Uncertainty analysis of the productivity of cattle populations in tropical drylands

This article presents an uncertainty analysis of the productivity of cattle herds in traditional farming systems of West and Central African drylands. The study focused on productivity rates in animal numbers (RN) and meat weights (RW) estimated from a herd growth model, which were compared with FAOSTAT-based estimates. The uncertainty analysis contained the following two steps: uncertainty propagation and a global sensitivity analysis. The analysis was based on a state-of-the-art of the current knowledge and a set of available data on the herd performances. The calculations used Monte Carlo simulations to estimate the 95% confidence intervals (CI) of RN and RW and the standardized regression coefficients method to estimate the contribution of the input variables to the outputs variances. The mean rate RN was estimated to 0.127 animal/animal-year with a 95% CI of (0.091, 0.163) and the mean rate RW to 11.7 kg/animal-year with a 95% CI of (8.8, 14.7), corresponding to relative variation around the mean of about ±29% and ±25%, respectively. The input variables that contributed most to the variance of RN (almost 76% of the output variance) were the calving rate, the adult female mortality rate and the female proportion in the population (determined by the pattern of the male offtake in the herds). The input variables that contributed most to the variance of RW were the same as those for RN plus the adult live weights. The CI ranges that were estimated in this article indicate that productivity rates based on literature data or expert estimations of the herd performances should be considered with caution. Research efforts based on gold-standard herd monitoring protocols accounting for temporal and spatial variations should be undertaken in future to decrease the knowledge gaps on the input variables that contribute most to these ranges.

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Main Author: Lesnoff, Matthieu
Format: article biblioteca
Language:eng
Subjects:L01 - Élevage - Considérations générales, P40 - Météorologie et climatologie, U10 - Informatique, mathématiques et statistiques, L52 - Physiologie animale - Croissance et développement, élevage, zone aride, bovin, troupeau domestique, productivité, modèle mathématique, tolérance à la chaleur, climat tropical, taux de croissance, méthode statistique, http://aims.fao.org/aos/agrovoc/c_8532, http://aims.fao.org/aos/agrovoc/c_613, http://aims.fao.org/aos/agrovoc/c_1391, http://aims.fao.org/aos/agrovoc/c_3569, http://aims.fao.org/aos/agrovoc/c_6210, http://aims.fao.org/aos/agrovoc/c_24199, http://aims.fao.org/aos/agrovoc/c_11486, http://aims.fao.org/aos/agrovoc/c_7973, http://aims.fao.org/aos/agrovoc/c_16130, http://aims.fao.org/aos/agrovoc/c_7377, http://aims.fao.org/aos/agrovoc/c_166, http://aims.fao.org/aos/agrovoc/c_1432, http://aims.fao.org/aos/agrovoc/c_8355,
Online Access:http://agritrop.cirad.fr/577139/
http://agritrop.cirad.fr/577139/7/577139_version_editee.pdf
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spelling dig-cirad-fr-5771392024-01-28T22:49:42Z http://agritrop.cirad.fr/577139/ http://agritrop.cirad.fr/577139/ Uncertainty analysis of the productivity of cattle populations in tropical drylands. Lesnoff Matthieu. 2015. Animal (Cambridge), 9 (11) : 1888-1896.https://doi.org/10.1017/S175173111500124X <https://doi.org/10.1017/S175173111500124X> Uncertainty analysis of the productivity of cattle populations in tropical drylands Lesnoff, Matthieu eng 2015 Animal (Cambridge) L01 - Élevage - Considérations générales P40 - Météorologie et climatologie U10 - Informatique, mathématiques et statistiques L52 - Physiologie animale - Croissance et développement élevage zone aride bovin troupeau domestique productivité modèle mathématique tolérance à la chaleur climat tropical taux de croissance méthode statistique http://aims.fao.org/aos/agrovoc/c_8532 http://aims.fao.org/aos/agrovoc/c_613 http://aims.fao.org/aos/agrovoc/c_1391 http://aims.fao.org/aos/agrovoc/c_3569 http://aims.fao.org/aos/agrovoc/c_6210 http://aims.fao.org/aos/agrovoc/c_24199 http://aims.fao.org/aos/agrovoc/c_11486 http://aims.fao.org/aos/agrovoc/c_7973 http://aims.fao.org/aos/agrovoc/c_16130 http://aims.fao.org/aos/agrovoc/c_7377 Afrique au sud du Sahara Afrique centrale Afrique occidentale http://aims.fao.org/aos/agrovoc/c_166 http://aims.fao.org/aos/agrovoc/c_1432 http://aims.fao.org/aos/agrovoc/c_8355 This article presents an uncertainty analysis of the productivity of cattle herds in traditional farming systems of West and Central African drylands. The study focused on productivity rates in animal numbers (RN) and meat weights (RW) estimated