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CBS AND HEXACO BEHAVIOR ANALYSIS
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Abstract
Personality traits determine the psychological and social well-being of individuals hence the importance of studying them. This study was set to establish the influence of age, gender, and CBS11(the government hiding behind individuals after committing crime conspiracy) on the average HEXACO personality score. This was a non-experimental study design that involve a total of 397 respondents. The objective was tested using multiple linear regression. It was observed a joint influence of age, gender, and CBS11 on the average personality scores. Individually, gender and CBS 11 influenced substantially the personality score whereas age did not. It is therefore concluded that personality traits based on the HEXACO scale were influenced
evidently by gender and the conspiracy about the government (CBS11).
Introduction
Human personality by definition, is the distinct differences in characteristics patterns of
behaving, feeling, and thinking. Measuring personality can be done using different means
including projective techniques, rating scales, personality inventories, interviews, and
observation of a person's behavior. One of the most common rating scales is the HEXACO scale.
It is worth noting that personality is mainly characterized based on five broad groups which
include openness, agreeableness, neuroticism, conscientiousness, and extraversion. Nevertheless,
psychologists, in the early 2000s, came up with the sixth factor of personality that led to a new
model referred to as HEXACO. In this new model, the new factor is honesty-humility which is a
key component of moral character. While HEXACO retains most of the big five principles, it still
redefines some of the factors of personality alongside adding the sixth. The redefined big
component is neuroticism which corresponds to a trait factor emotionality where more
components such as sentimentality are added. Besides, agreeableness which covers the condition
of one's anger is also linked to neuroticism. Honesty-humility, the first factor in HEXACO which
reflects on the level at which an individual encourages or discourages their personal interests
above anyone else's and includes factors such as fairness, sincerity, interest, and modesty in sign
and wealth status. It is through this factor that a person's moral character is defined. Its inception
was therefore important considering that character serves a really vital function in humans by
revealing the deepest intentions of a person towards other people. From past studies, the
character is suggested to be among the first impressions that individuals attempt to gauge while
sizing up other people. For instance, people may want to know the intention of a stranger among
them. Generally, the HEXACO scale has a total of 60 statements designed on a Likert scale. It is
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these statements that are answered and averages acquired to determine the level of personality by
an individual. The kind of response made in the HEXACO scale in the measure of personality depends
upon several factors. This ranges from demographic factors such as age, gender, education level,
and the social environment upon which one is brought up or stays into other psychological
matters like conspiracies and beliefs. Gender has been proven to play a significant role on both
the joint personality scale and the key individual variables. In a past study, females were
discovered to be much warmer, more anxious, friendly, and sensitive to their feelings when
compared to men[ CITATION Rob172 \l 1033 ]. In contrast, men constantly regarded themselves
as more assertive beings who are open to new ideas. It was established that on average, women
expressed higher personality scores in terms of openness to experience, neuroticism, and
agreeableness while men scored high on the extraversion facet as well as openness to new
experiences[ CITATION Yan11 \l 1033 ]. In a different study that covered 55 cultures and 17000
respondents, women were found to score more in neuroticism and agreeableness alongside
conscientiousness and extraversion (gregariousness and warmth facets)[ CITATION Sco19 \l
1033 ]. Nevertheless, this was challenged on the grounds that participants rated their own
personalities, and therefore, males and females differed mainly due to self-description based on
societal context. While the exact effect of gender on the HEXACO personality score is not
known, it is observable that it plays a significant role in personality scores[ CITATION Jar16 \l
1033 ]. Like gender, age plays a pivotal role in shaping the personality traits of an individual.
Previously, it was suspected that the personalities of people were fixed during childhood.
Nonetheless, a recent study revealed that the personality of an individual is in constant evolution
throughout his/ her life[ CITATION Gor20 \l 1033 ]. Personality for women and men older than
thirty years, a case involving 132515 adults between 21 and 60 years, established that personality
changed as one age depending on other factors such as new environment and personal
experiences[ CITATION Har16 \l 1033 ]. A major theory states that genetics is responsible for
the personality of a person and as such, the personality trait changes are expected to slow when
other maturation functions slow. This statement, however, contradicted the assumptions that have
long been held (Donnellan, 2008). A personality trait associated with discipline and at work and
relationship success, conscientiousness, was established to improve as a person ages where most
changes regarding the same take place while one is in the 20s. On the other hand, agreeable that's
related to generosity and warmth bucked the hypothesis that after 30, there is no change in
personalities[ CITATION Oli03 \l 1033 ]. The third influencer of the personality score is the
level of education of an individual. As one gets more educated, there are many things he/she
learns in regards to shaping character both from the curriculum and social interaction. The level
of education mainly influences the openness and conscientiousness scores in which case, these
variables are positively correlated to a person’s literacy level[ CITATION Cor21 \l 1033 ].
Conspiracy plays a very important role in shaping a person’s personality. By definition,
conspiracy refers to the attempt to explain tragic or harmful events as a result of the actions of a
small commanding group. For instance, explaining the reasons behind increased extrajudicial
killings by stating that the government kills people then hides behind some
individuals[ CITATION Cor21 \l 1033 ]. The level of conspiracy majorly depends on the
environment people live in. An example, in this case, is a lawless country whose citizens can
attribute such to the failure by the government to honor court orders[ CITATION Ash09 \l 1033 ].
