ArticlePDF Available

Eye Tracking in Neuromarketing: A Research Agenda for Marketing Studies

Authors:

Abstract

This article investigates the potential use of Eye Tracking as a neuromarketing tool and its potential for marketing in general. We sought to identify some of the main applications within the mainstream of marketing. The objective of this research was achieved by means of a conceptual literature review. The results of our research indicate important potential uses for Eye Tracking in practical marketing applications, such as brand equity, segmentation, new product development, pricing decisions, place decisions, promotion decisions, and social marketing studies. It is believed that in the near future, neuromarketing tools such as Eye Tracking will be part of mainstream marketing studies.
International Journal of Psychological Studies; Vol. 7, No. 1; 2015
ISSN 1918-7211 E-ISSN 1918-722X
Published by Canadian Center of Science and Education
32
Eye Tracking in Neuromarketing: A Research Agenda for Marketing
Studies
Renê de Oliveira Joaquim dos Santos1, Jorge Henrique Caldeira de Oliveira1, Jéssica Bonaretto Rocha1 &
Janaina de Moura Engracia Giraldi1
1 Department of Business Administration, University of São Paulo, RibeirãoPreto, Brazil
Correspondence: Janaina de Moura Engracia Giraldi, Marketing and Management, Department of Business
Administration, University of São Paulo, Av. Bandeirantes 3900, Monte Alegre, Ribeirão Preto (SP), 14040-905,
Brazil. Tel: 55-16-3602-3903. E-mail: jgiraldi@usp.br
Received: September 2, 2014 Accepted: December 4, 2014 Online Published: February 17, 2015
doi:10.5539/ijps.v7n1p32 URL: http://dx.doi.org/10.5539/ijps.v7n1p32
Abstract
This article investigates the potential use of Eye Tracking as a neuromarketing tool and its potential for
marketing in general. We sought to identify some of the main applications within the mainstream of marketing.
The objective of this research was achieved by means of a conceptual literature review. The results of our
research indicate important potential uses for Eye Tracking in practical marketing applications, such as brand
equity, segmentation, new product development, pricing decisions, place decisions, promotion decisions, and
social marketing studies. It is believed that in the near future, neuromarketing tools such as Eye Tracking will be
part of mainstream marketing studies.
Keywords: neuromarketing, eye tracking, visual attention
1. Introduction
This research sought to identify some possible applications of a Neuromarketing tool (NM) called Eye Tracking
(ET) in traditional areas of marketing. ET is a tool for the analysis of visual attention and from the perspective of
NM, it seeks to associate visual attention with the cognitive and emotional responses of consumers. This issue
has attracted increasing interest in recent years (Solnais, Andreu-Perez, Sánchez-Fernández, & Andréu-Abela,
2013). Consumer neuroscience emerged in the late twentieth century (Martinez, 2011). It deals with the
conditions, the psychological significance, and the behavioural consequences that underlie consumption
(Reimann, Schilke, Neuhaus, Weber, & Zaichkowsky, 2011). Consumer neuroscience incorporates both new and
more traditional tools that were not commonly used for this purpose.
This paper performed a mapping of ET as a NM tool and identified possible new potential applications of this
NM tool in the area of marketing. ET measures what the user is looking for (the gaze point on the screen), the
eye movement in relation to the head, and pupil dilation (Zurawicki, 2010). The different ET systems are able to
estimate an eye’s point of attachment on a computer screen, or on the shelf of a supermarket, and may determine
precisely where the user’s attention is directed (Duchowski, 2003). To Hoffman and Subramaniam (1995), eye
movements can be seen as an objective indicator of where a person’s overt attention is focused and help to filter
visual information.
For the present article, secondary sources were consulted based on available publications in major databases
such as Scopus, Emerald, ProQuest, Elsevier, Springer, and Science Direct. Thus, this article has a qualitative
and exploratory approach, but it is not just a literature review; it also searches to identify potential ET
applications for marketing. After analysing recent publications related to neuromarketing and eye-tracking, we
have selected the main issues and described some of the potential uses of ET for marketing.
In order to attain these objectives, it should be stressed that the marketing strategy begins with the market
analysis that an organisation is considering, a detailed analysis of the organisation’s capabilities, the strengths
and weaknesses of competitors, the economic and technological forces that affect the market and the potential
customers in the market. Based on consumer analysis, the organisation identifies groups, households, or
companies that have similar needs. Then, one or more of these segments are selected as target markets based on
the potential of the company in relation to competitors. Thus, the marketing mix is prepared: this involves
www.ccsenet.org/ijps International Journal of Psychological Studies Vol. 7, No. 1; 2015
33
determining the product characteristics, price, communication, distribution, and services that will provide more
value to the customer. This set of features, which is called total product, is presented to the target market that is
constantly involved in processing information and making consumption decisions (Hawkins, Mothersbaugh, &
Best, 2009).
Based on these features reported by Hawkins et al. (2009), topics were listed that were considered classics of
marketing and very important for the development of marketing strategies: brand equity, segmentation, product
decisions, pricing decisions, place and promotion decisions, and social marketing. This paper analyses the works
found in literature that met thesecited topics. Each of these topics served as a grouping criterion for articles
involving the use of ET. Before presenting this analysis, some theoretical background on neuromarketing is
provided.
2. Neuromarketing
In recent years, researchers have increasingly used a multidisciplinary approach in their scientific development,
which has led to new insights and discoveries (Javor, Koller, & Lee, 2013). The use of neuroscientific methods
has gained prominence in various marketing applications and has contributed to greater understanding of human
behaviour. According to Martinez (2011), NM is the result of the integration of three different disciplines:
• Neurology: focuses on the study of the human brain;
• Cognitive psychology: studies the relationship between mind and human behaviour;
• Marketing: the discipline responsible for developing new, profitable products and services to meet the needs of
consumers.
NM focuses on researching and understanding consumer behaviour through studies of the Central and Peripheral
Nervous System. NM researchers measure people’s responses to marketing stimuli. The development of this
field depends on the progress of several fields of study: neuroscience, applied physics, and computer science
(Bercea, 2013).
According to Calvert and Brammer (2012), NM is the application of cognitive neuroscientific tools in marketing
in order to measure the unconscious responses of consumers. NM is being integrated more and more into
traditional market research, incorporating information derived from traditional, explicit tools with new ideas to
reveal how consumers really feel.
Therefore, NM is being used to study consumer behaviour and purchase decision processes (Glimcher, Camerer,
Fehr, & Poldrack, 2009) to better understand the effect that psychological phenomena and emotions have on
purchasing decisions and to provide a more comprehensive service in assessing the effectiveness of marketing
phenomena, such as advertising, the competition over consumer attention, and the insertion of products
(Reimannet et al., 2011). NM is a tool that is potentially useful for the development of more effective strategies
and action plans for brands, and corresponding business plans (Martinez, 2011).
Neuroscience, when applied to marketing, allows marketing researchers to have a better understanding of the
degree of abstraction present in the minds of customers and the role of emotions in decision-making and enables
the development of more effective methods for triggering these emotions (Vashishta & Balaji, 2012). Traditional
methods, such as interviews, surveys, or focus groups consider that people are able to describe their own
cognitive processes. However, according to some authors, the purchase process happens subconsciously (Butler,
2008; Fugate, 2008; Hubert & Kenning, 2008; Morin, 2011; Page, 2012). In addition, numerous factors motivate
participants to filter the reporting of their feelings about incentives, time cost, or peer pressure (Morin, 2011). It
is in this context that vision (and visual attention) plays a role of great importance, since it is one of the main
recipients of marketing stimuli.
There are several brain regions related to vision (approximately 25% of the brain). The processing of visual
attention begins when eyes receive light signals. This information leaves the eyes and travels to the brain through
specialised neurons called photoreceptors that convert light signals into encoded electrochemical signals
(Zurawicki, 2010). According to Russo (1978), eye movements can be considered good behavioural candidates
for measuring visual attention and information acquisition because they are closely related to higher-order
cognitive processes. Therefore, understanding and monitoring pupil dilation and other patterns in eye movement
is an important part of neuroscience for NM.
