IDEAS home Printed from https://ideas.repec.org/p/ags/saeatm/35223.html
   My bibliography  Save this paper

Using Data Mining To Detect Anomalous Producer Behavior: An Analysis Of Soybean Production And The Federal Crop Insurance Program

Author

Listed:
  • Olson, Stacey
  • Little, Bertis B.
  • Lovell, Ashley C.

Abstract

The analysis was conducted on the USDA's Risk Management Agency insurance data and NRCS Land Resource Regions from 1994 - 2001 to assist RMA in improving program integrity. The objective is to develop a data-mining algorithm that identifies anomalous producers and counties within LRRs based upon the percentage of acres harvested.

Suggested Citation

  • Olson, Stacey & Little, Bertis B. & Lovell, Ashley C., 2003. "Using Data Mining To Detect Anomalous Producer Behavior: An Analysis Of Soybean Production And The Federal Crop Insurance Program," 2003 Annual Meeting, February 1-5, 2003, Mobile, Alabama 35223, Southern Agricultural Economics Association.
    • Handle: RePEc:ags:saeatm:35223
    DOI: 10.22004/ag.econ.35223
    as

    Download full text from publisher

    File URL: https://ageconsearch.umn.edu/record/35223/files/sp03ol05.pdf
    Download Restriction: no
    File URL: https://libkey.io/10.22004/ag.econ.35223?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
    ---><---

    References listed on IDEAS

    as
    1. Vincent H. Smith & Barry K. Goodwin, 1996. "Crop Insurance, Moral Hazard, and Agricultural Chemical Use," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 78(2), pages 428-438.
    2. Goodwin, Barry K. & Vandeveer, Monte & Deal, John, 2001. "The Federal Crop Insurance Program - An Empirical Analysis Of Regional Differences In Acreage Response And Participation," 2001 Annual meeting, August 5-8, Chicago, IL 20579, American Agricultural Economics Association (New Name 2008: Agricultural and Applied Economics Association).
    Full references (including those not matched with items on IDEAS)

