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Spatiotemporal Modeling Of Agricultural Yield Monitor Data1

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Author Info
Adela NISTOR ()
Raymond J.G.M. FLORAX ()
Jess LOWENBERG-DEBOER ()
Jason P. BROWN () (Department of Agricultural Economics, College of Agriculture, Purdue University)

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Abstract

This paper shows that spatial panel data models can be successfully applied to an econometric analysis of farm-scale precision agriculture data. The application focuses on the estimation of the effect of controlled drainage water management equipment on corn yields. Using field-level precision agriculture data and spatial panel techniques, the yield response equation is estimated using the spatial autoregressive error random effects model with temporal heterogeneity, incorporating spatial dependence in the error term, while controlling for the topography, weather and the controlled drainage treatment. Controlling for random effects allows for the disentanglement of the effects of spatial dependence from spatial heterogeneity and omitted variables, and thus, to properly investigate the yield response. The results show that controlled drainage has a statistically significant effect on corn yields. The effect is generally positive but varies widely from year to year and field-to-field. For the two years of data controlled drainage was linked to a 2.2% increase in field average yield, but that varied from a -2.6% to a +6.5%. Evaluated at mean elevation and slope in the east part of the field, controlled drainage is associated with 10 bu/a increase and a 0.6 bu/a decrease in yields in 2005 and 2006, respectively. In the West part of the field, controlled drainage is associated with a 11 bu/a increase in 2006 and 2.81 bu/a decrease in 2005.

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Publisher Info
Paper provided by Purdue University, College of Agriculture, Department of Agricultural Economics in its series Working Papers with number 08-01.

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Length: 29 pages
Date of creation: 2008
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Handle: RePEc:pae:wpaper:08-01

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Related research
Keywords: Manufactured Housing corn drainage precision agriculture spatial panel model

Find related papers by JEL classification:
O18 - Economic Development, Technological Change, and Growth - - Economic Development - - - Regional, Urban, and Rural Analyses
Q18 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Agriculture - - - Agricultural Policy; Food Policy
R15 - Urban, Rural, and Regional Economics - - General Regional Economics - - - Econometric and Input-Output Models; Other Methods
R38 - Urban, Rural, and Regional Economics - - Production Analysis and Firm Location - - - Government Policies; Regulatory Policies
R58 - Urban, Rural, and Regional Economics - - Regional Government Analysis - - - Regional Development Policy

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This page was last updated on 2008-10-31.


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