from a herd growth model, which were compared with FAOSTAT-based estimates. The uncertainty analysis contained the following two steps: uncertainty propagation and a global sensitivity analysis. The analysis was based on a state-of-the-art of the current knowledge and a set of available data on the herd performances. The calculations used Monte Carlo simulations to estimate the 95% confidence intervals (CI) of RN and RW and the standardized regression coefficients method to estimate the contribution of the input variables to the outputs variances. The mean rate RN was estimated to 0.127 animal/animal-year with a 95% CI of (0.091, 0.163) and the mean rate RW to 11.7 kg/animal-year with a 95% CI of (8.8, 14.7), corresponding to relative variation around the mean of about ±29% and ±25%, respectively. The input variables that contributed most to the variance of RN (almost 76% of the output variance) were the calving rate, the adult female mortality rate and the female proportion in the population (determined by the pattern of the male offtake in the herds). The input variables that contributed most to the variance of RW were the same as those for RN plus the adult live weights. The CI ranges that were estimated in this article indicate that productivity rates based on literature data or expert estimations of the herd performances should be considered with caution. Research efforts based on gold-standard herd monitoring protocols accounting for temporal and spatial variations should be undertaken in future to decrease the knowledge gaps on the input variables that contribute most to these ranges. article info:eu-repo/semantics/article Journal Article info:eu-repo/semantics/publishedVersion http://agritrop.cirad.fr/577139/7/577139_version_editee.pdf text cc_by_nc_nd info:eu-repo/semantics/openAccess https://creativecommons.org/licenses/by-nc-nd/4.0/ https://doi.org/10.1017/S175173111500124X 10.1017/S175173111500124X info:eu-repo/semantics/altIdentifier/doi/10.1017/S175173111500124X info:eu-repo/semantics/altIdentifier/purl/https://doi.org/10.1017/S175173111500124X
institution CIRAD FR
collection DSpace
country Francia
countrycode FR
component Bibliográfico
access En linea
databasecode dig-cirad-fr
tag biblioteca
region Europa del Oeste
libraryname Biblioteca del CIRAD Francia
language eng
topic L01 - Élevage - Considérations générales
P40 - Météorologie et climatologie
U10 - Informatique, mathématiques et statistiques
L52 - Physiologie animale - Croissance et développement
élevage
zone aride
bovin
troupeau domestique
productivité
modèle mathématique
tolérance à la chaleur
climat tropical
taux de croissance
méthode statistique
http://aims.fao.org/aos/agrovoc/c_8532
http://aims.fao.org/aos/agrovoc/c_613
http://aims.fao.org/aos/agrovoc/c_1391
http://aims.fao.org/aos/agrovoc/c_3569
http://aims.fao.org/aos/agrovoc/c_6210
http://aims.fao.org/aos/agrovoc/c_24199
http://aims.fao.org/aos/agrovoc/c_11486
http://aims.fao.org/aos/agrovoc/c_7973
http://aims.fao.org/aos/agrovoc/c_16130
http://aims.fao.org/aos/agrovoc/c_7377
http://aims.fao.org/aos/agrovoc/c_166
http://aims.fao.org/aos/agrovoc/c_1432
http://aims.fao.org/aos/agrovoc/c_8355
L01 - Élevage - Considérations générales
P40 - Météorologie et climatologie
U10 - Informatique, mathématiques et statistiques
L52 - Physiologie animale - Croissance et développement
élevage
zone aride
bovin
troupeau domestique
productivité
modèle mathématique
tolérance à la chaleur
climat tropical
taux de croissance
méthode statistique
http://aims.fao.org/aos/agrovoc/c_8532
http://aims.fao.org/aos/agrovoc/c_613
http://aims.fao.org/aos/agrovoc/c_1391
http://aims.fao.org/aos/agrovoc/c_3569
http://aims.fao.org/aos/agrovoc/c_6210
http://aims.fao.org/aos/agrovoc/c_24199
http://aims.fao.org/aos/agrovoc/c_11486
http://aims.fao.org/aos/agrovoc/c_7973
http://aims.fao.org/aos/agrovoc/c_16130
http://aims.fao.org/aos/agrovoc/c_7377
http://aims.fao.org/aos/agrovoc/c_166
http://aims.fao.org/aos/agrovoc/c_1432
http://aims.fao.org/aos/agrovoc/c_8355
spellingShingle L01 - Élevage - Considérations générales
P40 - Météorologie et climatologie
U10 - Informatique, mathématiques et statistiques
L52 - Physiologie animale - Croissance et développement
élevage
zone aride
bovin
troupeau domestique
productivité
modèle mathématique
tolérance à la chaleur
climat tropical
taux de croissance
méthode statistique
http://aims.fao.org/aos/agrovoc/c_8532
http://aims.fao.org/aos/agrovoc/c_613
http://aims.fao.org/aos/agrovoc/c_1391
http://aims.fao.org/aos/agrovoc/c_3569
http://aims.fao.org/aos/agrovoc/c_6210
http://aims.fao.org/aos/agrovoc/c_24199
http://aims.fao.org/aos/agrovoc/c_11486
http://aims.fao.org/aos/agrovoc/c_7973
http://aims.fao.org/aos/agrovoc/c_16130
http://aims.fao.org/aos/agrovoc/c_7377