For Van Praet (2012), cognitive neuroscience today shows that humans make many irrational decisions, that
perception can be illusory, and that people’s minds in many ordinary occasions are designed for self-deception.
Neuroscience data can indicate implicit processes, improve forecasts and the generalisation of behaviour models,
www.ccsenet.org/ijps International Journal of Psychological Studies Vol. 7, No. 1; 2015
34
and provide a reliable approach to segment customers to communicate better with them (Venkatraman, Clithero,
Fitzsimons, & Huettel, 2012).
3. Eye-Tracking as a Research Tool
ET measures where the person is looking (gaze or fixation point), the time that this person looked at this certain
point, the movement of his eyes in relation to his head, pupil dilation, and the number of blinks (Zurawicki,
2010). In addition to the fixation, the sequence in which his or her eyes shift from one location to another
(saccade) can also be evaluated (Chae & Lee, 2013). There are different ET technologies to measure eye
movement and the most common are those that measure the observation of controlled stimuli at fixed points in
videos, photos, and user’s interaction with a computer screen. There are more advanced devices that also
automatically track the head position in three-dimensional space in relation to the camera (Zurawicki, 2010).
This makes the measurement process more subtle, with very little or no interaction between the researchers and
their subjects.
Studies with ET equipment, although not new, have offered new perspective within neuromarketing. These
studies, and the potential of ET, have gained relevance in today’s world of the visual pollution that is vying for
consumers’ attention. Understanding the mechanisms that guide consumers to select certain points of interest in
an image (attention standards and forecasting the places of greatest interest) have many applications for the
business world (Zhao & Koch, 2013). Therefore, ET can provide information on what is more relevant to the
involvement of attention, as it is related to patterns of visual fixations, in many different marketing issues
(Fiszman, Velasco, Salgado-Montejo, & Spence, 2013).
In addition, ET can also be used with other equipment to measure cognitive responses, lead synergy for new
insights, particularly in relation to consumer behaviour and marketing communications. When connected to
facial coding, the results show the precise amount of visual activity (exactly where people are looking)
associating specific emotional responses to different elements of a stimulus (how people felt about what they
saw).
The synchronisation between emotional response and visual focus provides a reliable method for understanding
what is driving the reactions to a given stimulus (Hill, 2011). This is of inestimable value, especially for TV
advertisements, in which lots of information is generated every millisecond, possibly hindering the identification
of what the viewer really liked, or what actually called his attention in a positive or negative way.
The typical model of eye movements applied to the use of eye-tracking consists of two concepts: fixations and
saccades (Velásquez, 2013). Nielsen and Pernice (2009) define fixation as the moment when the eyes are fixed
on an object and it is possible to enjoy it in detail, while saccades correspond to rapid eye movements between
two fixations. As seen in Exhibit 1, in addition to these major movements, ET measures other variables that may
be of great value for marketing, such as pupil dilation, pupil size (identification of attention and emotions), and
eyelid closure (sleepiness monitoring) among other measures.
Eye fixation usually ranges from approximately 200 Ms during the reading of a text to 350 Ms during viewing of
a scene. The saccades movement to the new target takes approximately 200 Ms. The resulting series of fixations
and saccades is called scan path. Scan paths are used to analyse visual perception, cognitive intent, interest, and
relevance. One possible application for marketing is how humans interact with computers, especially the
evaluation of web pages and online advertisements (by highlighting the focal points of attention), and
behavioural patterns of navigation (Zurawicki, 2010). Other eye-tracking uses have been reported by Chae and
Lee (2013), such as the recording and analysis of individuals’ visual attention by tracking eyesight in various
fields: usability, marketing, cognitive psychology, and behavioural psychology. This method helps in identifying
more effective ways of producing online sales and identifying difficulties during the customer checkout process,
either with the format or any of the purchasing steps.
Orquín and Loose (2013) argue that the eyes’ movement during the decision-making process is partially driven
by the requirements of a given task and partly by the properties of stimuli (that are causing a bias in order to
capture information) where striking visual stimuli are favoured. The factors that contribute to attention, and
influence the meaning of a stimulus to an individual, are top-down and bottom-up factors (Behe, Zhao, Sage,
Huddleston, & Minahan, 2013). To Pieters and Wedel (2004) bottom-up factors are the characteristics of the
stimulus itself, and they are a rapid form of attentional capture. Top-down factors, in turn, are previous ideas
about the product that consumer already had. Top-down factors require consumers to voluntarily search and pay
attention to specific information.
www.ccsenet.org/ijps International Journal of Psychological Studies Vol. 7, No. 1; 2015
35
Table 1. Variables usually measured by eye-tracking
What can be
tracked? Application
Gaze direction
and gaze point
Gaze interaction with computers and other interfaces in behavioural research.
Tests the human response to better understand what attracts people’s attention.
Detection of eye
presence
Finding the eyes is the first thing the eye-tracking system does and is therefore a
key part of eye-tracking.
Eye position
The ability to calculate the eye position in real time is part of what makes the ET
system accurate and precise with regard to visual attention, including studies of
advertising campaigns on television, internet, and cinemas, with no delays in the
processing of this information.
Eye
identification
Eye tracking identifies individual ocular characteristics based on geometric
calibration. The geometrical characteristics of the eye and iris identification can
also be used for user identification.
Eyelid closure Eyelid closure is used to monitor the attention or sleepiness of people.
Pupil dilation
and size These are reliable measures of emotions and are used in market research.
Source: Tobii Technology (2013)
4. Results of the Literature Review
This section analyses papers found in literature that explored the following topics: brand equity, segmentation,
product decisions, pricing decisions, place and promotion decisions, and social marketing. These studies were
not necessarily categorised by the authors as NM studies; however, they may fall within this line of research,
also serving as a basis for further related studies.
4.1 Brand Equity
A brand is a world of attractions and desires for consumers, so it should be dynamic, active, and present in the
life and mind of a consumer, stimulating their brain and generating emotions (Martinez, 2011). Companies build
their brand equity (BE) by creating brand knowledge structures with the target audience. Three major BE drivers
can be categorised as: initial choices of brand elements (brand name, logos, symbols, characters, representatives,
slogans, jingles, packaging, and signs); the product, the service, and all associated marketing activities and
support marketing programs; and, finally, other associations indirectly transferred to the brand (Kotler & Keller,
2009). ET may contribute to the definition of the brand elements by testing with potential consumers and
identifying drivers that cause more visual impact.
Research examined the shopping experiences of individuals in an experimental laboratory to determine whether
consumers prefer a product with third-party brands or the private label brands owned by supermarkets. Using ET
to analyse the process of decision-making, researchers concluded that the purchase decision and the time spent
observing the packaging indicates that participants preferred the packaging with widely recognised third-party
brands compared to supermarket private label brands (Hurley, Ouzts, Fischer, & Gomes, 2013). Quantifying this
interest through the visual attention given to one brand over a competing brand is another potential use of ET,
since it would become a quantifiable parameter to analyse the impact of changes in the variables of BE boosters
over time.
Chae and Lee (2013) investigated the impact of using celebrities as human brands on the quality of consumer
decisions in an environment of online purchases through the analysis of visual attention using ET. They
concluded that using human brands could improve a consumer’s decision-making process and improve the
quality of their decisions by encouraging intuitive choices and reducing cognitive, emotional effort. They found
that the fixation duration on the human brand image (regarded as visual attention in this research) is relatively
longer during this high-quality decision. The fixation duration on the human brand image can also increase trust
in products and encourage consumers to think positively about the quality of decisions they make (both long eye
fixation and high product trust result from high decision quality). Another study on human brands showed that
the level of consumer appeal for images of known individuals in online shopping has a significant influence on
visual attention and purchase intent for consumers in relation to a product (Chae & Lee, 2013).
www.ccsenet.org/ijps International Journal of Psychological Studies Vol. 7, No. 1; 2015
36
The convergence of other attention behaviours, such as selecting channels with a TV remote control during
advertisements, and attention to the brand, also represent a great potential for ET. Teixeira, Wedel and Pieters
(2012) studied the impact of branding activities through the audio-visual representation of brands. They also
analysed the focus, attention dispersion, and evasion of consumers during TV advertisements. Using
eye-tracking data in association with records of the TV remote control, they analysed 2,000 participants and 31
TV advertisements. Among their findings, the experiment revealed that keeping full and constant brand exposure
significantly decrease devasion.
