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Functional regression to model the link between livestock farms' performance and their size

Authors :
De La Foye, Anne
Veysset, P
Unité Mixte de Recherche sur les Herbivores - UMR 1213 (UMRH)
Institut National de la Recherche Agronomique (INRA)-VetAgro Sup - Institut national d'enseignement supérieur et de recherche en alimentation, santé animale, sciences agronomiques et de l'environnement (VAS)-AgroSup Dijon - Institut National Supérieur des Sciences Agronomiques, de l'Alimentation et de l'Environnement
Institut National de la Recherche Agronomique (INRA)-VetAgro Sup - Institut national d'enseignement supérieur et de recherche en alimentation, santé animale, sciences agronomiques et de l'environnement (VAS)
Source :
14. journées de recherche en sciences sociales INRAE, SFER, CIRAD, 14. journées de recherche en sciences sociales INRAE, SFER, CIRAD, Dec 2019, Bordeaux, France
Publication Year :
2019
Publisher :
HAL CCSD, 2019.

Abstract

International audience; Over the last decades, livestock farms' sizes have increased in Western Europe although the benefits obtained by the farms and agricultural workers are far from being obvious nor demonstrated. The purpose of this paper is to propose the use of functional regression to study the relationship between farm size and farm performance trends in long-term panel data. While a linear Partial Least Squares regression is performed as a reference model, a regression for functional data enrich the modelling with the chronological information contained in panel data, in particular evolution shapes of performance and size. The proposed methods are applied on a long-term structural, technical and economic database of cattle beef farms in the Charolais region (France). The achieved regression models, whether classical or functional, suggest that, in our case study, the farm size is not sufficient to explain its performance. We now expect our work to be a starting point for further analysis. In particular, other structural, economical and technical characteristics could contribute to better model livestock farms' evolution.

Details

Language :
English
Database :
OpenAIRE
Journal :
14. journées de recherche en sciences sociales INRAE, SFER, CIRAD, 14. journées de recherche en sciences sociales INRAE, SFER, CIRAD, Dec 2019, Bordeaux, France
Accession number :
edsair.dedup.wf.001..43565056522984e350d0f154563679df