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Characterization, typification and holistic consumer perception of welfare in laying poultry in Brazil: a machine learning approach

Published online by Cambridge University Press:  11 December 2023

Alessandra Arno
Affiliation:
Department of Biosystems Engineering, “Luiz de Queiroz” College of Agriculture, University of São Paulo, Piracicaba, Brazil
Robson Mateus Freitas Silveira*
Affiliation:
Department of Animal Science, “Luiz de Queiroz” College of Agriculture, University of São Paulo, Piracicaba, Brazil
Iran José Oliveira da Silva
Affiliation:
Department of Biosystems Engineering, “Luiz de Queiroz” College of Agriculture, University of São Paulo, Piracicaba, Brazil
*
Corresponding author: Robson Mateus Freitas Silveira; Email: robsonsilveira@usp.br
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Abstract

The intensification of production systems raises concerns about animal welfare. In egg production, the use of cages is the main reason for discussion. The current transition from the production system to cage-free systems raises questions about consumer perception. The objective of this study was to typify, characterize and differentiate the profile of Brazilian consumers regarding animal welfare in laying poultry. For this, a questionnaire with 28 questions, addressing questions about sociodemographic indicators (SOC), eating habits (HAB), knowledge about the production chain (CON), general perception of animal welfare in egg production (HPW) and about eggs with an animal welfare guarantee (PEAWG) was answered by 1415 consumers. Machine learning techniques were applied to characterize; typify and holistic perception. Three groups of consumers were defined: interested, emerging and indifferent. All indicators under study showed discriminatory power (P < 0.001). The indicators that showed the greatest importance for the classification of the three profiles were HPW < EHAB < COM < PEAWG < SOC. The results indicate the potential of interested and emerging groups to become consumers of cage-free eggs and also indicate the need to inform the population about animal welfare in egg production. The results reinforce the need to create specific public policies for the production chain, in order to value egg production and reaffirm interest in the area, especially in specific niches such as production in cage-free systems.

Information

Type
Animal Research Paper
Copyright
Copyright © Universidade de São Paulo, 2023. Published by Cambridge University Press
Figure 0

Figure 1. Dendrogram of the hierarchical cluster analysis (a) and measure of adequacy of the number of clusters per cluster in two stages (b) according to the perception of animal welfare in laying poultry. For the three consumer profiles: (1) interested; (2) emergent; (3) indifferent.

Figure 1

Table 1. Frequency of responses (%) of respondents and comparisons for each categorical variable that showed statistical difference (to 5% significance level), according to clusters, by Pearson's χ2 analysis

Figure 2

Table 2. Canonical discriminant analysis (CDA) of sociodemographic indicators (SOC), eating habits (EHAB), Knowledge about the egg production chain (KEP), holistic perception of animal welfare in egg production (HPW) and Perception about eggs with an Animal Welfare Guarantee (PEAWG)

Figure 3

Figure 2. Two-dimensional graph of the canonical discriminant analysis showing the dynamics of sociodemographic indicators. Eating habits. Knowledge about the production chain. Holistic consumer perception of animal welfare in egg production and perception of eggs with BEA guarantee. Among the three established groups: (1) interested; (2) emergent; and (3) indifferent.

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