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Emotional connection of consumer personality traits with brand personality trait: Theoretical considerations

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Concept of brand personality nowadays is widely discussed both in the science and business environments, however, the question of congruence between brand personality and consumer personality is still lacking clearness and in-depth analysis. Studies done in marketing field prove that consumers with specific personalities choose brands with similar brand personalities; however this is not proved for all types of personalities. Moreover, similarity or congruence concept is not discussed in detail and it remains unclear, how many traits or to what extent the personalities should be similar or different. The remaining sources of literature present ideas that consumer may choose brand with aspirational or even opposite personality, but these cases and the reasons for such choices often are not discussed. This paper aims to present detailed analysis on topic of congruence between brand personality and consumer personality. Moreover, new theoretical model based on main and complementary traits of both consumer and brand personalities is developed for examining connection between consumer and brand personalities.
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EMOTIONAL CONNECTION OF CONSUMER PERSONALITY TRAITS
WITH BRAND PERSONALITY TRAITS:
THEORETICAL CONSIDERATIONS
Eleonora Seimiene
Vilnius University, Lithuania, eleonora.seimiene@gmail.com
Abstract
Concept of brand personality nowadays is widely discussed both in the science and business
environments, however, the question of congruence between brand personality and consumer personality is
still lacking clearness and in-depth analysis. Studies done in marketing field prove that consumers with
specific personalities choose brands with similar brand personalities; however this is not proved for all types
of personalities. Moreover, similarity or congruence concept is not discussed in detail and it remains unclear,
how many traits or to what extent the personalities should be similar or different. The remaining sources of
literature present ideas that consumer may choose brand with aspirational or even opposite personality, but
these cases and the reasons for such choices often are not discussed. This paper aims to present detailed
analysis on topic of congruence between brand personality and consumer personality. Moreover, new
theoretical model based on main and complementary traits of both consumer and brand personalities is
developed for examining connection between consumer and brand personalities.
Keywords: brand personality, consumer personality, consumer choice, emotional marketing.
JEL Classification: M31, M37.
Introduction
It has been confirmed that despite functional characteristics such as price, packaging, distribution the
brand also has a symbolic meaning which is called brand personality (D. Aaker, 1996; J. Aaker, 1997; Kotler
& Keller, 2006). Nowadays the concept of emotional marketing is spread world-wide and broadly used.
Brand personality, which could be understood as an emotional connection between consumer and brand,
acquires even more important role in creating, developing and maintaining strong brands (Sirgy, 1982;
Malhotra, 1988; Biel, 1993; Fournier, 1998; Kim et al., 2001; Kapferer, 2008; Lin, 2010). Scientists have
proved that emotions are underlying driving force of human behavior, therefore brand personality should be
perceived as a main element of any successful brand.
It is argued that brand personality is an important aspect in brand choice process, however, fewer
articles and scientists analyze emotional connection between brand and consumer personalities.
Nevertheless, the majority of publications in marketing field argue that consumer chooses brand with
personality similar to his/ her own, this conclusion is partly based on general assumptions and studies applied
from psychology field (Vitz & Johnston, 1965; Byrne & Griffitt, 1969; Nias, 1979; Antill, 1983; Carli et al.,
1991; Shank & Langmeyer, 1994). Congruence between consumer and brand personalities is also proven by
studies done in marketing and consumer behavior field (Maehle & Shneor, 2010; Lin, 2010), however,
analysis of congruence concept is still not very detailed and exhaustive. It is important to notice, that some
scientists and marketing specialists (Kotler & Keller, 2006; Till & Heckler, 2009) present cases or situations
when consumer chooses the brand with personality different compared to his/ her personality, but these cases
also lack detailed analysis.
Therefore, the object of scientific research is a connection of consumer personality with brand
personality. The main objective of this paper is to present detailed analysis on topic of congruence between
brand personality and consumer personality. Moreover, the author develops theoretical model based on
review of scientific literature that could be used by both scientists and marketing specialists for analyzing
consumer personality emotional connection with brand personality. The following research methods are used
in the paper: systemic, comparative and logical analysis of scientific literature, content analysis.
Concept of brand personality
In scientific literature authors usually analyze two dimensions of brand image: rational and emotional.
