-Ping, 2022. "Examining the impact of extreme temperature on green innovation in China: Evidence from city-level data," Energy Economics, Elsevier, vol. 114(C).
- Xiaomeng Cui & Wei Xie, 2022. "Adapting Agriculture to Climate Change through Growing Season Adjustments: Evidence from Corn in China," American Journal of Agricultural Economics, John Wiley & Sons, vol. 104(1), pages 249-272, January.
- Fernando M. Aragón & Francisco Oteiza & Juan Pablo Rud, 2018. "Climate change and agriculture: farmer adaptation to extreme heat," IFS Working Papers W18/06, Institute for Fiscal Studies.
- Fernando M. Arag'on & Francisco Oteiza & Juan Pablo Rud, 2019. "Climate Change and Agriculture: Subsistence Farmers' Response to Extreme Heat," Papers 1902.09204, arXiv.org, revised Feb 2019.
- repec:ags:aaea22:335522 is not listed on IDEAS
- Yu, Chengzheng & Miao, Ruiqing & Khanna, Madhu, 2021. "Maladaptation of U.S. Corn and Soybean to a Changing Climate," 2021 Conference, August 17-31, 2021, Virtual 313798, International Association of Agricultural Economists.
- Yu, Le & Chen, Yuan & Zhang, Siqi, 2025. "Climate change and staple grain acreage: Regional adaptation in China's agricultural cluster," China Economic Review, Elsevier, vol. 89(C).
- Yu, Chengzheng & Miao, Ruiqing & Khanna, Madhu, 2021.
"Maladaptation of U.S. Corn and Soybean Yields to a Changing Climate,"
2021 Annual Meeting, August 1-3, Austin, Texas
313375, Agricultural and Applied Economics Association.
- Yu, Chengzheng & Miao, Ruiqing & Khanna, Madhu, 2021. "Maladaptation of U.S. Corn and Soybean Yields to a Changing Climate," 2021 Conference, August 17-31, 2021, Virtual 315037, International Association of Agricultural Economists.
- Aditya Ghosh & Dominik Rothenhausler, 2025. "Which Covariates to Adjust for? Specification-robust Causal Inference in Observational Studies," Papers 2505.08729, arXiv.org, revised Mar 2026.
- 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.
- Guido Imbens, 2019. "Potential Outcome and Directed Acyclic Graph Approaches to Causality: Relevance for Empirical Practice in Economics," NBER Working Papers 26104, National Bureau of Economic Research, Inc.
- Johannes Gallé & Anja Katzenberger, 2025. "Indian Agriculture Under Climate Change: The Competing Effect of Temperature and Rainfall Anomalies," Economics of Disasters and Climate Change, Springer, vol. 9(1), pages 53-105, March.
- Chengzheng Li & Zheng Pan, 2021. "How do extremely high temperatures affect labor market performance? Evidence from rural China," Empirical Economics, Springer, vol. 61(4), pages 2265-2291, October.
- Chen, Xiaoguang & Cui, Xiaomeng & Gao, Jing, 2023. "Differentiated Agricultural Sensitivity and Adaptability to Rising Temperatures across Regions and Sectors in China," 2023 Annual Meeting, July 23-25, Washington D.C. 335522, Agricultural and Applied Economics Association.
- Tsegaye Ginbo, 2022. "Heterogeneous impacts of climate change on crop yields across altitudes in Ethiopia," Climatic Change, Springer, vol. 170(1), pages 1-21, January.
- Crofils, Cédric & Gallic, Ewen & Vermandel, Gauthier, 2025.
"The dynamic effects of weather shocks on agricultural production,"
Journal of Environmental Economics and Management, Elsevier, vol. 130(C).
- Cédric Crofils & Ewen Gallic & Gauthier Vermandel, 2024. "The Dynamic Effects of Weather Shocks on Agricultural Production," Post-Print halshs-04443037, HAL.
- Cédric Crofils & Ewen Gallic & Gauthier Vermandel, 2024. "The Dynamic Effects of Weather Shocks on Agricultural Production," AMSE Working Papers 2402, Aix-Marseille School of Economics, France.
- Huang, Kaixing & Zhao, Hong & Huang, Jikun & Wang, Jinxia & Findlay, Christopher, 2020. "The impact of climate change on the labor allocation: Empirical evidence from China," Journal of Environmental Economics and Management, Elsevier, vol. 104(C).
- Xiaoguang Chen & Madhu Khanna & Lu Yang, 2022.
"The impacts of temperature on Chinese food processing firms,"
Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 66(2), pages 256-279, April.
- Chen, Xiaoguang & Khanna, Madhu & Yang, Lu, 2021. "The Impacts of Temperature on Chinese Food Processing Firms," 2021 Conference, August 17-31, 2021, Virtual 313797, International Association of Agricultural Economists.
- Malikov, Emir & Miao, Ruiqing & Zhang, Jingfang, 2020. "Distributional and temporal heterogeneity in the climate change effects on U.S. agriculture," Journal of Environmental Economics and Management, Elsevier, vol. 104(C).
- Ganesh Karapakula, 2023. "Stable Probability Weighting: Large-Sample and Finite-Sample Estimation and Inference Methods for Heterogeneous Causal Effects of Multivalued Treatments Under Limited Overlap," Papers 2301.05703, arXiv.org, revised Jan 2023.
- Fernando M. Aragón & Francisco Oteiza & Juan Pablo Rud, 2018. "Climate Change and Agriculture: Farmer Adaptation to Extreme Heat," Discussion Papers dp18-02, Department of Economics, Simon Fraser University.
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:ags:aaea23:335586. 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: AgEcon Search (email available below). General contact details of provider: https://edirc.repec.org/data/aaeaaea.html .
Please note that corrections may take a couple of weeks to filter through the various RePEc services.
Printed from https://ideas.repec.org/p/ags/aaea23/335586.html