Another study with TV advertisements using ET evaluated the effectiveness of brand presentation when subjects
were allowed to fast-forward through advertisements with a remote control until their program resumed. The
study concluded that the viewer’s attention is strongly limited to the centre of the screen when fast-forwarding.
ET can help us to understand the new challenges created with technological changes and their effects on
consumers’ attention (Brasel & Gips, 2008). Anticipating this behaviour, advertisements transmitted during
fast-forwarding can still bring static images, which would allow advertisers to communicate part of the desired
information, like the brand logo, for instance. Clearly, ET has very interesting potential in the study of brands
and technologies, revealing many alternatives for bringing the brand to the consumer, even with increasing
challenges to maintaining visual attention.
4.2 Segmentation
To some extent, every individual has similar needs in relation to most products. However, various segments of
the larger market have different needs, and companies seek to target some of these other markets with their
advertisements (Hawkins et al., 2009). Segmentation standards based on visual attention behaviours are unusual,
but they represent a great potential for marketing since people of different ages, cultures, and educational levels
may have different behaviours. On the other hand, any other segmentation criteria would benefit from the
knowledge of visual attention behaviour patterns within selected segments of the larger market.
In addition, identifying and grouping different sets of needs that a product or a company can meet involves
traditional marketing research, such as focus groups, and in-depth interviews. What these types of research
cannot capture, however, are implicit and unconscious information in the decision-making process. The
identification of these cognitive processes that lead to individual variability in consumer behaviour can create
new approaches for marketing researchers in the task of segmenting potential target markets (Venkatramanet al.,
2012). The importance of vision for neuroscience can be evaluated by the proportion of designated space in the
brain for the processing of visual images and associations: 25% of its volume is dedicated to this purpose
(Zurawicki, 2010).
ET studies may contribute to measuring these cognitive and behavioural processes related to vision. Behavioural
segmentation of visual attention, for example, can occur during a user’s online activity, and the result would be
the customisation of specific advertisement banners in relation to colours, shapes, message content, etc.
(Hawkins et al., 2009). Other attributes commonly used to form segmentation criteria (age, income, religion,
educational level, housing, etc.) may possibly be associated with visual attention behaviour in order to identify
its specific patterns.
4.3 Products
To be successful, products must meet the needs of the target market better than their competitors (Hawkins et al.,
2009). ET can significantly contribute to this goal since it helps us to understand what attracts a customer to that
product, the way the customer is related to the product and its packaging, and the positive or negative ways the
customer interacts with, consumes, or uses the product.
The opportunities for understanding the brain during the analysis of a design was explored by Stoll, Baecke and
Kenning (2008), who analysed the attractiveness of packaging designs using functional magnetic resonance
imaging (fMRI) to identify what was happening in the subject’s brain. Accordingly, ET has great potential either
alone as main search tool or in combination with other equipment that is being used in NM, such as fMRI,
PET-SCAN or EEG. ET can help to define the industrial design of products, packaging, and nutrition labels.
Both the product and its packaging influence attention, evaluation, and ultimately, impact whether or notthe
consumer decides to purchase the product (Fenko, Schifferstein, & Hekkert, 2010). Fiszman et al. (2013)
reported that although researchers work to innovate when developing new packaging formats, trying to create
new multisensory experiences in packaging, many of the new designs are only visually perceptible. Their
research was aiming to determine how the packaging elements for a particular brand of jam attracted attention
and the immediate message the packaging conveyed. They concluded that certain package elements could be
www.ccsenet.org/ijps International Journal of Psychological Studies Vol. 7, No. 1; 2015
37
used to drive the attention of the consumer. For example, the researchers found that the picture on the packaging
label and the bottle shape influenced consumers’ willingness to try the product. Their research used ET and a
qualitative research method known as word association.
Another study investigated the visual attention behaviour in nutrition information of food labels. With the use of
ET, it was possible to identify consumers with two different kinds of characteristics: analytical-rational thinking
and intuitive-empirical thinking. Consumers who predominantly used analytical-rational thinking searched for
more information and performed a more careful analysis of nutritional information to inform their choices than
those consumers who predominantly used intuitive-empirical thinking. These findings have potential
implications for the design of communication strategies aimed at changing diet patterns, because it was found
that consumers’ attention was mainly determined by top-down factors; analytical-rational consumers tend to look
for specific information on the labels (Ares et al., 2013).
An additional study investigated how consumers acquire information from food labels through eye tracking. The
participants of the study performed two tasks in which they evaluated the perception of how healthy the products
appeared to be and their willingness to buy them by observing three unknown labels of three different products
(mayonnaise, bread and yogurt). As they assessed the labels, participants’ eye movements were recorded by
means of ET. The results showed the following: in order to assess their willingness to purchase unknown food
labels, consumers turn their attention to selected areas in search of specific information such as brand,
ingredients, nutritional information, and the pictures on the labels, regardless of the type of product and label
design (Ares, Mawad, Giméneza, & Maiche, 2013).
ET may also be used in combination with electroencephalogram (EEG) equipment, which identifies brain waves
linked to levels of attention and different emotions. During research on the decision processes of consumers, the
combined use of these devices attempted to verify the attributes of a sweet that most influenced their decision.
The participants read descriptions of the characteristics of three kinds of cookies. An analysis of combined
information indicated that the flavours and toppings of cookies were more important factors than their shape in
determining the participants’ choice to purchase them (Khushaba et al., 2013).
Even using only ET, the data obtained are of great value for the development of products. For example, a study
of women selecting ladies’ handbags demonstrated the motivation to observe specific parts of the product and
identified a clear order of priorities and fixations on different parts of the product. Based on the statistical
analysis of fixations, the author came to the following conclusion: the handbag body was the part that first
attracted the attention of participants and the handle was the part that received most attention, generating a
stronger visual attraction (Ho, 2014). This line of research provides evidence that eye tracking can be applied to
future empirical research into the visual behaviour of consumers.
Research on ET may contribute to the development of new products. From designing the best package in terms
of functionality and usability to the development of a new product and the attractiveness of its design, ET has
potential uses that are not yet fully exploited by organisations during the development or improvement of their
products.
4.4 Prices
Understanding the psychology of price is crucial for decision making. The way prices are presented has
implications on how people process information in any decision context. A study showed the errors made by
consumers when processing prices that end in .99 compared to prices that end in .00, which suggests that
individuals pay less attention to the trailing numbers in a sequence (Bizer & Schindler, 2005). Moreover, the
price displayed to the left or right of an item can influence customers’ perceptions of the value of a product (Suri
& Grewal, 2011).
Price promotions are a key marketing tool that retailers use to generate sales and increase their market share
(Grewal et al., 2011). Thus, eye-tracking studies can assist in the development of flyers and online or offline
sales, helping retailers determine whether to use the selling price, the reference price, a sales slogan, colours,
amount in dollars, or amount in percentages.
