IDEAS home Printed from https://ideas.repec.org/a/eee/lauspo/v75y2018icp530-537.html
   My bibliography  Save this article

Misclassification error in satellite imagery data: Implications for empirical land-use models

Author

Listed:
  • Sandler, Austin M.
  • Rashford, Benjamin S.

Abstract

Satellite-based land-use data sets are providing new opportunities for land-use research. However, care must be used when working with these datasets due to misclassification error, which causes inconsistent parameter estimates in typical land-use models. Results from satellite imagery data from the Northern Great Plains indicate that ignoring misclassification will lead to biased results. Even seemingly insignificant levels of misclassification error (e.g., 1%) result in biased parameter estimates, which alter marginal effects enough to affect policy inference. At the levels of misclassification typical in current satellite imagery datasets (e.g., 35%), ignoring misclassification can lead to systematically erroneous land-use policies.

Suggested Citation

  • Sandler, Austin M. & Rashford, Benjamin S., 2018. "Misclassification error in satellite imagery data: Implications for empirical land-use models," Land Use Policy, Elsevier, vol. 75(C), pages 530-537.
    • Handle: RePEc:eee:lauspo:v:75:y:2018:i:c:p:530-537
    DOI: 10.1016/j.landusepol.2018.04.008
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0264837717314242
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.landusepol.2018.04.008?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. Haimanti Bhattacharya & Robert Innes, 2013. "Income and the Environment in Rural India: Is There a Poverty Trap?," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 95(1), pages 42-69.
    2. Lewis, David J., 2010. "An economic framework for forecasting land-use and ecosystem change," Resource and Energy Economics, Elsevier, vol. 32(2), pages 98-116, April.
    3. Junjie Wu & B. Wade Brorsen, 1995. "The Impact of Government Programs and Land Characteristics on Cropping Patterns," Canadian Journal of Agricultural Economics/Revue canadienne d'agroeconomie, Canadian Agricultural Economics Society/Societe canadienne d'agroeconomie, vol. 43(1), pages 87-104, March.
    4. David J. Lewis & Andrew J. Plantinga, 2007. "Policies for Habitat Fragmentation: Combining Econometrics with GIS-Based Landscape Simulations," Land Economics, University of Wisconsin Press, vol. 83(2), pages 109-127.
    5. Ruben N. Lubowski & Andrew J. Plantinga & Robert N. Stavins, 2008. "What Drives Land-Use Change in the United States? A National Analysis of Landowner Decisions," Land Economics, University of Wisconsin Press, vol. 84(4), pages 529-550.
    6. Lynch, Lori & Geoghegan, Jacqueline, 2011. "FOREWORD: The Economics of Land Use Change: Advancing the Frontiers," Agricultural and Resource Economics Review, Northeastern Agricultural and Resource Economics Association, vol. 40(3), pages 1-6, December.
    7. Allen Blackman & Heidi J. Albers & Beatriz ávalos-Sartorio & Lisa Crooks Murphy, 2008. "Land Cover in a Managed Forest Ecosystem: Mexican Shade Coffee," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 90(1), pages 216-231.
    8. Lori Lynch & Xiangping Liu, 2007. "Impact of Designated Preservation Areas on Rate of Preservation and Rate of Conversion: Preliminary Evidence," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 89(5), pages 1205-1210.
    9. David J. Lewis & Andrew J. Plantinga & JunJie Wu, 2009. "Targeting Incentives to Reduce Habitat Fragmentation," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 91(4), pages 1080-1096.
    10. Ian W. Hardie & Peter J. Parks, 1997. "Land Use with Heterogeneous Land Quality: An Application of an Area Base Model," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 79(2), pages 299-310.
    11. Nathan P. Hendricks & Aaron Smith & Daniel A. Sumner, 2014. "Crop Supply Dynamics and the Illusion of Partial Adjustment," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 96(5), pages 1469-1491.