Rational brand image consists of such functional characteristics as price, quality, distribution channels,
packaging, etc. Nowadays there are lots of brands which have similar or even the same functional
characteristics, therefore for marketers it becomes almost impossible to differentiate the brand on rational
level. Differentiation of brand using only functional attributes also poses threat that features could be easily
http://dx.doi.org/10.5755/j01.em.17.4.3016
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copied by competitors (Till & Heckler, 2009). By creating emotional image of the brand company could
obtain a really strong differentiator. Brand personality is emotional brand image, in other words: emotional
connection between consumer and brand.
Concept of product personality was first described by Martineau (1957) to define the non-material
dimensions (character) of a store that make it special. J. Aaker (1997) describes brand personality as a set of
human characteristics associated with the brand. Definition presented by J. Aaker is one of the most well-
known descriptions of brand personality. Brand personality could be described using the same characteristics
as human personality: social-demographic (sex, age, social class, etc.), lifestyle (leisure time, hobbies,
interests, etc.) and specific traits of character (friendly, warm, calm, bold, careless, independent, self-assured,
etc.) (Levy, 1959; D. Aaker, 1996).
The author of this paper argues that in brand personality concept definition it should also be stated
how personality of a brand is created. Therefore, author describes brand personality as associations in
consumer’s subconscious level created by two aspects: rational brand image and perception of typical
consumer. Brand personality is created through three sources: associations consumers have about the brand,
image of the company that produces the brand (corporate image) and product attributes, such as distribution
channels, packaging, etc. (Lin, 2010). According to Levy, image of brand users (typical consumers of the
brand) and personnel of the company are also important factors that have impact on perception of brand
personality (Levy, 1959).
Brand personality helps to create a stronger brand in several ways. First, brand personality that is
attractive to consumer plays role of self-expression. Second, brand personality helps to build relationship
between brand and consumer. Third, brand personality also communicates functional features of brand. (D.
Aaker, 1996). Distinctive brand personality creates in consumer’s memory a set of unique and positive
characteristics thus forming and enlarging brand equity (Keller, 1993; Keller, 2008; Johnson et al., 2000;
Phau & Lau, 2000). Well developed and established brand personality has a positive impact on brand
preference, loyalty, attitudes and satisfaction towards the brand (Sirgy, 1982; Malhotra, 1988; Biel, 1993;
Fournier, 1998; Kim et al., 2001; Kapferer, 2008; Lin, 2010).
J. Aaker (1997) conducted research into brand personalities and identified following five dimensions
consisting of 42 traits:
1. Sincerity: down-to-earth, honest, wholesome, and cheerful.
2. Excitement: daring, spirited, imaginative, and up-to-date.
3. Competence: reliable, intelligent, and successful.
4. Sophistication: upper-class and charming.
5. Ruggedness: outdoorsy and tough.
Aaker analyzed some well-known brands and found that a number of them tended to be strong on one
particular trait. However, a brand may have several different attributes, also.
Nevertheless, brand personality scale developed by J. Aaker partly or fully has been used in a lot of
studies of consumer behavior (Okazaki, 2006; Supphellen & Gronhaug, 2003; Venable et al., 2003); it has
been criticized, too. Main criticism is received while trying to answer question, whether brand personality
scales really measure brand personality. Azoulay and Kapferer (2003) argue that the concept of Aaker’s
brand personality is not defined properly. That is why brand personality scales in fact does not measure
brand personality, but merges altogether a number of dimensions of a brand identity. Therefore,
Azoulay and Kapferer say that “personality” and other concepts such as “self” are taken from
psychology and adaption of these concepts in marketing is needed. They suggest that the concept of
brand personality should be described as a unique set of human personality traits both applicable and
relevant to brands.
Structural and semantic validity of Aaker’s brand personality scale is also questioned, especially when
it comes to the usage of the scale in culturally different contexts (Achouri, 2010). Because of these reason
the scale was adopted to Japanese market (Lin, 2010).
Due to the criticism of Aaker’s brand personality scale Geuens et al. (2009) developed a new scale for
measuring brand personality. The new scale consists of five factors (Activity, Responsibility,
Aggressiveness, Simplicity, and Emotionality) and twelve traits. Compared to other scales, this scale was
proved to be reliable for comparison between brand and category, for comparison between brands within
category and for between respondent comparison. Moreover, the scale also was proved to be reliable and
valid in cross-cultural studies.