Consumers tend to process price information in a relative way and not absolute way (Lindsey-Mullikin &
Grewal, 2006). Therefore, they are often more susceptible to $5 off a $10 item than $5 off a $100 item. For
cheaper items, there is a tendency to value an amount saved in terms of a percentage rather than in terms of
currency (Chen, Monroe, & Lou, 1998). Another study shows that consumers respond to the colour of prices in
marketing communications (Grewal et al., 2011).
www.ccsenet.org/ijps International Journal of Psychological Studies Vol. 7, No. 1; 2015
38
There are many possibilities for studies in which ET allows pricing analysis. For example, ET has been used in
determining behaviour patterns in reading habits and helped advertisers to format more attractive pricing
packages. One research project examined numeric digits and eye movements in order to identify patterns in
selective visual attention related to the rounding of prices. The project investigated whether individuals are
conscious or not of left-right orientation (front/rear) when reading numeric digits. It was concluded that the use
of specific combinations of digits might result in the perception that a price is higher or lower than its actual
value (Coulter, 2007).
There are relatively few studies relating price and visual attention. There are still many research opportunities
associated with visual attention behaviour, reading behaviour patterns, and other possible ET analyses, including
the following: pricing, price changes, price presentation formats (colours, sizes, types of letters, location etc.),
use of dollar signs and commas, and other pricing issues.
4.5 Place and Promotion
Store marketing is gaining importance for marketing in general, because the competition for consumer attention
is increasingly fierce (Shankar, Inman, Mantrala, Kelley, & Rizley, 2011). Many of the purchasing decisions in
supermarkets, for example, are made when consumers are in the store (Point of Purchase Advertising Institute
[POPAI], 1997). Consumers only observe and evaluate a fraction of the hundreds of alternatives on supermarket
shelves (Inman & Winer, 1998). The behaviour of consumers at the point of purchase is therefore influenced by
visual attention factors: the arrangement of the product on the shelf, colours, and other elements (Wedel &
Pieters, 2008).
Some studies have used ET to investigate the role of various stimuli on the shelves (Chandon, Hutchinson,
Bradlow, & Young, 2009). The ET technology assesses exactly what consumers see and what they miss when
they are looking at different categories (Grewal et al., 2011). ET studies may provide insights into which
elements are the most important and effective in attracting attention and enhancing sales (Grewal et al., 2011).
Marketing communications that can benefit from new ET studies include advertising, sales force, public
relations, packaging, and other signs that the company provides about itself and its products. All stages of
communication-strategy development will provide a better understanding of visual behaviour. ET can assist in
understanding the best features of messages directed toward certain groups, features such as words, images,
symbols as they are used in mass-media advertising (television, radio, interviews, newspapers, and internet),
direct mail, and other time-sensitive venues.
For example, one particular study tested the relationship between the colours used on websites and the trust and
satisfaction engendered in customers. The study found cultural effects moderating this relationship between
colour and customer loyalty. Online satisfaction and trust proved to be strong predictors of online loyalty with
respect to colours. Colour choices significantly influenced online trust and satisfaction. Differences were found
among subjects that came from several different countries: Japan, Germany and Canada. The study demonstrated
that the impact of the variation in colour schemes supports the idea that colour has the potential to influence the
perceptions, emotions, reactions and behavioural intentions of users (Cyr, Head, & Larios, 2010).
In another study, researchers analysed the impact of contrasting colours in the fruit and vegetable market on the
attention behaviour of customers. They used ET to determine the perceived quality, visual appeal, and purchase
intent of customers. Results were measured using a Likert scale. Six different types of product packaging were
photographed with four treatments of different colours: the same original colour of products, variations of
complementary packaging colours, complementary-analogous colours and analogous colours. It was concluded
that products using packaging with colours that were the same or similar to the fruits and vegetables within the
packaging were perceived as higher quality, more visually appealing, and more likely to produce purchase intent
than those products with complementary treatments or complementary-analogous treatments (Bix, Seo, &
Sundar, 2013). Therefore, ET helps to increase the perceived value of products through a better understanding of
consumer perceptions.
ET was also used to evaluate the effectiveness of marketing emails on people from different demographics, and
from various market sectors, in order to identify techniques that could be applied to improve engagement and
performance. One study examined 50 emails in eight different categories, including fashion, holidays, daily sales,
and Christmas gifts. The researchers discovered the benefits of elaborating on the structure of marketing emails
using digital signalling, consumer clicks, key contents, a combination of text and pictures, digital sales
techniques, graphic elements, decreased spacing between elements, and the importance of peripheral vision, all
of which influence the direction of eye movement (Rowe & Burridge, 2012). ET can serve as a basis for the
www.ccsenet.org/ijps International Journal of Psychological Studies Vol. 7, No. 1; 2015
39
selection of the best mix of variables, allowing these variables to be optimised to increase the effectiveness of
email marketing for different situations and audiences.
Another related study examined the attention of consumers on internet banners to determine the effectiveness of
these banners. The results suggest that animation in banners does not necessarily increase the user’s attention but
even if the user does not consciously notice a banner, his attitude toward the brand is influenced (Lee & Ahn,
2012). An additional study examined the effect of stimuli on consumers’ attention to print ads. The results
showed that the focus of the reader’s visual attention can be efficiently directed by using certain techniques
(Hutton & Nolte, 2011).
Considering its potential, there are a relatively small number of studies of ET but ET is already attracting the
attention of marketers in areas not previously considered. It is possible to perform observational studies in
situations without any interference from researchers. This occurs with portable or stationary ET equipment in
public places with high foot traffic, like a sidewalk near a storefront window. This format of visual attention
identification will revolutionise the way that companies will address store layout, show windows, or the
arrangement of products on a shelf.
4.6 Social Marketing
Social marketing is an area that employs marketing techniques aimed at achieving socially desirable outcomes
(Donovan, 2011). Social marketing aims to encourage a variety of positive behaviours, such as mass media
advertisements that warn the general public of the dangers of drug use, or the consequences of driving under the
influence of alcohol (Grier & Bryant, 2005). ET studies may contribute to the improvement of these ads by
analysing their messages and the behaviour of their target audience. For example, efforts to understand the
difference between the visual attention of smokers and that of non-smokers would be a great candidate for ET
(Baschnagel, 2013).
In this line of research, one study investigated the visual attention of adolescents (aged 14-19) on the health
warnings displayed on cigarette packages. Some of the adolescents had never smoked, some were experimenters,
some were weekly smokers and others smoked daily. It was concluded that adolescents who never smoked paid
attention to health warnings in different types of packaging, a behaviour that may be related to their decision not
to smoke. The behaviour of smokers was quite different (Maynard, Munafò, & Leonards, 2013). A better
understanding of the visual attention of smokers and non-smokers can aid in the effectiveness of specific
campaigns for these groups of adolescents.
Another social problem being studied is the irresponsible consumption of alcoholic beverages. A study
conducted using adolescents investigated whether they pay attention to messages about responsibility and
moderation that appear in magazine advertisements for alcoholic beverages. The study evaluated the association
between attention and the subjects’ ability to accurately recall the content of these messages. In general, the
messages were the rarely viewed. Beverage bottles, product logos, and graphics were the elements most often
seen in the ads. One of the conclusions of the study was that messages about responsibility and moderation failed
to capture the attention of adolescents who participated in the study and that further typo graphical modification
would be needed to make the messages more effective (Thomsen & Fulton, 2007).
Clearly, ET can be used in Social Marketing, potentially increasing the effectiveness of social communication in
different media and encouraging a deeper understanding of positive or negative attitudes toward social issues.
5. Final Remarks
This paper has shown the potential of Eye Tracking for neuromarketing research and for the development of
marketing in general. The use of Eye Tracking and Neuromarketing in marketing analysis is becoming
increasingly popular and shows great potential for aiding market research, innovation, product development,
advertising, sales, customer service, loyalty programs, and various other marketing topics.
Eye-tracking in market research can provide insights into participants’ habits even when these participants are
not aware that they are being observed. This information is mainly related to what should attract visual attention
or visual behaviour in different situations. Other qualitative techniques can also be used in combination with
eyetracking to provide more information about the cognitive and affective responses of consumers.