    12. Lubowski, Ruben N. & Plantinga, Andrew J. & Stavins, Robert N., 2006. "Land-use change and carbon sinks: Econometric estimation of the carbon sequestration supply function," Journal of Environmental Economics and Management, Elsevier, vol. 51(2), pages 135-152, March.
    13. Christian Langpap & JunJie Wu, 2008. "Predicting the Effect of Land‐Use Policies on Wildlife Habitat Abundance," Canadian Journal of Agricultural Economics/Revue canadienne d'agroeconomie, Canadian Agricultural Economics Society/Societe canadienne d'agroeconomie, vol. 56(2), pages 195-217, June.
    14. Hausman, J. A. & Abrevaya, Jason & Scott-Morton, F. M., 1998. "Misclassification of the dependent variable in a discrete-response setting," Journal of Econometrics, Elsevier, vol. 87(2), pages 239-269, September.
    15. Nancy E. Bockstael, 1996. "Modeling Economics and Ecology: The Importance of a Spatial Perspective," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 78(5), pages 1168-1180.
    16. Wu, JunJie & Plantinga, Andrew J., 2003. "The influence of public open space on urban spatial structure," Journal of Environmental Economics and Management, Elsevier, vol. 46(2), pages 288-309, September.
    17. Train,Kenneth E., 2009. "Discrete Choice Methods with Simulation," Cambridge Books, Cambridge University Press, number 9780521766555, January.
    18. Carmen Carrión-Flores & Elena G. Irwin, 2004. "Determinants of Residential Land-Use Conversion and Sprawl at the Rural-Urban Fringe," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 86(4), pages 889-904.
    19. Douglas J. Miller, 1999. "An Econometric Analysis of the Costs of Sequestering Carbon in Forests," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 81(4), pages 812-824.
    20. Gerald C. Nelson & Daniel Hellerstein, 1997. "Do Roads Cause Deforestation? Using Satellite Images in Econometric Analysis of Land Use," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 79(1), pages 80-88.
    21. Parks P. J. & Kramer R. A., 1995. "A Policy Simulation of the Wetlands Reserve Program," Journal of Environmental Economics and Management, Elsevier, vol. 28(2), pages 223-240, March.
    22. Christian Langpap & JunJie Wu, 2011. "Potential Environmental Impacts of Increased Reliance on Corn-Based Bioenergy," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 49(2), pages 147-171, June.
    23. Armsworth, Paul R. & Kendall, Bruce E. & Davis, Frank W., 2004. "An introduction to biodiversity concepts for environmental economists," Resource and Energy Economics, Elsevier, vol. 26(2), pages 115-136, June.
    24. JunJie Wu & Kathleen Segerson, 1995. "The Impact of Policies and Land Characteristics on Potential Groundwater Pollution in Wisconsin," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 77(4), pages 1033-1047.
    25. Bell, Kathleen P. & Irwin, Elena G., 2002. "Spatially explicit micro-level modelling of land use change at the rural-urban interface," Agricultural Economics, Blackwell, vol. 27(3), pages 217-232, November.
    26. Klaus Deininger & Bart Minten, 2002. "Determinants of Deforestation and the Economics of Protection: An Application to Mexico," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 84(4), pages 943-960.
    27. Jerry Hausman, 2001. "Mismeasured Variables in Econometric Analysis: Problems from the Right and Problems from the Left," Journal of Economic Perspectives, American Economic Association, vol. 15(4), pages 57-67, Fall.
    28. Plantinga, Andrew J. & Ahn, Soeun, 2002. "Efficient Policies For Environmental Protection: An Econometric Analysis Of Incentives For Land Conversion And Retention," Journal of Agricultural and Resource Economics, Western Agricultural Economics Association, vol. 27(1), pages 1-18, July.
    29. Chomitz, Kenneth M & Gray, David A, 1996. "Roads, Land Use, and Deforestation: A Spatial Model Applied to Belize," The World Bank Economic Review, World Bank, vol. 10(3), pages 487-512, September.