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Concept of consumer personality or self-image
Personality is an abstract concept and due to this reason it is quite difficult to present an exact
description of personality. Moreover, scientists often describe personality in the context of analyzed topic or
field, that is the reason why a lot of descriptions of personality concepts exist (Pikturinienė & Kurtinaitienė,
2010). According to Engel et al. (1969) personality could be described as traits of the individual, which have
impact on his/her general behavior’s peculiarities.
Freud was the first psychologist who presented a personality theory. He perceived personality as
something dynamic, multiple and cumulative. Freud argued that every personality consists from 3 layers or
elements: ego, superego and id. Theory of Freud is rarely applied in marketing directly, however, it is very
important as he introduced the idea that people make decisions unconsciously (Mayers, 2000; Pikturinienė &
Kurtinaitienė, 2010).
Freud’s ideas were partly developed by Adler and Jung, who argued that personality is formed not
only by ego, superego and id, but also by social environment. Jung presented his theory of personality
typology based on two main components: outward direction (extraversion) and in-ward direction
(introversion); and main functions of psyche (senses, thinking, feelings and intuition). Eight personality
types were developed: four extraverts with dominating senses/ thinking/ feeling/ intuition and four introverts
with same dominating functions. Jung dimensions were further developed by Eysenck (1967), who suggested
the method, how to measure exact type of personality.
Goldberg (1990) presented Big-Five theory, which is widely used in consumer behavior research. Five
dimensions of the model are often labeled as O.C.E.A.N.:
1. Openness to experience: inventive/curious vs. consistent/cautious. Such elements as appreciation
for art, emotion, adventure, unusual ideas, intellectual curiosity, imagination and variety of
experience.
2. Conscientiousness: efficient/organized vs. easy-going/careless. Such traits as a tendency to show
self-discipline, act dutifully, orderly, trustworthy, aim for achievement; planned behavior.
3. Extraversion: outgoing/energetic vs. solitary/reserved. Such traits as energy, positive emotions,
openness to others, sociability, impulsivity.
4. Agreeableness: friendly/compassionate vs. cold/unkind. Such traits as kind, compassionate,
modest, trust, cooperative.
5. Neuroticism: sensitive/nervous vs. secure/confident. Such traits as anxious, unstable, nervous,
vulnerable, a tendency to express unpleasant emotions.
Nevertheless, the development of Big-Five model was not theory-driven; the model integrates
personality concepts of such scientists as Jung, Eysenck, which makes it more reliable (Sanz et al., 2008).
Adjective-based approach is more often used compared to statements-based approach for evaluation of
personality using Big-Five model (Gill & Hodgkinson, 2007).
According to the author of this paper, it is important to notice that from psychological point of view
concepts of personality and self-image are different. Personality should be understood as traits that describe
individuals; moreover, psychological approach is usually used for understanding personality (e.g. Myers-
Briggs type indicator). Self-image should be perceived as how one views himself/ herself, what traits does
he/ she attributes to his/ her self. That is why self-image is more a projection of the individual, but not his/
her exact psychological portrait. Studies in marketing or consumer behavior topics prove that it is usually
enough to measure consumer self-image, but not consumer personality. Despite the stated difference between
personality and self-image concepts the author uses them as synonyms in the paper.
Congruence between brand and consumer personalities
In scientific literature connection between brand and consumer personalities is perceived mainly in
two ways:
1. Identic approach”: consumer chooses the brand consistent with his/ her personality or self-
image
2. Differential approach”: consumer chooses the brand that is different from his/ her personality or
self-image
Nowadays in marketing it is believed that consumer chooses brand with personality similar to his/ her
own, however this conclusion is partly based on general assumptions and studies applied from psychology
field (Vitz & Johnston, 1965; Byrne & Griffitt, 1969; Nias, 1979; Antill, 1983; Carli et al., 1991; Shank &
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Langmeyer, 1994). The author thinks that nevertheless marketing as an applied science, the concepts,
constructs and relations taken from psychology should be analyzed in detail, verified and only then applied.
Consciously or unconsciously consumers perceive their possessions (material things) as part of
themselves (Belk, 1988). People also acquire or reinforce their sense of self through the goods they buy (and
what these material things symbolize both to themselves and to others with whom they communicate)
(Dolich, 1969; Hamm & Cundiff, 1969; Johar & Sirgy, 1991).