    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. Ziheng Niu & Feng Yi & Chen Chen, 2022. "Agricultural Insurance and Agricultural Fertilizer Non-Point Source Pollution: Evidence from China’s Policy-Based Agricultural Insurance Pilot," Sustainability, MDPI, vol. 14(5), pages 1-16, February.
    2. Daniel Cooley & Steven M. Smith, 2022. "Center Pivot Irrigation Systems as a Form of Drought Risk Mitigation in Humid Regions," NBER Chapters, in: American Agriculture, Water Resources, and Climate Change, pages 135-171, National Bureau of Economic Research, Inc.
    3. Roberts, Michael J. & O'Donoghue, Erik J. & Key, Nigel D., 2003. "Chemical And Fertilizer Applications In Response To Crop Insurance: Evidence From Census Micro Data," 2003 Annual meeting, July 27-30, Montreal, Canada 21895, American Agricultural Economics Association (New Name 2008: Agricultural and Applied Economics Association).
    4. Yu, Jisang & Hendricks, Nathan P., 2017. "Crop Insurance Moral Hazard from Price and Weather Forecasts," 2017 Annual Meeting, July 30-August 1, Chicago, Illinois 258336, Agricultural and Applied Economics Association.
    5. Ashok Mishra & Barry Goodwin, 2006. "Revenue insurance purchase decisions of farmers," Applied Economics, Taylor & Francis Journals, vol. 38(2), pages 149-159.
    6. Magali Aubert & Geoffroy Enjolras, 2012. "Quand le surdosage devient la norme : un diagnostic des exploitations viticoles françaises," Post-Print hal-02749128, HAL.
    7. Coleman, Jane A. & Shaik, Saleem, 2009. "Time-Varying Estimation of Crop Insurance Program in Altering North Dakota Farm Economic Structure," 2009 Annual Meeting, July 26-28, 2009, Milwaukee, Wisconsin 49516, Agricultural and Applied Economics Association.
    8. Peter Slade, 2021. "The impact of price hedging on subsidized insurance: Evidence from Canada," Canadian Journal of Agricultural Economics/Revue canadienne d'agroeconomie, Canadian Agricultural Economics Society/Societe canadienne d'agroeconomie, vol. 69(4), pages 447-464, December.
    9. Arora, Gaurav & Agarwal, Sandip K., 2020. "Agricultural input use and index insurance adoption: Concept and evidence," 2020 Annual Meeting, July 26-28, Kansas City, Missouri 304508, Agricultural and Applied Economics Association.
    10. Glauber, Joseph W., 2017. "Agricultural insurance and the WTO:," IFPRI book chapters, in: Bouët, Antoine & Laborde Debucquet, David (ed.), Agriculture, development, and the global trading system: 2000– 2015, chapter 10, International Food Policy Research Institute (IFPRI).
    11. Chongshang Zhang & Kaiyu Lyu & Chi Zhang, 2024. "The Impact of Crop Insurance on Fertilizer Use: Evidence from Grain Producers in China," Agriculture, MDPI, vol. 14(3), pages 1-13, March.
    12. Liesivaara, Petri & Myyrä, Sami, 2014. "Government policies in changing climate and the demand for crop insurance," 88th Annual Conference, April 9-11, 2014, AgroParisTech, Paris, France 170520, Agricultural Economics Society.
    13. He, Juan & Zheng, Xiaoyong & Rejesus, Roderick & Yorobe, Jose Jr, 2016. "Estimating the Effect of Crop Insurance on Input Use When Insured Farmers are Monitored," 2016 Annual Meeting, July 31-August 2, Boston, Massachusetts 235225, Agricultural and Applied Economics Association.
    14. Ribaudo, Marc & Heimlich, Ralph E. & Peters, Mark, 1998. "Nitrogen Sources And Gulf Hypoxia: Potential For Point-Nonpoint Trading," 1998 Annual meeting, August 2-5, Salt Lake City, UT 20796, American Agricultural Economics Association (New Name 2008: Agricultural and Applied Economics Association).
    15. Mitchell, Paul David, 1999. "The theory and practice of green insurance: insurance to encourage the adoption of corn rootworm IPM," ISU General Staff Papers 1999010108000013154, Iowa State University, Department of Economics.
    16. Seo, Sangtaek & Leatham, David J. & Mitchell, Paul D., 2003. "Risk Sharing and Incentives with Crop Insurance and External Equity Financing," 2003 Regional Committee NCT-194, October 6-7, 2003; Kansas City, Missouri 132523, Regional Research Committee NC-1014: Agricultural and Rural Finance Markets in Transition.
    17. F. G. Santeramo & B. K. Goodwin & F. Adinolfi & F. Capitanio, 2016. "Farmer Participation, Entry and Exit Decisions in the Italian Crop Insurance Programme," Journal of Agricultural Economics, Wiley Blackwell, vol. 67(3), pages 639-657, September.
    18. Olen, Beau & Wu, Junjie, 2013. "Supply of Insurance for Specialty Crops and its Effect on Yield and Acreage," 2013 Annual Meeting, August 4-6, 2013, Washington, D.C. 150787, Agricultural and Applied Economics Association.
    19. Tao Ye & Yangbin Liu & Jiwei Wang & Ming Wang & Peijun Shi, 2017. "Farmers’ crop insurance perception and participation decisions: empirical evidence from Hunan, China," Journal of Risk Research, Taylor & Francis Journals, vol. 20(5), pages 664-677, May.
    20. Hennessy, David A., 2011. "Modeling Stochastic Crop Yield Expectations with a Limiting Beta Distribution," Journal of Agricultural and Resource Economics, Western Agricultural Economics Association, vol. 36(1), pages 1-15, April.

    More about this item

    Keywords

    Risk and Uncertainty;

    Statistics

    Access and download statistics

    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:saeatm:35223. 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/saeaaea.html .

    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.