    30. Munroe, Darla K. & Southworth, Jane & Tucker, Catherine M., 2002. "The dynamics of land-cover change in western Honduras: exploring spatial and temporal complexity," Agricultural Economics, Blackwell, vol. 27(3), pages 355-369, November.
    31. Elena G. Irwin, 2002. "Interacting agents, spatial externalities and the evolution of residential land use patterns," Journal of Economic Geography, Oxford University Press, vol. 2(1), pages 31-54, January.
    32. Andrew J. Plantinga, 1996. "The Effect of Agricultural Policies on Land Use and Environmental Quality," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 78(4), pages 1082-1091.
    33. Lynch, Lori & Geoghegan, Jacqueline, 2011. "The Economics of Land Use Change: Advancing the Frontiers," Agricultural and Resource Economics Review, Cambridge University Press, vol. 40(03), pages 1-1, December.
    34. Van Butsic & David J. Lewis & Lindsay Ludwig, 2011. "An Econometric Analysis of Land Development with Endogenous Zoning," Land Economics, University of Wisconsin Press, vol. 87(3), pages 412-432.
    35. Ian Hardie & Peter Parks & Peter Gottleib & David Wear, 2000. "Responsiveness of Rural and Urban Land Uses to Land Rent Determinants in the U.S. South," Land Economics, University of Wisconsin Press, vol. 76(4), pages 659-673.
    36. Benjamin S. Rashford & Christopher T. Bastian & Jeffrey G. Cole, 2011. "Agricultural Land‐Use Change in Prairie Canada: Implications for Wetland and Waterfowl Habitat Conservation," Canadian Journal of Agricultural Economics/Revue canadienne d'agroeconomie, Canadian Agricultural Economics Society/Societe canadienne d'agroeconomie, vol. 59, pages 185-205, June.
    37. Neil R. Miller, 2006. "Is Site-Specific Yield Response Consistent over Time? Does It Pay?," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 88(2), pages 471-483.
    38. Katsuya Tanaka & JunJie Wu, 2004. "Evaluating the Effect of Conservation Policies on Agricultural Land Use: A Site-specific Modeling Approach," Canadian Journal of Agricultural Economics/Revue canadienne d'agroeconomie, Canadian Agricultural Economics Society/Societe canadienne d'agroeconomie, vol. 52(3), pages 217-235, November.
    39. Benjamin S. Rashford & Shannon E. Albeke & David J. Lewis, 2013. "Modeling Grassland Conversion: Challenges of Using Satellite Imagery Data," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 95(2), pages 404-411.
    40. Wu, JunJie & Cho, Seong-Hoon, 2007. "The effect of local land use regulations on urban development in the Western United States," Regional Science and Urban Economics, Elsevier, vol. 37(1), pages 69-86, January.
    41. Maureen Cropper & Jyotsna Puri & Charles Griffiths, 2001. "Predicting the Location of Deforestation: The Role of Roads and Protected Areas in North Thailand," Land Economics, University of Wisconsin Press, vol. 77(2), pages 172-186.
    42. Stavins, Robert N & Jaffe, Adam B, 1990. "Unintended Impacts of Public Investments on Private Decisions: The Depletion of Forested Wetlands," American Economic Review, American Economic Association, vol. 80(3), pages 337-352, June.
    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. David J. Lewis & Andrew J. Plantinga, 2007. "Policies for Habitat Fragmentation: Combining Econometrics with GIS-Based Landscape Simulations," Land Economics, University of Wisconsin Press, vol. 83(2), pages 109-127.
    2. Lewis, David J., 2010. "An economic framework for forecasting land-use and ecosystem change," Resource and Energy Economics, Elsevier, vol. 32(2), pages 98-116, April.
    3. Man Li & JunJie Wu & Xiangzheng Deng, 2013. "Identifying Drivers of Land Use Change in China: A Spatial Multinomial Logit Model Analysis," Land Economics, University of Wisconsin Press, vol. 89(4), pages 632-654.
    4. Jean-Sauveur Ay & Raja Chakir & Julie Le Gallo, 2014. "The effects of scale, space and time on the predictive accuracy of land use models," Working Papers 2014/02, INRA, Economie Publique.
