1
|
Cong L, Luan S, Young E, Mirosa M, Bremer P, Torrico DD. The Application of Biometric Approaches in Agri-Food Marketing: A Systematic Literature Review. Foods 2023; 12:2982. [PMID: 37627981 PMCID: PMC10453770 DOI: 10.3390/foods12162982] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2023] [Revised: 08/04/2023] [Accepted: 08/06/2023] [Indexed: 08/27/2023] Open
Abstract
A challenge in social marketing studies is the cognitive biases in consumers' conscious and self-reported responses. To help address this concern, biometric techniques have been developed to obtain data from consumers' implicit and non-verbal responses. A systematic literature review was conducted to explore biometric applications' role in agri-food marketing to provide an integrated overview of this topic. A total of 55 original research articles and four review articles were identified, classified, and reviewed. It was found that there is a steady growth in the number of studies applying biometric approaches, with eye-tracking being the dominant method used to investigate consumers' perceptions in the last decade. Most of the studies reviewed were conducted in Europe or the USA. Other biometric techniques used included facial expressions, heart rate, body temperature, and skin conductance. A wide range of scenarios concerning consumers' purchase and consumption behaviour for agri-food products have been investigated using biometric-based techniques, indicating their broad applicability. Our findings suggest that biometric techniques are expanding for researchers in agri-food marketing, benefiting both academia and industry.
Collapse
Affiliation(s)
- Lei Cong
- Department of Agribusiness and Markets, Lincoln University, Lincoln 7647, New Zealand
- New Zealand Food Safety and Science Research Centre, Palmerston North 4474, New Zealand; (S.L.); (E.Y.); (M.M.); (P.B.)
| | - Siqiao Luan
- New Zealand Food Safety and Science Research Centre, Palmerston North 4474, New Zealand; (S.L.); (E.Y.); (M.M.); (P.B.)
- Department of Marketing, University of Otago, Dunedin 9010, New Zealand
- Queen’s Management School, Queen’s University Belfast, Belfast BT9 5AH, UK
| | - Erin Young
- New Zealand Food Safety and Science Research Centre, Palmerston North 4474, New Zealand; (S.L.); (E.Y.); (M.M.); (P.B.)
- Department of Food Science, University of Otago, Dunedin 9010, New Zealand
| | - Miranda Mirosa
- New Zealand Food Safety and Science Research Centre, Palmerston North 4474, New Zealand; (S.L.); (E.Y.); (M.M.); (P.B.)
- Department of Food Science, University of Otago, Dunedin 9010, New Zealand
| | - Phil Bremer
- New Zealand Food Safety and Science Research Centre, Palmerston North 4474, New Zealand; (S.L.); (E.Y.); (M.M.); (P.B.)
- Department of Food Science, University of Otago, Dunedin 9010, New Zealand
| | - Damir D. Torrico
- Department of Wine, Food and Molecular Biosciences, Lincoln University, Lincoln 7647, New Zealand;
| |
Collapse
|
2
|
The influence of health star rating labels on plant-based foods: the moderating role of consumers’ believability. Food Qual Prefer 2023. [DOI: 10.1016/j.foodqual.2023.104827] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/10/2023]
|
3
|
Byrne A, Bonfiglio E, Rigby C, Edelstyn N. A systematic review of the prediction of consumer preference using EEG measures and machine-learning in neuromarketing research. Brain Inform 2022; 9:27. [PMCID: PMC9663791 DOI: 10.1186/s40708-022-00175-3] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2022] [Accepted: 09/15/2022] [Indexed: 11/16/2022] Open
Abstract
Abstract
Introduction
The present paper discusses the findings of a systematic review of EEG measures in neuromarketing, identifying which EEG measures are the most robust predictor of customer preference in neuromarketing. The review investigated which TF effect (e.g., theta-band power), and ERP component (e.g., N400) was most consistently reflective of self-reported preference. Machine-learning prediction also investigated, along with the use of EEG when combined with physiological measures such as eye-tracking.
Methods
Search terms ‘neuromarketing’ and ‘consumer neuroscience’ identified papers that used EEG measures. Publications were excluded if they were primarily written in a language other than English or were not published as journal articles (e.g., book chapters). 174 papers were included in the present review.
Results
Frontal alpha asymmetry (FAA) was the most reliable TF signal of preference and was able to differentiate positive from negative consumer responses. Similarly, the late positive potential (LPP) was the most reliable ERP component, reflecting conscious emotional evaluation of products and advertising. However, there was limited consistency across papers, with each measure showing mixed results when related to preference and purchase behaviour.
Conclusions and implications
FAA and the LPP were the most consistent markers of emotional responses to marketing stimuli, consumer preference and purchase intention. Predictive accuracy of FAA and the LPP was greatly improved through the use of machine-learning prediction, especially when combined with eye-tracking or facial expression analyses.
