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This research paper aims to understand which factors influence the purchase of private label food products, by measuring the importance of 14 variables for purchasing frequency.

Data were collected through questionnaires to a sample of consumers. They have been analysed according to the extra tree classifier methodology, which allows providing a more reliable classification – compared to previous studies – of factors affecting consumers' choices of private label products.

Results show that consumers' choices related to private label food products are influenced by groups of heterogeneous variables related to their perception on products, satisfaction of post-consumption, store's role and trust built over time by retailers.

Data have been collected through an online survey, which could generate the bias of self-selection; the sampling method is non-probabilistic.

The study provides useful indications on the role of private labels in retailer management policies and on marketing competences and skills that are necessary for managing retailers' assortments.

The existing literature lacks clarity on the factors that influence the frequency of purchasing private label food products. By considering a higher number of variables than previous studies, it has been possible to classify and measure the importance of each variable included in the analysis framework adopted, also in case of correlation between variables.

The aim of this study is to determine how the different age of consumers impacts on some factors that drive consumers to the purchasing of private label products, considering differences and similarities of behaviors.

The research was conducted through the administration of a questionnaire to evaluate consumers' perceptions about private label food products. To collect data, the convenience sampling method has been used. The valid answers collected and analyzed are 358.

The results of this study highlight that the response of different age groups to the Private Label Brands (PLBs) must be considered in the light of the positioning adopted by the individual retailers. Value for money and satisfaction on previous consumption are relevant for purchasing decisions regardless of the retailer's strategy and the age of consumers. A third factor, price, is important for the whole sample. Focusing on the specific age clusters, the younger respondents seem to be attentive to factors such as healthy and in-store promotion, while the more experienced consumer are attentive to the origin and traceability of products.

An analysis of the main literature on Private Labels showed that the results of research about the role of consumer age in PLB choices are contrasting. This study aims at integrating the literature, measuring how the factors influencing the purchase of PLB products vary for different age groups of consumers.