http://aims.fao.org/aos/agrovoc/c_166
http://aims.fao.org/aos/agrovoc/c_1432
http://aims.fao.org/aos/agrovoc/c_8355
L01 - Élevage - Considérations générales
P40 - Météorologie et climatologie
U10 - Informatique, mathématiques et statistiques
L52 - Physiologie animale - Croissance et développement
élevage
zone aride
bovin
troupeau domestique
productivité
modèle mathématique
tolérance à la chaleur
climat tropical
taux de croissance
méthode statistique
http://aims.fao.org/aos/agrovoc/c_8532
http://aims.fao.org/aos/agrovoc/c_613
http://aims.fao.org/aos/agrovoc/c_1391
http://aims.fao.org/aos/agrovoc/c_3569
http://aims.fao.org/aos/agrovoc/c_6210
http://aims.fao.org/aos/agrovoc/c_24199
http://aims.fao.org/aos/agrovoc/c_11486
http://aims.fao.org/aos/agrovoc/c_7973
http://aims.fao.org/aos/agrovoc/c_16130
http://aims.fao.org/aos/agrovoc/c_7377
http://aims.fao.org/aos/agrovoc/c_166
http://aims.fao.org/aos/agrovoc/c_1432
http://aims.fao.org/aos/agrovoc/c_8355
Lesnoff, Matthieu
Uncertainty analysis of the productivity of cattle populations in tropical drylands
description This article presents an uncertainty analysis of the productivity of cattle herds in traditional farming systems of West and Central African drylands. The study focused on productivity rates in animal numbers (RN) and meat weights (RW) estimated from a herd growth model, which were compared with FAOSTAT-based estimates. The uncertainty analysis contained the following two steps: uncertainty propagation and a global sensitivity analysis. The analysis was based on a state-of-the-art of the current knowledge and a set of available data on the herd performances. The calculations used Monte Carlo simulations to estimate the 95% confidence intervals (CI) of RN and RW and the standardized regression coefficients method to estimate the contribution of the input variables to the outputs variances. The mean rate RN was estimated to 0.127 animal/animal-year with a 95% CI of (0.091, 0.163) and the mean rate RW to 11.7 kg/animal-year with a 95% CI of (8.8, 14.7), corresponding to relative variation around the mean of about ±29% and ±25%, respectively. The input variables that contributed most to the variance of RN (almost 76% of the output variance) were the calving rate, the adult female mortality rate and the female proportion in the population (determined by the pattern of the male offtake in the herds). The input variables that contributed most to the variance of RW were the same as those for RN plus the adult live weights. The CI ranges that were estimated in this article indicate that productivity rates based on literature data or expert estimations of the herd performances should be considered with caution. Research efforts based on gold-standard herd monitoring protocols accounting for temporal and spatial variations should be undertaken in future to decrease the knowledge gaps on the input variables that contribute most to these ranges.
format article
topic_facet L01 - Élevage - Considérations générales
P40 - Météorologie et climatologie
U10 - Informatique, mathématiques et statistiques
L52 - Physiologie animale - Croissance et développement
élevage
zone aride
bovin
troupeau domestique
productivité
modèle mathématique
tolérance à la chaleur
climat tropical
taux de croissance
méthode statistique
http://aims.fao.org/aos/agrovoc/c_8532
http://aims.fao.org/aos/agrovoc/c_613
http://aims.fao.org/aos/agrovoc/c_1391
http://aims.fao.org/aos/agrovoc/c_3569
http://aims.fao.org/aos/agrovoc/c_6210
http://aims.fao.org/aos/agrovoc/c_24199
http://aims.fao.org/aos/agrovoc/c_11486
http://aims.fao.org/aos/agrovoc/c_7973
http://aims.fao.org/aos/agrovoc/c_16130
http://aims.fao.org/aos/agrovoc/c_7377
http://aims.fao.org/aos/agrovoc/c_166
http://aims.fao.org/aos/agrovoc/c_1432
http://aims.fao.org/aos/agrovoc/c_8355
author Lesnoff, Matthieu
author_facet Lesnoff, Matthieu
author_sort Lesnoff, Matthieu
title Uncertainty analysis of the productivity of cattle populations in tropical drylands
title_short Uncertainty analysis of the productivity of cattle populations in tropical drylands
title_full Uncertainty analysis of the productivity of cattle populations in tropical drylands
title_fullStr Uncertainty analysis of the productivity of cattle populations in tropical drylands
title_full_unstemmed Uncertainty analysis of the productivity of cattle populations in tropical drylands
title_sort uncertainty analysis of the productivity of cattle populations in tropical drylands
url http://agritrop.cirad.fr/577139/
http://agritrop.cirad.fr/577139/7/577139_version_editee.pdf
work_keys_str_mv AT lesnoffmatthieu uncertaintyanalysisoftheproductivityofcattlepopulationsintropicaldrylands
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