Collapse
|
4
|
Pérez-Esteve É, Alcover A, Barat JM, Fernández-Segovia I. What do Spanish consumers think about employing nanotechnology in food packaging? Food Packag Shelf Life 2022. [DOI: 10.1016/j.fpsl.2022.100998] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
|
5
|
Georgiadis K, Kalaganis FP, Oikonomou VP, Nikolopoulos S, Laskaris NA, Kompatsiaris I. RNeuMark: A Riemannian EEG Analysis Framework for Neuromarketing. Brain Inform 2022; 9:22. [PMID: 36112235 PMCID: PMC9481797 DOI: 10.1186/s40708-022-00171-7] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2022] [Accepted: 08/08/2022] [Indexed: 11/25/2022] Open
Abstract
Neuromarketing exploits neuroimaging techniques so as to reinforce the predictive power of conventional marketing tools, like questionnaires and focus groups. Electroencephalography (EEG) is the most commonly encountered neuroimaging technique due to its non-invasiveness, low-cost, and its very recent embedding in wearable devices. The transcription of brainwave patterns to consumer attitude is supported by various signal descriptors, while the quest for profitable novel ways is still an open research question. Here, we suggest the use of sample covariance matrices as alternative descriptors, that encapsulate the coordinated neural activity from distinct brain areas, and the adoption of Riemannian geometry for their handling. We first establish the suitability of Riemannian approach for neuromarketing-related problems and then suggest a relevant decoding scheme for predicting consumers' choices (e.g., willing to buy or not a specific product). Since the decision-making process involves the concurrent interaction of various cognitive processes and consequently of distinct brain rhythms, the proposed decoder takes the form of an ensemble classifier that builds upon a multi-view perspective, with each view dedicated to a specific frequency band. Adopting a standard machine learning procedure, and using a set of trials (training data) in conjunction with the associated behavior labels ("buy"/ "not buy"), we train a battery of classifiers accordingly. Each classifier is designed to operate in the space recovered from the inter-trial distances of SCMs and to cast a rhythm-depended decision that is eventually combined with the predictions of the rest ones. The demonstration and evaluation of the proposed approach are performed in 2 neuromarketing-related datasets of different nature. The first is employed to showcase the potential of the suggested descriptor, while the second to showcase the decoder's superiority against popular alternatives in the field.
Collapse
Affiliation(s)
- Kostas Georgiadis
- Centre for Research & Technology Hellas, Information Technologies Institute (ITI), Thermi-Thessaloniki, Greece.
- AIIA-Lab, Informatics Dept, AUTH, NeuroInformatics.Group, Thessaloniki, Greece.
| | - Fotis P Kalaganis
- Centre for Research & Technology Hellas, Information Technologies Institute (ITI), Thermi-Thessaloniki, Greece
- AIIA-Lab, Informatics Dept, AUTH, NeuroInformatics.Group, Thessaloniki, Greece
| | - Vangelis P Oikonomou
- Centre for Research & Technology Hellas, Information Technologies Institute (ITI), Thermi-Thessaloniki, Greece
| | - Spiros Nikolopoulos
- Centre for Research & Technology Hellas, Information Technologies Institute (ITI), Thermi-Thessaloniki, Greece
| | - Nikos A Laskaris
- AIIA-Lab, Informatics Dept, AUTH, NeuroInformatics.Group, Thessaloniki, Greece
| | - Ioannis Kompatsiaris
- Centre for Research & Technology Hellas, Information Technologies Institute (ITI), Thermi-Thessaloniki, Greece
| |
Collapse
|
6
|
Use of Consumer Neuroscience in the Choice of Aromatisation as Part of the Shopping Atmosphere and a Way to Increase Sales Volume. APPLIED SCIENCES-BASEL 2022. [DOI: 10.3390/app12147069] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
The point of purchase is considered to be one of the few communication channels that is not yet saturated, and it has a relatively large potential for the future. A pleasant smell is also part of the shopping atmosphere. How smell affects customer behaviour and purchasing decisions is addressed by a relatively young scientific field, one of the existing kinds of sensory marketing—aroma marketing, otherwise called aromachology. Smell has mainly a subconscious influence; therefore, its examination is appropriate to be carried out using consumer neuroscience tools. This paper examined the perception of the shopping atmosphere in Slovak grocery shops and comprehensive interdisciplinary research on the impact of selected aromatic compounds on the cognitive and affective processes of the consumer, as well as the evaluation of the effectiveness of their implementation in food retail establishments. At the end of the paper, we recommend the possibilities of effective selection and the implementation of aromatisation of different premises, by which the retailer can achieve not only a more positive perception of the shopping atmosphere, but also an increase in retail turnover in individual sales sections.
Collapse
|
7
|
Spence C, Van Doorn G. Visual communication via the design of food and beverage packaging. Cogn Res Princ Implic 2022; 7:42. [PMID: 35551542 PMCID: PMC9098755 DOI: 10.1186/s41235-022-00391-9] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2022] [Accepted: 04/23/2022] [Indexed: 11/10/2022] Open
Abstract
A rapidly growing body of empirical research has recently started to emerge highlighting the connotative and/or semiotic meanings that consumers typically associate with specific abstract visual design features, such as colours (either when presented individually or in combination), simple shapes/curvilinearity, and the orientation and relative position of those design elements on product packaging. While certain of our affective responses to such basic visual design features appear almost innate, the majority are likely established via the internalization of the statistical regularities of the food and beverage marketplace (i.e. as a result of associative learning), as in the case of round typeface and sweet-tasting products. Researchers continue to document the wide range of crossmodal correspondences that underpin the links between individual visual packaging design features and specific properties of food and drink products (such as their taste, flavour, or healthfulness), and the ways in which marketers are now capitalizing on such understanding to increase sales. This narrative review highlights the further research that is still needed to establish the connotative or symbolic/semiotic meaning(s) of particular combinations of design features (such as coloured stripes in a specific orientation), as opposed to individual cues in national food markets and also, increasingly, cross-culturally in the case of international brands.
