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利用购买属性和人口统计学特征建立逻辑回归模型,以预测购买普通鸡蛋和特种鸡蛋的概率。

Developing logistic regression models using purchase attributes and demographics to predict the probability of purchases of regular and specialty eggs.

作者信息

Bejaei M, Wiseman K, Cheng K M

机构信息

a Avian Research Centre, Faculty of Land and Food Systems , University of British Columbia , Vancouver , BC , Canada.

出版信息

Br Poult Sci. 2015;56(4):425-35. doi: 10.1080/00071668.2015.1058917. Epub 2015 Jun 26.

DOI:10.1080/00071668.2015.1058917
PMID:26103791
Abstract

Consumers' interest in specialty eggs appears to be growing in Europe and North America. The objective of this research was to develop logistic regression models that utilise purchaser attributes and demographics to predict the probability of a consumer purchasing a specific type of table egg including regular (white and brown), non-caged (free-run, free-range and organic) or nutrient-enhanced eggs. These purchase prediction models, together with the purchasers' attributes, can be used to assess market opportunities of different egg types specifically in British Columbia (BC). An online survey was used to gather data for the models. A total of 702 completed questionnaires were submitted by BC residents. Selected independent variables included in the logistic regression to develop models for different egg types to predict the probability of a consumer purchasing a specific type of table egg. The variables used in the model accounted for 54% and 49% of variances in the purchase of regular and non-caged eggs, respectively. Research results indicate that consumers of different egg types exhibit a set of unique and statistically significant characteristics and/or demographics. For example, consumers of regular eggs were less educated, older, price sensitive, major chain store buyers, and store flyer users, and had lower awareness about different types of eggs and less concern regarding animal welfare issues. However, most of the non-caged egg consumers were less concerned about price, had higher awareness about different types of table eggs, purchased their eggs from local/organic grocery stores, farm gates or farmers markets, and they were more concerned about care and feeding of hens compared to consumers of other eggs types.

摘要

在欧洲和北美,消费者对特色鸡蛋的兴趣似乎在不断增长。本研究的目的是开发逻辑回归模型,利用购买者的属性和人口统计数据来预测消费者购买特定类型食用蛋的概率,这些食用蛋包括普通蛋(白壳和棕壳)、非笼养蛋(自由放养、散养和有机蛋)或营养强化蛋。这些购买预测模型,连同购买者的属性,可用于评估不同类型鸡蛋在不列颠哥伦比亚省(BC)的市场机会。通过在线调查收集模型所需的数据。BC省居民共提交了702份完整问卷。在逻辑回归中纳入选定的自变量,以建立不同类型鸡蛋的模型,预测消费者购买特定类型食用蛋的概率。模型中使用的变量分别解释了普通蛋和非笼养蛋购买量方差的54%和49%。研究结果表明,不同类型鸡蛋的消费者表现出一系列独特且具有统计学意义的特征和/或人口统计学特征。例如,普通蛋消费者受教育程度较低、年龄较大、对价格敏感、是大型连锁商店的购买者且使用商店传单,对不同类型鸡蛋的认知度较低,对动物福利问题的关注度也较低。然而,大多数非笼养蛋消费者不太在意价格,对不同类型食用蛋的认知度较高,从当地/有机杂货店、农场大门或农贸市场购买鸡蛋,与其他类型鸡蛋的消费者相比,他们更关心母鸡的饲养情况。

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