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Ray Production Function Estimates for the Maize-Bean Mixed Crop System in Madzuu Doug Brown and Chris Barrett Cornell University March 15, 2004 BASIS CRSP Project Annual Team Meeting Nyeri, Kenya
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Core Issues Estimating production response when (i) multiple outputs share common inputs - which inputs are limiting? - what’s the optimal crop mix? (ii) there may be non-convexities associated with use of inputs inaccessible to some farmers (e.g., livestock, inorganic fertilizers)
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Method of Analysis Ray Production Function (Löthgren 1997,2000) Use the Euclidian norm – the multi-dimensional distance – ║ y ║ as dependent variable and the polar-coordinate angles – the direction in multi-output space – i, as regressors. For a two-crop (maize-bean) system, one estimates the multi-output production function: Allow for interactions that can create local nonconvexities and exact second-order approximation of true prod’n fn: we use a generalized quadratic, w/ normalized variables. Try with directions in both output and seed space.
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Data Plot-level input and output data, long rains 2002, from Madzuu, Vihiga District 129 maize-bean intercrop plots, 112 hhs Mean yields: 0.97 t/ha maize 0.46 t/ha beans input-output θ correlation = 0.077
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Very preliminary results Using θ based on outputs, yields are: - convex in livestock holdings and joint N- P application rates - declining in plot size - concave in N application rate - monotone increasing in labor - increasing as reduce maize/beans ratio - increasing in soil quality at acquisition
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Very preliminary results Using θ based on seed, yields are: - declining in plot size - concave in N and P application rates with complementarity between them - monotone increasing in labor - increasing as reduce maize/beans ratio - increasing in soil quality at acquisition (livestock no longer have significant effect)
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Conclusions and Practical Implications Madzuu farmers err in direction of maize cultivation Soil quality very important, with P more limiting than N, but the two complement each other Labor availability limits output Although inverse yield-size relation, total output grows with size Ability to apply fertilizer, keep labor and perhaps livestock increases yields … access to finance and human health central to productivity and incomes, consistent with poverty trap idea.
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