According to D. Aaker people tend to choose brand with personality similar to their own, moreover
the congruence between brand personality and consumer personality or self-image has impact on consumer’s
commitment with the brand (D. Aaker, 1996). The more congruent are brand and consumer personalities, the
more committed is consumer.
Recent studies done in marketing field prove that consumers with specific personalities choose brands
with similar brand personalities compared to their own, but this is not proved for all types of personalities.
Maehle and Shneor (2010) in their research have identified brand preferences of consumers with different
personality types. They found that consumers prefer brands with personalities that match their own. For
brand personality research Maehle and Shneor were using brand personality scale developed by J. Aaker and
Ekelund’s Diversity Icebraker (DI) scale for consumer personality research. They found out that consumers
with Blue DI type exhibit clear aversion from the excitement dimension of brand personality, whereas
consumers with Red DI type exhibit clear preference for the sincerity dimension of brand personality.
However, there were no clear results concerning Green DI type, type of individuals that are quite
individualistic, non-conformist and innovative. Having all this in mind, author of this article thinks there is a
gap in the performed studies and therefore statement “Not all types of consumer personalities choose brands
with brand personalities similar compared to their own” should be analyzed in further research.
Moreover, the research done by Maehle and Shneor revealed a possible hierarchy of brand personality
dimensions’ influence. They argue that there might be potential hierarchy of dimensions influence, where
certain brand dimensions may be more dominant than others in preference of consumers with different
personality type. Therefore, the author of this paper proposes that “While analyzing preference of consumers
with different personality types, traits of brand personality need to be categorized into main and
complementary ones.
In her article The Malleable Self (1999) J. Aaker argues that the perception of the self could be
different: real, ideal, private or public. Therefore, Aaker partly negates the view that only personality profile
of target group should be taken into account while developing brand personality. According to her, the
strategy of brand personality development should be chosen deciding on what positioning is the most
important in each case: user, situational, usage, etc. Having in mind experiments of Aaker, the author of this
paper suggests that Consumers might choose the brand with personality that is congruent not only to
consumers real self, but also ideal self. And the brand that is chosen might be different in these situations.”
Lin (2010) also states for “identic approach” and her studies show that consumers prefer brands with
personalities that more closely match their own self-concept. J. Aaker (1999) notified that real and ideal
selves should be distinguished, but Lin does not see differences between these two concepts and this could
be perceived as a weak aspect of her studies.
Representatives of “differential approach” Till and Heckler argue that traits of brand personality
should not be identical to traits of consumer personality. According to them, lots of marketing specialists do
a mistake trying to transfer consumer personality characteristics into brand personality (Till & Heckler,
2009). Brand personality should be attractive to consumers, but not exactly the same as consumer.
Both well-known marketing specialists Kotler and Keller agree with “identic approach”, that
consumer chooses the brand with personality similar to his/ her own. Kotler and Keller (2006) state that
implication of Aaker brand personality scale is that brands will attract persons who are high on the same
personality traits. According to Sirgy (1982), consumers often choose and use the brands that have a brand
personality consistent with their own actual self-concept (how one views oneself). Nevertheless, Sirgy also
thinks that in some cases the match may be based on the consumer’s ideal self-concept (how one would like
to view oneself) or even other’s self-concept (how one thinks others see one) rather than actual self-image.
Some publications (Kotler & Keller, 2006; Till & Heckler, 2009) also present ideas that consumer
may choose brand with aspirational or even opposite personality compared to consumers’, however these
cases and the reasons for such choice are not analyzed in detail. Moreover, the author of this paper thinks
that similarity or congruence concept is not discussed in detail by most scientists and it remains unclear, how
many traits or to what extent the personalities should be similar or different.
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Theoretical model of emotional connection between brand and consumer personalities
In psychology personality could be described with several main traits and important values, other traits
are complementary and present only in some situations (Mayers, 2000). D. Aaker (1996) uses main and
complementary traits model for analyzing brand image. According to D. Aaker, the brand operating in
several markets has the same main features; however, complementary traits are different. The author of this
paper thinks that it would be also useful to analyze brand personality through main and complementary traits.
Such analysis would provide in-depth understanding of how consumers are choosing brands in the context of
brand personality.