This study demonstrates that there is a wide range of possibilities for the use of eyetracking in neuromarketing
and visual neuroscience. Further visual attention studies related to brand equity, segmentation, new product
development, pricing decisions, place and promotion, and social marketing should be carried out to highlight this
potential. Other studies and lines of research that were not listed may also be conducted. Since Neuromarketing
and Eye Tracking are becoming increasingly popular in academia and the business world, clearly there are other
www.ccsenet.org/ijps International Journal of Psychological Studies Vol. 7, No. 1; 2015
40
research possibilities yet to be identified. In conclusion, it can be inferred that, with all this potential, we can
expect the increasingly frequent use of this equipment and this line of research, which will soon become a part of
mainstream marketing.
References
Ares, G., Giménez, A., Bruzzone, F., Vidal, L., Antúnez, L., & Maiche, A. (2013). Consumer visual processing
of food labels: Results from an eye-tracking study. Journal of Sensory Studies, 28, 138-153.
http://dx.doi.org/10.1111/joss.12031
Ares, G., Mawad, F., Giméneza, A., & Maiche, A. (2013). Influence of rational and intuitive thinking styles on
food choice: Preliminary evidence from an eye-tracking study with yogurt labels. Food Quality and
Preference, 31, 28-37. http://dx.doi.org/10.1016/j.foodqual.2013.07.005
Baschnagel, J. S. (2013). Using mobile eye-tracking to assess attention to smoking cues in a naturalized
environment. Addictive Behaviors, 38, 2837-2840. http://dx.doi.org/10.1016/j.addbeh.2013.08.005
Behe, B. K., Zhao, J., Sage, L., Huddleston, P. T., & Minahan, S. (2013). Display signs and involvement: The
visual path to purchase intention. International Review of Retail, Distribution and Consumer Research, 23,
511-522. http://dx.doi.org/10.1080/09593969.2013.832695
Bercea, M. D. (2013). Quantitative versus qualitative in neuromarketing research (Munich Personal RePEc
Archive, Paper No. 44134, pp. 1-12). Retrieved from
http://mpra.ub.uni-muenchen.de/44134/1/MPRA_paper_44134.pdf
Bix, L., Seo, W., & Sundar, R. P. (2013). The effect of colour contrast on consumers’ attentive behaviours and
perception of fresh produce. Packaging Technology and Science, 26, 96-104.
http://dx.doi.org/10.1002/pts.1972
Bizer, G. Y., & Schindler, R. M. (2005). Direct evidence of ending-digit drop-off in price information processing.
Psychology & Marketing, 22, 771-802. http://dx.doi.org/10.1002/mar.20084
Brasel, S. A., & Gips, J. (2008). Breaking through fast-forwarding: Brand information and visual attention.
Journal of Marketing, 72(6), 31-48.
Butler, M. J. (2008). Neuromarketing and the perception of knowledge. Journal of Consumer Behaviour, 7,
415-419. http://dx.doi.org/10.1002/cb.260
Calvert, G. A., & Brammer, M. J. (2012). Predicting consumer behavior: Using novel mind-reading approaches.
IEEE Pulse, 3(3), 38-41.
Chae, S. W., & Lee, K. C. (2013). Exploring the effect of the human brand on consumers’ decision quality in
online shopping: An eye-tracking approach. Online Information Review, 37, 83-100.
Chandon, P., Hutchinson, J. W., Bradlow, E. T., & Young, S. H. (2009). Does in-store marketing work? Effects
of the number and position of shelf facings on brand attention and evaluation at the point of purchase.
Journal of Marketing, 76(6), 1-17. http://dx.doi.org/10.1509/jmkg.73.6.1
Chen, S. F., Monroe, K. B., & Lou, Y. C. (1998). The effects of framing price promotion messages on
consumers’ perceptions and purchase intentions. Journal of Retailing, 74, 353-372.
http://dx.doi.org/10.1016/S0022-4359(99)80100-6
Coulter, K. S. (2007). The effects of digit-direction on eye movement bias and price rouding behavior. Journal
of Product and Brand Management, 16, 501-508.
Cyr, D., Head, M., & Larios, H. (2010). Colour appeal in website design within and across cultures: A
multi-method evaluation. International Journal of Human-Computer Studies, 68, 1-21.
http://dx.doi.org/10.1016/j.ijhcs.2009.08.005
Donovan, R. (2011). Social marketing’s mythunderstandings. Journal of Social Marketing, 1, 8-16.
Duchowski, A. T. (2003). Eye tracking methodology: Theory and pratice. New York, NY: Springer.
Fenko, A., Schifferstein, H. N. J., & Hekkert, P. (2010). Shifts in sensory dominance between various stages of
user-product interactions. Applied Ergonomics, 41, 34-40. http://dx.doi.org/10.1016/j.apergo.2009.03.007
Fiszman, B. P., Velasco, C., Salgado-Montejo, A., & Spence, C. (2013). Using combined eye tracking and word
association in order to assess novel packaging solutions: A case study involving jam jars. Food Quality and
Preference, 28, 328-338. http://dx.doi.org/10.1016/j.foodqual.2012.10.006
www.ccsenet.org/ijps International Journal of Psychological Studies Vol. 7, No. 1; 2015
41
Fugate, D. L. (2008). Marketing services more effectively with neuromarketing research: A look into the future.
Journal of Services Marketing, 22, 170-173. http://dx.doi.org/10.1108/08876040810862903
Glimcher, P. W., Camerer, C. F., Fehr, E., & Poldrack, R. A. (2009). Introduction:A brief history of
neuroeconomics. In P. W. Glimcher, C. F. Camerer, E. Fehr, & R. A. Poldrack (Eds.), Neuroeconomics:
Decision making the brain (pp. 1-12). San Diego, CA: Academic Press.
Grewal, D., Ailawadi, K. L., Gauri, D., Hall, K., Kopalle, P., & Robertson, J. R. (2011). Innovations in retail
pricing and promotions. Journal of Retailing, 87(Suppl. 1), S43-S52.
http://dx.doi.org/10.1016/j.jretai.2011.04.008
Grier, S., & Bryant, C. A. (2005). Social marketing in public health. Annual Reviews of Public Health, 26,
319-339. http://dx.doi.org/10.1146/annurev.publhealth.26.021304.144610
Hawkins, D. I., Mothersbaugh, D. L., & Best, R. J. (2009). Consumer behavior: Building marketing strategy.
NewYork, NY: McGraw-Hill.
Hill, D. (2011). Emotionomics: Leveraging emotions for business success (2nd ed.). London, United Kingdom:
Kogan Page.
Ho, H. F. (2014). The effects of controlling visual attention to handbags for women in online shops: Evidence
from eye movements. Computers in Human Behavior, 30, 146-152.
http://dx.doi.org/10.1016/j.chb.2013.08.006
Hoffman, J., & Subramaniam, B. (1995). The role of visual attention in saccadic eye movements. Perception &
Psychophysics, 57, 787-795.
Hubert, M., & Kenning, P. (2008). A current overview of consumer neuroscience. Journal of Consumer
Behaviour, 7, 272-292. http://dx.doi.org/10.1002/cb.251
Hurley, R. A., Ouzts, A., Fischer, J., & Gomes, T. (2013). Effects of private and public label packaging on
consumer purchase patterns. Packaging Technology and Science, 26, 399-412.
http://dx.doi.org/10.1002/pts.2012
Hutton, S. B., & Nolte, S. (2011). The effect of gaze cues on attention to print advertisements. Applied Cognitive
Psychology, 25, 887-892. http://dx.doi.org/10.1002/acp.1763
Inman, J. J., & Winer, R. S. (1998). Where the rubber meets the road: A model of in-store consumer
decision-making. Journal of Consumer Research, 25, 290-301.
Javor, A., Koller, M., & Lee, N. (2013). Neuromarketing and consumer behavior: Contributions to neurology.
