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Testing the Stochastic Structure of Production: A Flexible Moment-Based Approach
Authors:John M. Antle
Affiliation:Department of Agricultural Economics , University of California , Davis , CA , 95616
Abstract:Conventional production function specifications are shown to impose restrictions on the probability distribution of output that cannot be tested with the conventional models. These restrictions have important implications for firm behavior under uncertainty. A flexible representation of a firm's stochastic technology is developed based on the moments of the probability distribution of output. These moments are a unique representation of the technology and are functions of inputs. Large-sample estimators are developed for a linear moment model that is sufficiently flexible to test the restrictions implied by conventional production function specifications. The flexible moment-based approach is applied to milk production data. The first three moments of output are statistically significant functions of inputs. The cross-moment restrictions implied by conventional models are rejected.
Keywords:Production functions  Stochastic specification  Moment-based approach  Testing restrictions  Output distribution
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