Collapse
Affiliation(s)
- Charles Spence
- Crossmodal Research Laboratory, Oxford University, Oxford, OX2 6GG, UK.
| | - George Van Doorn
- School of Science, Psychology and Sport, Churchill Campus, Federation University Australia, Churchill, VIC, 3842, Australia.,Health Innovation and Transformation Centre, Mt Helen Campus, Federation University Australia, Ballarat, VIC, 3350, Australia.,Successful Health for At-Risk Populations (SHARP) Research Group, Mt Helen Campus, Federation University Australia, Ballarat, VIC, 3350, Australia
| |
Collapse
|
8
|
Disconfirmation of Taste as a Measure of Trust in Brands: An Experimental Study on Mineral Water. Foods 2022; 11:foods11091276. [PMID: 35563999 PMCID: PMC9104505 DOI: 10.3390/foods11091276] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2022] [Revised: 04/22/2022] [Accepted: 04/23/2022] [Indexed: 12/12/2022] Open
Abstract
The underlying factors of the purchase decision process of bottled mineral water have been a less studied area. The typically related attributes of consumer judgement in the case of low involvement can vary widely, ranging from price sensitivity to habits. However, assessing the role of brand reputation and trust from a sensory perception perspective is not a common approach. This paper examines the impact of trust on consumer value judgements for a frequently consumed beverage such as mineral water. Combining trust and sensory attributes with the Expectation–Disconfirmation Theory (EDT) framework provides insights into the weight of taste, trust and reputation in product evaluation. A tasting experiment was carried out using a representative systematic random sampling method. A mixed method was applied; EDT was used to analyze quantitative data and grounded theory methodology was performed in the case of qualitative data. Results indicate complete assimilation for the most preferred brand and negative contrast for less well-known brands. It can be stated that the applied methodology is suitable as a certain kind of trust measurement and also can function particularly well as a reinforcement and complement to other methodologies (e.g., neuromarketing methods). This study suggests that brand names positively influence value judgment. Origin bounded brands compared to imported brands can help companies mitigate trust issues in developing countries as they convey a particular reputation, which helps reinforce trust.
Collapse
|
9
|
Consumer Neuroscience as a Tool to Monitor the Impact of Aromas on Consumer Emotions When Buying Food. APPLIED SCIENCES-BASEL 2021. [DOI: 10.3390/app11156692] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Building a unique USP sales argument (unique selling proposition) through various forms of in-store communication comes to the fore in a challenging competitive environment. Scent as a means to influence the purchase of goods or services has a long history, however, aromachology as field of in-store communication is a matter of the present. This new trend, the importance and use of which has grown in recent years, is the subject of a wide range of research. In order to increase the efficiency of these elements, it is necessary to familiarise ourselves with the factors that affect the customer, whether that be consciously or unconsciously. Consumer neuroscience is addressed in this area. This paper deals with the comprehensive interdisciplinary investigation of the impact of selected aromatic compounds on consumer cognitive and affective processes as well as assessing the effectiveness of their implementation in food retail operations. At the end of the paper, we recommend options for the effective selection and implementation of aromatisation of different premises, by which the retailer can achieve not only a successful form of in-store communication, but also an increase the retail turnover of the store.
Collapse
|
10
|
Neurogastronomy as a Tool for Evaluating Emotions and Visual Preferences of Selected Food Served in Different Ways. Foods 2021; 10:foods10020354. [PMID: 33562287 PMCID: PMC7914587 DOI: 10.3390/foods10020354] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2021] [Revised: 01/28/2021] [Accepted: 02/04/2021] [Indexed: 01/22/2023] Open
Abstract
The appearance of food provides certain expectations regarding the harmonization of taste, delicacy, and overall quality, which subsequently affects not only the intake itself but also many other features of the behavior of customers of catering facilities. The main goal of this article is to find out what effect the visual design of food (waffles) prepared from the same ingredients and served in three different ways-a stone plate, street food style, and a white classic plate-has on the consumer's preferences. In addition to the classic tablet assistance personal interview (TAPI) tools, biometric methods such as eye tracking and face reading were used in order to obtain unconscious feedback. During testing, air quality in the room by means of the Extech device and the influence of the visual design of food on the perception of its smell were checked. At the end of the paper, we point out the importance of using classical feedback collection techniques (TAPI) and their extension in measuring subconscious reactions based on monitoring the eye movements and facial expressions of the respondents, which provides a whole new perspective on the perception of visual design and serving food as well as more effective targeting and use of corporate resources.
Collapse
|