BMC Neurology, 13, 13. http://dx.doi.org/10.1186/1471-2377-13-13
Khushaba, R. N., Wise, C., Kodagoda, S., Louviere, J., Kahn, B. E., & Townsend, C. (2013). Consumer
neuroscience: Assessing the brain response to marketing stimuli using electroencephalogram (EEG) and eye
tracking. Expert Systems with Applications, 40, 3803-3812. http://dx.doi.org/10.1016/j.eswa.2012.12.095
Kotler, P., & Keller, K. L. (2009). Marketing management (13th ed.). Upper Saddle River, NJ: Pearson Prentice
Hall.
Lee, J., & Ahn, J. H. (2012). Attention to banner ads and their effectiveness: An eye-tracking approach.
International Journal of Electronic Commerce, 17(1), 119-137.
Lindsey-Mullikin, J., & Grewal, D. (2006). Imperfect information: The persistence of price dispersion on the
web. Journal of the Academy of Marketing Science, 34, 236-243.
http://dx.doi.org/10.1177/0092070305283366
Martinez, P. (2011). The consumer mind: Brand perception and the implication for marketers. London, United
Kingdom: Kogan Page.
Maynard, O. M., Munafò, M. R., & Leonards, U. (2013). Visual attention to health warnings on plain tobacco
packaging in adolescent smokers and non-smokers. Addiction, 108, 413-419.
Morin, C. (2011). Neuromarketing: The new science of consumer behavior. Society, 48, 131-135.
http://dx.doi.org/10.1007/s12115-010-9408-1
Nielsen, J., & Pernice, K. (2009). Eyetracking web usability. In Berkeley. CA: New Riders.
Orquín, J. L., & Loose, S. M. (2013). Attention and choice: A review on eye movements in decision making.
Acta Psychologica, 144, 190-206. http://dx.doi.org/10.1016/j.actpsy.2013.06.003
www.ccsenet.org/ijps International Journal of Psychological Studies Vol. 7, No. 1; 2015
42
Page, G. (2012). Scientific realism: What ‘neuromarketing’ can and can’t tell us about consumers. International
Journal of Market Research, 54, 287-290.
Pieters, R., & Wedel, M. (2004). Attention capture and transfer in advertising. Brand, pictorial, and text-size
effects. Journal of Marketing, 68(2), 36-50. http://dx.doi.org/10.1509/jmkg.68.2.36.27794
Point of Purchase Advertising Institute. (1997). Consumer buying habits study. Washington, DC: POPAI.
Reimann, M., Schilke, O., Neuhaus, C., Weber, B., & Zaichkowsky, J. (2011). Functional magnetic resonance
imaging in consumer research: A review and application. Psychology & Marketing, 28, 608-637.
http://dx.doi.org/10.1108/13522750710740817
Rowe, A., & Burridge, L. (2012). Ten inbox secrets: What eye tracking reveals about designing better emails.
Journal of Direct, Data and Digital Marketing Practice, 14, 46-65.
http://dx.doi.org/10.1057/dddmp.2012.23
Russo, J. E. (1978). Eye fixations can save the world: A critical evaluation and a comparison between eye
fixations and other information processing methodologies. Advances in Consumer Research, 5, 561-570.
Shankar, V., Inman, J. J., Mantrala, M., Kelley, E., & Rizley, R. (2011). Innovations in shopper marketing:
Current insights and future research issues. Jornal of Retailing, 87(Suppl. 1), S29-S42.
http://dx.doi.org/10.1016/j.jretai.2011.04.007
Solnais, C., Andreu-Perez, J., Sánchez-Fernández, J., & Andréu-Abela, J. (2013). The contribution of
neuroscience to consumer research: A conceptual framework and empirical review. Journal of Economic
Psychology, 36, 68-81. http://dx.doi.org/10.1016/j.joep.2013.02.011
Stoll, M., Baecke, S., & Kenning, P. (2008). What they see is what they get? An fMRI-study on neural correlates
of attractive packaging. Journal of Consumer Behaviour, 7, 342-359. http://dx.doi.org/10.1002/cb.256
Suri, R. D., & Grewal, D. (2011). When left is right and right maybe wrong (Working Paper). Babson Park, MA:
Babson College.
Teixeira, T., Wedel, M., & Pieters, R. (2012). Emotion-induced engagement in Internet video advertisements.
Journal of Marketing Research, 49, 144-159. http://dx.doi.org/10.1509/jmr.10.0207
Thomsen, S. R. P. D., & Fulton, K. B. A. (2007). Adolescents’ attention to responsibility messages in magazine
alcohol advertisements: An eye-tracking approach. Journal of Adolescent Health, 41, 27-34.
http://dx.doi.org/10.1016/j.jadohealth.2007.02.014
Tobii Technology. (2013). Retrieved from http://www.tobii.com/en/eye-tracking-research/global/
Van Praet, D. (2012). Unconscious branding: How neuroscience can empower (and inspire) marketing. New
York, NY: Palgrave Macmillan.
Vashishta, D. S., & Balaji, B. (2012). Social cognitive neuroscience, marketing persuasion and customer
relations. Procedia-Social and Behavioral Sciences, 65, 1033-1039.
http://dx.doi.org/10.1016/j.sbspro.2012.11.238
Velásquez, J. D. (2013). Combining eye-tracking technologies with web usage mining for identifying Website
Keyobjects. Engineering Applications of Artificial Intelligence, 26, 1469-1478.
http://dx.doi.org/10.1016/j.engappai.2013.01.003
Venkatraman, V., Clithero, J. A., Fitzsimons, G. J., & Huettel, S. A.(2012). New scanner data for brand
marketers: How neuroscience can help better. Journal of Consumer Psychology, 22, 143-153.
http://dx.doi.org/10.1016/j.jcps.2011.11.008
Wedel, M., & Pieters, R. (2008). Visual marketing: From attention to action. New York, NY: Taylor & Francis.
Zhao, Q., & Koch, C. (2013). Learning saliency-based visual attention: A review. Signal Processing, 93,
1401-1407. http://dx.doi.org/10.1016/j.sigpro.2012.06.014
Zurawicki, L. (2010). Neuromarketing: Exploring the brain of the consumer. Boston, MA: Springer.
Copyrights
Copyright for this article is retained by the author(s), with first publication rights granted to the journal.
This is an open-access article distributed under the terms and conditions of the Creative Commons Attribution
license (http://creativecommons.org/licenses/by/3.0/).
... The utilization of data re-analysis technique in this paper provides a significant reference for future research and development, encompassing a summary of previous research efforts. Analyzing neuromarketing content from multiple perspectives alongside eye movement experiments is crucial for substantiating variations in data outcomes and the necessity of data science in eye movement research [21]. The study's primary indices were total time of fixation, fixation count, and the duration for the first fixation, while consumers' visual cognition, subjective satisfaction, and objective experimental design were examined. ...
... The importance of online shopping will increase over time in the era of intelligence, emphasizing the need to attract consumer attention visually. The utilization of data re-analysis technique in this paper provides a significant reference for future research and development, encompass-data outcomes and the necessity of data science in eye movement research [21]. The study's primary indices were total time of fixation, fixation count, and the duration for the first fixation, while consumers' visual cognition, subjective satisfaction, and objective experimental design were examined. ...
Article
Full-text available
As the marketing landscape continues to evolve, consumer preference remains a key driver of corporate profitability. Extensive research has shown that visual attention is a critical factor in consumer decision-making. However, a comprehensive meta-analysis of online shopping visual presentation has yet to be conducted. This paper applies various eye-tracking dependent variables to investigate consumer visual attention in relation to four common interface design factors: brand, endorser, product, and text. Generally, from the research it shown that product and brand havd positive effect, while text might be negative. It is worthy mention that we identified the subgroup analysis involving total time of fixation (SMD=-0.020, 95%CI: [-0.079,0.039], p=0.507), fixation count (SMD=-0.032, 95%CI: [-0.109,0.045], p=0.421) and time to first fixation (SMD=0.464, 95%CI: [0.346,0.582], p=0.000). In this paper, exposure time obviously impacted FC (Q-value=11.637, p=0.003) and TTFF (Q-value=10.316, p=0.006) in the reanalysis studies. Meanwhile consumer preference highly related to FC (Q=10.953, p=0.001) and TTFF (Q=6.540, p=0.011) were under concern. Studies contained 17 papers with a total of 1071 participants. The publication bias was within the reasonable rang and the heterogeneity mainly resulted in subgroup and moderator differences. Our study on systematic review and meta-analysis show that, to appropriately control the consumer visual attention attributes could be a good solution for increasing consumer preference in online shopping interaction experience. Furthermore, more controllable design factor and moderators related to visual attention should be concerned for neuromarketing progress. In the future, other measurements such as ERPs, FMRI, fINRs could be explored for making better consumer sentiment experience.