    5. Chakir, Raja & Le Gallo, Julie, 2013. "Predicting land use allocation in France: A spatial panel data analysis," Ecological Economics, Elsevier, vol. 92(C), pages 114-125.
    6. Elena G. Irwin & Andrew M. Isserman & Maureen Kilkenny & Mark D. Partridge, 2010. "A Century of Research on Rural Development and Regional Issues," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 92(2), pages 522-553.
    7. Raja Chakir & Olivier Parent, 2009. "Determinants of land use changes: A spatial multinomial probit approach," Papers in Regional Science, Wiley Blackwell, vol. 88(2), pages 327-344, June.
    8. Christian Langpap & JunJie Wu, 2008. "Predicting the Effect of Land‐Use Policies on Wildlife Habitat Abundance," Canadian Journal of Agricultural Economics/Revue canadienne d'agroeconomie, Canadian Agricultural Economics Society/Societe canadienne d'agroeconomie, vol. 56(2), pages 195-217, June.
    9. CARPENTIER, Alain & GOHIN, Alexandre & SCKOKAI, Paolo & THOMAS, Alban, 2015. "Economic modelling of agricultural production: past advances and new challenges," Review of Agricultural and Environmental Studies - Revue d'Etudes en Agriculture et Environnement (RAEStud), Institut National de la Recherche Agronomique (INRA), vol. 96(1), March.
    10. Lewis, David J. & Plantinga, Andrew J., 2004. "Policies To Reduce Forest Fragmentation: Combining Econometric Models With Gis-Based Landscape Simulations," 2004 Annual meeting, August 1-4, Denver, CO 19910, American Agricultural Economics Association (New Name 2008: Agricultural and Applied Economics Association).
    11. Katharine Sims, 2014. "Do Protected Areas Reduce Forest Fragmentation? A Microlandscapes Approach," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 58(2), pages 303-333, June.
    12. Zack Dorner & Dean Hyslop, 2014. "Modelling Changing Rural Land Use in New Zealand 1997 to 2008 Using a Multinomial Logit Approach," Working Papers 14_12, Motu Economic and Public Policy Research.
    13. Levente Tímár, 2011. "Rural Land Use and Land Tenure in New Zealand," Working Papers 11_13, Motu Economic and Public Policy Research.
    14. Carrión-Flores, Carmen E. & Flores-Lagunes, Alfonso & Guci, Ledia, 2018. "An estimator for discrete-choice models with spatial lag dependence using large samples, with an application to land-use conversions," Regional Science and Urban Economics, Elsevier, vol. 69(C), pages 77-93.
    15. Elena G. Irwin, 2010. "New Directions For Urban Economic Models Of Land Use Change: Incorporating Spatial Dynamics And Heterogeneity," Journal of Regional Science, Wiley Blackwell, vol. 50(1), pages 65-91, February.
    16. Lubowski, Ruben N. & Plantinga, Andrew J. & Stavins, Robert N., 2003. "Determinants of Land-Use Change In the United States 1982-1997," Discussion Papers 10714, Resources for the Future.
    17. Lubowski, Ruben N. & Bucholtz, Shawn & Claassen, Roger & Roberts, Michael J. & Cooper, Joseph C. & Gueorguieva, Anna & Johansson, Robert C., 2006. "Environmental Effects Of Agricultural Land-Use Change: The Role Of Economics And Policy," Economic Research Report 33591, United States Department of Agriculture, Economic Research Service.
    18. Raja Chakir, 2009. "Spatial Downscaling of Agricultural Land-Use Data: An Econometric Approach Using Cross Entropy," Land Economics, University of Wisconsin Press, vol. 85(2), pages 238-251.
    19. De Pinto, Alessandro & Nelson, Gerald C., 2004. "A Dynamic Model Of Land Use Change With Spatially Explicit Data," 2004 Annual meeting, August 1-4, Denver, CO 20314, American Agricultural Economics Association (New Name 2008: Agricultural and Applied Economics Association).
    20. Chakir, Raja & Lungarska, Anna, 2015. "Agricultural land rents in land use models: a spatial econometric analysis," 150th Seminar, October 22-23, 2015, Edinburgh, Scotland 212641, European Association of Agricultural Economists.

    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:75:y:2018:i:c:p:530-537. 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.