Figure 1. Theoretical model of emotional connection between brand and consumer personalities
Having all these in mind and based on scientific literature review, the author thinks there is need for a
new theoretical model in order to study emotional connection between consumer personality and brand
personality. The model (see Figure 1) analyzes main and complementary traits of both consumer and brand
personalities and their various combinations. The author argues that comparison of C1 (main traits of
consumer personality) with B1 (main traits of brand personality) shows the nature of relation between brand
and consumer personalities: whether the brand is chosen or rejected. Comparison of C2 (complementary
traits of consumer personality) with B2 (complementary traits of brand personality) helps to identify
different forms of this connection. The author states four different situations out of theoretical model for
analyzing connection between consumer and brand personalities:
1. C1 = B1 & C2 = B2: main and complementary traits of consumer personality are similar
compared to main and complementary traits of brand personality; therefore the consumer chooses the brand.
2. C1 = B1 & C2 B2: main traits of consumer and brand personalities are similar, but
complementary traits are different; therefore the consumer chooses the brand.
3. C1 ≠ B1 & C2 = B2: main traits of consumer and brand personalities are different, but
complementary traits are similar; therefore, the consumer rejects the brand.
4. C1 ≠ B1 & C2 ≠ B2: main and complementary traits of consumer personality are different
compared to main and complementary traits of brand personality; therefore, the consumer rejects the brand.
Research based on this theoretical model would answer such particular questions as for example:
what happens if consumer personality main traits and brand personality main traits are completely different,
but complementary traits are the same, will consumer choose the brand in this case; what happens if
consumer personality traits and brand personality traits, both main and complementary are completely
different, will consumer refuse the brand in this case.
Conclusions
Despite the fact that number of scientific articles analyzing connection between brand and consumer
personalities have increased recently, this topic still lacks detailed and precise analysis. Major part of
publications in marketing and consumer behavior field ground the idea that consumer chooses the brand with
personality similar to his/ her own. However, scientific literature review revealed that:
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1. Not all types of consumer personalities choose the brand with personalities similar to their own;
and it remains unclear what are the preferences of these consumers and why, if so, their choice is
different.
2. There is a potential hierarchy in traits of brand personality, therefore it is important to analyze
traits of both brand and consumer personalities divided into main and complementary ones.
3. Consumers might choose the brand with personality that is congruent not only to consumers’ real
self, but also ideal self. This could be the reason why brand with different personality compared to
consumer personality is chosen.
To sum up, the author presents theoretical model of emotional connection between brand and
consumer personalities. The model shows nature and form of relation between brand and consumer
personalities. According to authors’ stated hypotheses, the consumer will choose the brand if main traits of
both brand and consumer personalities are similar, and will reject the brand if main traits are different.
Limitations of this paper are due to the fact that only theoretical considerations were presented,
empirical research on analyzed topic was not performed. Potential research on emotional connection between
brand and consumer personalities would provide both marketing scientists and specialists with in-depth
understanding of how consumers are choosing brands and how better knowledge of brand personality might
be used in order to build strong and successful brand.
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... Several studies indicated that consumers are going to choose brands that match their personality the most (Seimiene, 2012;Tan et al., 2016;Tuzcuoglu et al., 2018). Seimiene (2012) in her theoretical model of emotional connection between brand and consumer personalities concluded that the main traits of both brand and consumer personalities should be similar; in that way consumers will more likely choose a certain brand. ...
... Several studies indicated that consumers are going to choose brands that match their personality the most (Seimiene, 2012;Tan et al., 2016;Tuzcuoglu et al., 2018). Seimiene (2012) in her theoretical model of emotional connection between brand and consumer personalities concluded that the main traits of both brand and consumer personalities should be similar; in that way consumers will more likely choose a certain brand. Akin (2017) states that placing a product with a generic name directly leads to decreased market share since that product is now seen as common. ...
