Structural Agricultural Land Use Modeling for Spatial Agro‐Environmental Policy Analysis

This paper develops a spatially disaggregated, structural econometric model of agricultural land use and production based on the joint multi-output technology representation introduced by Chambers and Just (1989) . Starting from a flexible specification of the farm profit function, we derive land use allocation, input application, crop yield, and livestock intensity equations in a joint and theoretically consistent framework. To account for the presence of censored observations in micro-level data, the model is estimated as a system of two-limit Tobit equations via quasi-maximum likelihood. We present an empirical application using fine-scale spatial data covering the entirety of England and Wales and including the main economic, policy, and environmental drivers of land use change in the past forty years. A simulation of the effects of diffuse pollution reduction measures illustrates how our approach can be applied for agro-environmental policy appraisal. Copyright 2011, Oxford University Press.

[1]  Erik Lichtenberg,et al.  Land Quality, Irrigation Development, and Cropping Patterns in the Northern High Plains , 1989 .

[2]  B. Coyle,et al.  Risk Aversion and Yield Uncertainty in Duality Models of Production: A Mean‐Variance Approach , 1999 .

[3]  Chung L. Huang,et al.  CROSS-SECTIONAL ESTIMATION OF U.S. DEMAND FOR BEEF PRODUCTS: A CENSORED SYSTEM APPROACH , 2002 .

[4]  J. LeSage Spatial Econometrics , 1998 .

[5]  R L Williams,et al.  A Note on Robust Variance Estimation for Cluster‐Correlated Data , 2000, Biometrics.

[6]  W. Diewert,et al.  Flexible Functional Forms and Global Curvature Conditions , 1989 .

[7]  Michael Brady,et al.  Accounting for Spatial Effects in Economic Models of Land Use: Recent Developments and Challenges Ahead , 2011 .

[8]  Junjie Wu,et al.  Protecting Watershed Ecosystems Through Targeted Local Land Use Policies , 2008 .

[9]  J. Tobin Estimation of Relationships for Limited Dependent Variables , 1958 .

[10]  A. Seidl,et al.  Greenhouse gas emissions from simulated beef and dairy livestock systems in the United States , 2001, Nutrient Cycling in Agroecosystems.

[11]  Jean-Paul Chavas,et al.  Applied Production Analysis: A Dual Approach , 1988 .

[12]  J. Antle,et al.  Econometric‐Process Models for Integrated Assessment of Agricultural Production Systems , 2001 .

[13]  Brian W. Gould,et al.  Food Demand in Mexico: An Application of the Amemiya‐Tobin Approach to the Estimation of a Censored Food System , 2004 .

[14]  M. Holt,et al.  Acreage Decisions Under Risk: The Case of Corn and Soybeans , 1990 .

[15]  N. Gollehon,et al.  Multicrop Production Decisions in Western Irrigated Agriculture: The Role of Water Price , 1994 .

[16]  A. Lansink,et al.  Efficiency loss due to distortions in Dutch milk quota trade , 1997 .

[17]  D. Sumner,et al.  Evolution of the Economics of Agricultural Policy , 2010 .

[18]  Wildlife Habitats Environmental Indicators for Agriculture Methods and Results , 2000 .

[19]  F. Santeramo,et al.  The Entry Price Threshold in EU Agriculture: Deterrent or Barrier? , 2012 .

[20]  Hervé Guyomard,et al.  Estimating crop supply response in the presence of farm programmes: application to the CAP , 1996 .

[21]  Alessandro Pinto,et al.  Land Use Change with Spatially Explicit Data: A Dynamic Approach , 2009 .

[22]  C. Henning,et al.  AJAE Appendix: Modeling Farm Households' Price Responses in the Presence of Transaction Costs and Heterogeneity in Labor Markets , 2007 .

[23]  M. D. A. Rounsevella,et al.  Modelling the spatial distribution of agricultural land use at the regional scale , 2003 .

[24]  Gerald Nelson,et al.  Do Roads Cause Deforestation? Using Satellite Images in Econometric Analysis of Land Use , 1997 .

[25]  Rural Affairs,et al.  Agriculture in the United Kingdom 2002. , 2004 .

[26]  Carmen E. Carrión-Flores,et al.  Determinants of Residential Land‐Use Conversion and Sprawl at the Rural‐Urban Fringe , 2004 .