... Eye-trackers record participants' eye movements, including where they gaze and how long they focus on a particular area, where their gaze first lands and how long they glance at a given location. In order to define these variables, eye-trackers are able to measure eye direction and point, eye presence recognition, eye location, eye identity, eyelid closure, and pupil dilation and size (Santos et al., 2015). ...
Article
Full-text available
Nutritional information on packaging is becoming increasingly important in the food industry. Currently, labels are seen not only on the back of the packaging but also on the front. As there are many versions of front-of-pack labels (FoPLs), the research aims to determine which helps consumers the most in making decisions about which food to include in a healthier lifestyle. Nutri-Score, Guideline Daily Amount (GDA) and Multiple Traffic Lights (MTL) FoPLs on cereals were compared using eye-tracking (ET) and choice-based conjoint analysis (CBCA). CBCA was used to assess consumer preferences and the labels and products were also ranked. Based on the results, GDA type FoPL proved to be the most useful based on conjoint analysis, ranking and the analysis of ET parameters. This label helped participants the most in choosing the product that best fits into a healthier lifestyle. The Nutri-Score label, which offers little information on a product's nutritional content, was not favourably received by the Hungarian sample, who preferred more detailed FoP labels.
... En este sentido, Wedel (2006) propone una base teórica y discute sobre temas emergentes relacionados con el marketing visual. Otros estudios, como el de Santos (2015), identifican la importancia del uso de esta herramienta en el valor de marca, la segmentación y las decisiones de precios, mientras que Guo (2016) sugiere que el eye tracking puede ser utilizado para evaluar el diseño del producto, pero que también se deben considerar los mecanismos de atención visual. ...
... En este sentido, Wedel (2006) propone una base teórica y discute sobre temas emergentes relacionados con el marketing visual. Otros estudios, como el de Santos (2015), identifican la importancia del uso de esta herramienta en el valor de marca, la segmentación y las decisiones de precios, mientras que Guo (2016) sugiere que el eye tracking puede ser utilizado para evaluar el diseño del producto, pero que también se deben considerar los mecanismos de atención visual. ...
Book
Full-text available
En Diseño moviendo al Mundo se recopilan investigaciones donde el denominador de los artículos es pensar al diseño como disciplina holística que al extender lazos a otros mundos del saber aporta herramientas conceptuales y estrategias proyectuales para desenredar problemas e inspirar gráficos, objetos, servicios y sistemas para la buena vida de las personas.
... En este sentido, Wedel (2006) propone una base teórica y discute sobre temas emergentes relacionados con el marketing visual. Otros estudios, como el de Santos (2015), identifican la importancia del uso de esta herramienta en el valor de marca, la segmentación y las decisiones de precios, mientras que Guo (2016) sugiere que el eye tracking puede ser utilizado para evaluar el diseño del producto, pero que también se deben considerar los mecanismos de atención visual. ...
Book
Full-text available
En Diseño moviendo al Mundo se recopilan investigaciones donde el denominador de los artículos es pensar al diseño como disciplina holística que al extender lazos a otros mundos del saber aporta herramientas conceptuales y estrategias proyectuales para desenredar problemas e inspirar gráficos, objetos, servicios y sistemas para la buena vida de las personas.
... Their advantage in overt attention decoding is evident as they directly provide gaze information with high spatial and temporal resolution. Therefore, gaze maps exported from eye trackers are usually considered the ground truth for attention in many fields such as video saliency prediction [40], neuromarketing [41], and cognitive workload measurement [42]. Additionally, eye trackers have been found useful in quantifying the absolute attention level. ...
Preprint
Full-text available
Selective attention enables humans to efficiently process visual stimuli by enhancing important locations or objects and filtering out irrelevant information. Locating visual attention is a fundamental problem in neuroscience with potential applications in brain-computer interfaces. Conventional paradigms often use synthetic stimuli or static images, but visual stimuli in real life contain smooth and highly irregular dynamics. In this study, we show that these irregular dynamics in natural videos can be decoded from electroencephalography (EEG) signals to perform selective visual attention decoding. To this end, we propose an experimental paradigm in which participants attend to one of two superimposed videos, each showing a center-aligned person performing a stage act. We then train a stimulus-informed decoder to extract EEG signal components that are correlated with the motion patterns of the attended object, and show that this decoder can be used on unseen data to detect which of both objects is attended. Eye movements are also found to be correlated to the motion patterns in the attended video, despite the spatial overlap between the target and the distractor. We further show that these eye movements do not dominantly drive the EEG-based decoding and that complementary information exists in EEG and gaze data. Moreover, our results indicate that EEG also captures information about unattended objects. To our knowledge, this study is the first to explore EEG-based selective visual attention decoding on natural videos, opening new possibilities for experiment design in related fields.
... Stanton et al. (2016) conclude that neuromarketing is the use of neuroscience and other physiological research techniques to gain new insights into any study related to marketing or consumer behavior. Despite this existing dispute in terms, one thing certain is that the combination of the two words, neuro and marketing, demonstrates the convergence of two disciplines, which are neuroscience and marketing (Santos et al., 2015). This emerging discipline reflects the focus on customer physiological indicators, and provides a new perspective for marketing and wider business research. ...
Article
Technological advancements like metaverse, and edge computing are rapidly changing how technology is influencing marketers as well as their customer’s life cycle- behaviour and experiences. Accordingly, this research article aims to investigate the marketing automation landscape, focusing on new technologies, and trends that are affecting strategies and offering businesses new ways to transform and optimise their marketing efforts. Marketers are using technology for two major purposes: Digital marketing and marketing automation, this paper focuses on marketing automation. The article discusses automation trends in conversational marketing and opportunities for businesses to engage with their customers effectively. The author also studies the integration of marketing activities with emerging technologies like digital twins, blockchain, etc. along with a focus on ethical and responsible marketing automation practices. The future of automation in marketing concludes the research article.
Article
Full-text available
This paper leverages recent strides in virtual reality (VR) technology to dissect user gaze patterns and initial responses in a VR-based in-store environment, with a focus on how visual elements impact attention in Human–Computer Interaction (HCI). Specifically, this exploratory study focuses on brand-centric components such as logos and colors, while also considering individual variables such as gender and design background. Employing a mixed-methods approach, the research combines qualitative and quantitative tools. A VR-integrated eye-tracking system records how participants’ gaze behaves in a virtual retail environment. The study collects data from 50 participants in four scenarios: a control store (Case 1), introduction of the brand’s logo signage (Case 2), infusion of the brand’s primary color (Case 3), and a fusion of logo and color (Case 4). Two key eye-tracking metrics—time to first fixation (TTFF) and first fixation duration (FFD)—are harnessed to scrutinize gaze behavior across elements such as wall color, logo signage, wall display fixtures, and media screens. The research unearths statistically significant effects of visual elements on gaze behavior, with particular emphasis on TTFF and FFD. Gender disparities come to light in Cases 2, 3, and 4, affecting FFD on wall color (AOI 1) and TTFF on brand logo signage (AOI 2) in Case 2. Moreover, disparities in design background surface in Cases 1 and 3. Complementing the eye-tracking data and post-experiment interviews capture users’ initial gaze attraction and preferences, offering valuable insights into their rationale. In essence, this study underscores the transformative potential of VR technology and eye-tracking techniques in HCI and furnishes actionable insights for those seeking to elevate brand recognition and consumer engagement within immersive virtual retail settings.