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Research Question: The goal of this research is to describe how the concept of brand personality and its dimensions affect customer satisfaction and loyalty. Motivation: Creating brand personality is an efficient differentiation strategy, used by numerous companies for building and sustaining competitive advantage. Brands with personality are considered as real people and can be described using human characteristics. Therefore, consumers can establish connection with them more easily, which increases customer satisfaction and brand loyalty. Idea: The main idea of this paper was to empirically evaluate the relationship between the concept of brand personality and its dimensions and customer satisfaction and loyalty. Data: The information for this purpose was gathered through a survey that included 191 participants. Tools: Collected data were statistically analyzed using descriptive statistics, reliability and regression analyses in order to test the hypothesis. Findings: The results have proved that the brand personality plays a significant part in building satisfaction and loyalty. Furthermore, results indicate a significant positive relationship between all five brand personality dimensions and satisfaction on loyalty, with excitement and competency as dominant. Contribution: This paper provides new insights significant for the Serbian-speaking audience and is genuinely useful since it stresses the importance of brand personification and its influence on success. Therefore, it can be used by brand managers to aid the process of establishing and sustaining strong brands Abstract:
... Among the studies of brand personality scale, Aaker's (1997) scale is the predominant applied measure (Eisend & Stokburger-Sauer, 2013) adapting the human five-factor model of personality "the Big Five's: sincerity, excitement, competence, sophistication, and ruggedness. Despite the popular application of Aaker's brand personality scale in research and its significant contribution to brand personality theory, it has encountered a range of criticisms owing to its conceptual and applicability limitations (Rup et al., 2021;LaraRodríguez et al., 2019;Ahmad & Thyagaraj, 2017;Rauschnabel et al., 2016;Srivastava & Sharma, 2016;Avis et al., 2014;Seimiene, 2012;Geuens et al., 2009;Sargeant et al., 2008). In response, Venable et al. (2005) outlined four relevant brand personality dimensions for NPOs: integrity, ruggedness, nurturance, sophistication. ...
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In a hidden environment, brand personality occupies a cardinal position in non-profit organisations. Thus, the non-human, inanimate entities seek ways of applying the element of anthropomorphism in their brand personality in relation to brand experience and brand relationship without diluting their essence. To achieve that, the present paper attempts to identify whether the brand personality construct is affected by brand experience (i.e., sensory, affective, behavioural, and intellectual) and brand relationship concepts of the “self” (i.e., self-concept, self-expression, and self-congruity). The data were collected using an online survey and the data analysis was conducted using the Structural Equations Modeling. The study consisted of 213 participants—families with three children—members of the “OPOTTE: Federation for Families with Three Children in Greece”. Results suggest that an activist and advocatory personality is being revealed to its members. Particularly, the study highlights that the elements of brand experience and brand relationship can affect brand personality nature.
... The findings suggest that the Big Five traits are significantly related to preferences on particular dimensions of brand personality and brand loyalty; e.g. conscientious and persons higher on neuroticism tend to be more loyal to a brand and they tend to demonstrate preferences towards trusted brands, whereas extroverted persons tend to show preferences towards sociable brands (Aaker, 1997;Ghorbani & Mousavi, 2014;Matzler, Bidmon, & Grabner-Kräuter, 2006;Milas & Mlačić, 2007;Seimiene, 2012). ...
... Future research could conduct a careful review and try to include more characteristics related to the airline industry in which the offered product mostly relies on labours. Finally, Maehle and Shneor (2010) and Seimiene (2012) indicated that customers prefer a brand closed to them in terms of personality. In other words, there is a connection between customer personality with brand personality. ...
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... Future research could conduct a careful review and try to include more characteristics related to the airline industry in which the offered product mostly relies on labours. Finally, Maehle and Shneor (2010) and Seimiene (2012) indicated that customers prefer a brand closed to them in terms of personality. In other words, there is a connection between customer personality with brand personality. ...
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... Personality can be useful in the analysis of customer's behaviour for the selection and shopping of most of specific products and brands; and it is one of the concepts that has been under serious research regarding consumer's behaviour (15). Personality is an abstract concepts; often scientists have certain descriptions and analyses of personality, because of this there are many explanations for personality (16). Personality is an organized and unified set consisting of rather stable features, which differentiate one person from another (17); it is a psychological concept understood as a set of stable mental and psychological features that lead to human activities and experiences (18). ...
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... This paper also mentions about the future trends that the consumer will mostly prefer less alcohol content in beer in coming days as of health consciousness. Seimiene(2012)has a theoretical approach which shows that consumer may choose the brand based on their aspirational and opposite personality. Itwas also found that not all consumer chooses the brand based on their own personality. ...
... They suggest that the concept of brand personality should be described as a unique set of human personality traits both applicable and relevant to brands. The other criticism concerns the non-generalizability of the factor structure for analyses at the respondent level (Seimiene, 2012;Geuens, Weijters, & Wulf, 2009). ...
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