[27]  R. Bissoli,et al.  Water Framework Directive 2000/60/EC. , 2008 .

[28]  Ian J. Bateman,et al.  Integrated Assessment of Water Framework Directive Nitrate Reduction Measures , 2008 .

[29]  John M. Antle,et al.  Spatial heterogeneity, contract design, and the efficiency of carbon sequestration policies for agriculture , 2003 .

[30]  R. Just An Investigation of the Importance of Risk in Farmers' Decisions , 1974 .

[31]  K. Chomitz,et al.  Roads, land use, and deforestation : a spatial model applied to Belize , 1996 .

[32]  Robert N. Stavins,et al.  Land-Use Change and Carbon Sinks: Econometric Estimation of the Carbon Sequestration Supply Function , 2005 .

[33]  C. Arnade,et al.  Estimation of Area Elasticities from a Standard Profit Function , 2007 .

[34]  Takeshi Amemiya,et al.  Regression Analysis when the Dependent Variable is Truncated Normal , 1973 .

[35]  Alfons Oude Lansink,et al.  Modelling the new EU cereals and oilseeds regime in the Netherlands , 1996 .

[36]  Chris Couch,et al.  Controlling urban sprawl: Some experiences from Liverpool , 2006 .

[37]  D. Sahn,et al.  Consistent Estimation of Censored Demand Systems Using Panel Data , 2005 .

[38]  S. Anthony,et al.  Agricultural nitrogen balance and water quality in the UK , 2002 .

[39]  Paolo Sckokai,et al.  Modeling the Reforms of the Common Agricultural Policy for Arable Crops Under Uncertainty , 2006 .

[40]  R. Just Some Guiding Principles for Empirical Production Research in Agriculture , 2000, Agricultural and Resource Economics Review.

[41]  R. Just,et al.  On Testing the Structure of Risk Preferences in Agricultural Supply Analysis , 1991 .

[42]  Biing-Hwan Lin,et al.  Quasi‐ and Simulated‐Likelihood Approaches to Censored Demand Systems: Food Consumption by Food Stamp Recipients in the United States , 2003 .

[43]  A. Barten Maximum likelihood estimation of a complete system of demand equations , 1969 .

[44]  Jeffrey M. Wooldridge,et al.  Selection corrections for panel data models under conditional mean independence assumptions , 1995 .

[45]  Federico Perali,et al.  Estimation of Censored Demand Equations from Large Cross‐Section Data , 2000 .

[46]  Robert Chambers,et al.  Estimating Multioutput Technologies , 1989 .

[47]  Stephen Pudney,et al.  Modelling Individual Choice: The Econometrics of Corners, Kinks, and Holes , 1991 .

[48]  Ian J. Bateman,et al.  Estimating the range of economic impacts on farms of nutrient leaching reduction policies , 2008 .

[49]  Raja Chakir Spatial Downscaling of Agricultural Land-Use Data: An Econometric Approach Using Cross Entropy , 2009, Land Economics.

[50]  Kathleen Segerson,et al.  The Impact of Policies and Land Characteristics on Potential Groundwater Pollution in Wisconsin , 1995 .

[51]  Broadus Mitchell,et al.  British Historical Statistics , 1988 .

[52]  Alban Thomas,et al.  Estimating the Environmental Impact of Land and Production Decisions with Multivariate Selection Rules and Panel Data , 2011 .

[53]  Isabelle Reginster,et al.  Modelling the spatial distribution of agricultural land use at the regional scale , 2003 .

[54]  Catherine L. Kling,et al.  From Microlevel Decisions to Landscape Changes: An Assessment of Agricultural Conservation Policies , 2004 .

[55]  V. E. Ball,et al.  Cap reform: modelling supply response subject to the land set-aside , 1997 .

[56]  J. Shonkwiler,et al.  Two‐Step Estimation of a Censored System of Equations , 1999 .

[57]  Steven G. Anthony,et al.  MAGPIE: A modelling framework for evaluating nitrate losses at national and catchment scales , 2000 .

[58]  H. White Maximum Likelihood Estimation of Misspecified Models , 1982 .

[59]  Kathleen P. Bell,et al.  The Economics of Urban-Rural Space , 2009 .

[60]  S. Jarvis Progress in studies of nitrate leaching from grassland soils , 2000 .

[61]  Erik Lichtenberg,et al.  Point/Nonpoint Effluent Trading with Spatial Heterogeneity , 2008 .