Article
Human gaze provides valuable information on human focus and intentions, making it a crucial area of research. Recently, deep learning has revolutionized appearance-based gaze estimation. However, due to the unique features of gaze estimation research, such as the unfair comparison between 2D gaze positions and 3D gaze vectors and the different pre-processing and post-processing methods, there is a lack of a definitive guideline for developing deep learning-based gaze estimation algorithms. In this paper, we present a systematic review of the appearance-based gaze estimation methods using deep learning. Firstly, we survey the existing gaze estimation algorithms along the typical gaze estimation pipeline: deep feature extraction, deep learning model design, personal calibration and platforms. Secondly, to fairly compare the performance of different approaches, we summarize the data pre-processing and post-processing methods, including face/eye detection, data rectification, 2D/3D gaze conversion and gaze origin conversion. Finally, we set up a comprehensive benchmark for deep learning-based gaze estimation. We characterize all the public datasets and provide the source code of typical gaze estimation algorithms. This paper serves not only as a reference to develop deep learning-based gaze estimation methods, but also a guideline for future gaze estimation research. The project web page can be found at https://phi-ai.buaa.edu.cn/Gazehub/ .
Article
Full-text available
The success of marketing lies in creation of an impression in the minds of the customers thereby fostering brand recall and further purchase intention. The challenge, however, is to hit the right "buy button" of the brain to deliver what the customer exactly requires. The functioning of the human brain has been the central focus of psychology and neuroscience researchers. Neuroscience combined with marketing has helped evolve the discipline of neuromarketing with precision and reliability. This research paper explores the impact of various persuasion attempts (traditional and neuroscientific adopted by the marketer) on customer privacy and in turn its impact on customer relations. The research has been conducted in Indian cities of Delhi/NCR, Bengaluru and Mumbai over a period of three months, It is concluded that traditional persuasion attempts do not always affect customer privacy adversely but at times cause disturbance to the customers which might affect the customer relations in the long run. Neuroscientific persuasion attempts, on the other hand, have adverse impact on customer privacy and customer relations as these techniques unintentionally reveal the inner secrets of the customers without their approval and awareness, Managerial implications are also considered. (C) 2012 Published by Elsevier Ltd.
Article
Abstract Recent trends in marketing have demonstrated an increased focus on in-store expenditures with the hope of “grabbing consumers” at the point of purchase, but does this make sense? To help answer this question, the authors examine the interplay between in- ...
Article
Consumers have a limited capacity to process all the information they face when deciding their food choices and usually rely on effortless and intuitive thoughts. According to the cognitive-experiential self theory human behavior is determined by the interaction of the two information processing systems: rational and intuitive. Consumers differ in their preference for these two thinking styles, which leads to differences in how they make their decisions. The aim of the present work was to evaluate the influence of rational and intuitive thinking styles on consumer choices and information processing when evaluating yogurt labels. Seventy-one consumers completed a choice-conjoint task with yogurt labels. Three 2-level variables were considered: fat and sugar content (low vs. high), label background (Background A vs. Background B), and traffic light system (present vs. absent). Consumers were presented with 8 choice sets composed of two labels on a computer screen, and were asked to indicate which one they would consume. Their eye movements were recorded during the task using an eye-tracker. After completing the conjoint task, consumers completed the Rational Experiential Inventory (REI). Latent class cluster analysis identified two consumer segments with different preference for analytic-rational or intuitive-experiential thinking styles. Consumers who predominantly relied on analytical-rational thinking engaged on a greater information search and a more thoughtful analysis of nutritional information for making their choices than consumers who preferred intuitive-experiential thinking. Besides, thinking style had a strong influence on the part-worth utilities of the evaluated variables. Results from the present work provide preliminary evidence about the influence of thinking style on consumer food choices, which can have potential implications for the design of communication strategies aimed at changing dietary patterns.
Article
Print advertisements often employ images of humans whose gaze may be focussed on an object or region within the advertisement. Gaze cues are powerful factors in determining the focus of our attention, but there have been no systematic studies exploring the impact of gaze cues on attention to print advertisements. We tracked participants' eyes whilst they read an on-screen magazine containing advertisements in which the model either looked at the product being advertised or towards the viewer. When the model's gaze was directed at the product, participants spent longer looking at the product, the brand logo and the rest of the advertisement compared to when the model's gaze was directed towards the viewer. These results demonstrate that the focus of reader's attention can be readily manipulated by gaze cues provided by models in advertisements, and that these influences go beyond simply drawing attention to the cued area of the advertisement. Copyright © 2010 John Wiley & Sons, Ltd.
Article
The evaluation of package branding is important to determine its ability to connect with consumers on an emotional level. In the past, focus groups have been the traditional method used to evaluate branding; however, focus groups can be seen as an inaccurate method of gathering data due to purely qualitative data collection. This paper presents a retail shopping experiment conducted in CUShop™, a consumer experience laboratory, to determine whether consumers prefer a public label product versus a private label product, utilizing eye tracking to analyse the decision-making process. Results illustrated that purchase decision as well as time spent observing packaging indicates that participants preferred public branded packaging with respect to its private label competitor. Copyright © 2013 John Wiley & Sons, Ltd.
Article
Food labels play a key role in attracting consumers' attention and providing information that could largely influence their purchase decisions. The aim of the present work was to evaluate how consumers acquire information from food labels using eye-tracking measures. Fifty-three consumers completed two tasks in which they evaluated perceived healthfulness of the products and willingness to purchase by looking at three unknown labels of three different products (mayonnaise, pan bread and yogurt). Participants' eye movements were recorded using an eye tracker while evaluating the labels. Results showed that in order to evaluate their willingness to purchase and perceived healthfulness of unknown food labels, consumers directed their attention to selected areas, searching for specific information such as brand, ingredients, nutritional information and the image on the label, regardless of type of product and label design. Attention measures based on memory have been reported to be poor indicators of what consumers actually attend to, mainly due to the fact that attention is not necessarily active and conscious. Eye-tracking measures could be a useful way of studying consumers' processing of visual stimuli such as food labels. Results from the present study suggested that attention toward unfamiliar food labels was mainly determined by top-down factors. Consumers mainly scanned the labels, searching for specific information related to brand, composition and nutritional information.
Article
Purpose The purpose of this paper is to investigate how employing human brands affects consumers' decision quality in an online shopping environment by analysing visual attention using an eye‐tracking technique. Design/methodology/approach The experimental design used to examine the effect of human brands in an online shopping environment was a two‐factor repeated measure with two levels for each factor. The first factor of the design was a within‐factor measure of the product type, and the second was a between‐factor measure of the level of perceived decision quality. For this experiment 38 healthy participants were recruited at a university in South Korea. Findings First employing human brands in an online shop influences consumers' perceived decision quality. Second the results support a significant difference in perceived product trust between the two perceived decision quality levels. Finally the product type influences consumers' perceived trust towards the product. Research limitations/implications This research has the limitations of a relatively small sample size and the use of a sample of university students, which may not be representative of the general population. Future researchers could utilise experiments to analyse the message area of the screen for detailed product descriptions and include various samples, which could result in additional insights and generalised experimental results. Practical implications Employing human brands can improve consumers' decision making processes and enhance the quality of their decisions by reducing cognitive effort and appealing to consumers emotionally through heuristic choices. In addition it can increase trust towards products and, furthermore, lead consumers to think positively about the quality of the decisions they make. The paper suggests that companies apply human brands in online shops to improve consumers' decision quality and obtain competitive advantage. Originality/value One of this paper's contributions is employing a multi‐method approach, a self‐reported questionnaire and eye‐movement data, to gain a deeper understanding of the data when observing a complex phenomenon, as consumers themselves may not be aware of their reactions in such situations.