The studies regarding conspiracy influence on personality have resulted in contradicting results.
In one case, it was established that the belief in conspiracies has no substantial influence on the
big five personality groups[ CITATION And19 \l 1033 ]. In a different study, conspiracy beliefs
were found to impact substantially the personality scores of a person. However, this was mainly
dependent upon the societal belief in conspiracies[ CITATION Asb21 \l 1033 ]. While most studies have tackled the factors influencing personality scores based on the
HEXACO scale, contradicting results have been established regarding the significance and effect
size of influencers on the personality score. Besides, very few studies have been conducted
regarding the joint and individual influence of gender, age, and conspiracy beliefs on personality
score hence a research gap. This study was thus set to establish the predictive influence of age,
gender, and CBS11 (the conspiracy belief that the government hides behind some individuals
after committing a crime). Research Questions
1.
Is there a significant effect of age on personality scores?
2.
Is there a significant influence of gender on personality scores?
3.
Does CBS11 significantly influence personality scores?
Research Hypothesis 1.
Null Hypothesis (H
0
): Personality score is independent of age.
Alternative Hypothesis (H
A
): Age significantly influences personality scores.
2.
Null Hypothesis (H
0
): Personality score is independent of gender.
Alternative Hypothesis (H
A
): Gender significantly influences personality scores.
3.
Null Hypothesis (H
0
): Personality score is independent of CBS11.
Alternative Hypothesis (H
A
): CBS11 significantly influences personality scores.
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Methodology
Design
This is a non-experimental study design that seeks to identify the influence of gender, age, and
CBS11(government's use of people to hide its criminal activities) on the average score of the
HEXACO variable.
Participants
The study involved 397 participants between the ages of 18 and 79 years and had an average age
of 26.53(SD=12.77) years. More females (n=283, 71.3%) participated in the study compared to
males (n=114, 28.7%). The participants were recruited through an online link invitation and then
administered with the CBS and HEXACO questionnaires. The exclusion criterion was that only
undergraduate students were chosen for the study. Initially, 522 participants were randomly
selected for the study. Nevertheless, only 397 participants had their data recorded being the only
ones who completed the study. Materials
The first material used is Qualtrics, an online data collection tool. The second tool was two
questionnaires, one for HEXACO and the other for CBS statements; these were created using
Qualtrics and distributed through both social media and email platforms. The first questionnaire,
the Conspiracist Belief scale contained 15 questions that measured the belief in conspiracy
theories[ CITATION Bro13 \l 1033 ]. The second questionnaire, the HEXACO personality scale,
contained 60 statements that measured the major dimensions of personality[ CITATION Ash09 \l
1033 ]. While age was open-ended, other questions were closed-ended in a Likert scale between
1 and 5 in which case, high scores were linked with highly positive responses towards the stated
statements whereas the opposite is true for low values. The results were then reported in Excel
from which, the two categories were averaged to get the average score of HEXACO and CDS.
Data were then exported to SPSS where analysis was conducted. Procedure
The ethical approval for the study was acquired from Northumbria University. The materials
were sent using an online link and hence every participant was required to have an internet
source. Each participant first received a consent form regarding the purpose of the study and
possible implications. Thereafter, each participant was directed to the questionnaire for filling.
Upon the completion of the questionnaire, the data were recorded in an Excel table, and then
participants were provided with a debriefing form. Approximately, the process of data collection
took between 15 and 30 minutes depending on the participant. Results
To establish the predictive influence of gender, age, and CDS (11) on the average score of
HEXACO, a multiple linear regression test was used. The first report from the analysis is the
descriptive statistics score for HEXACO average and CBS as displayed in table 2. The average
HEXACO was 2.99 (SD=.20) showing that most participants were neutral in their responses for
the 60 questions. In addition, the average score of CBS11 (the use of people by the government
to hide criminal activities) was 3.21 (SD=1.18) which also shows that most people were neutral
in regards to the statement. In terms of bivariate Pearson correlation, this was done and the results are shown in Table 1 below.
Table 1. Bivariate Pearson Correlation result
Correlations
HEXACO(aver
age)
Pearson Correlation
HEXACO(avera
ge)
1.000
Age
-.019
Gender
.096
CBS11
.117
Sig. (1-tailed)
HEXACO(avera
ge)
.
Age
.351
Gender
.028
CBS11
.010
N
HEXACO(avera
ge)
397
Age
397
Gender
397
CBS11
397
From the table, there is displayed a small insignificant negative correlation between the average
scores of HEXACO and age (r=-.02, p>.05). In contrast, there was displayed a small but
significant positive correlation between HEXACO scores and gender (r=.10, p<.05) and CBS11
(r=.12, p<.05).
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The VIF value was 1 for the three variables showing the nonexistence of multicollinearity. From the regression results, age, gender, and CBS11 (perception regarding the government use
of people to hide criminal activities) were joint significant model predictors of HEXACO scores
(F (3, 393) = 3.14, p<.05)
and explained 2.3% of the model variation, a dismal percentage.
Individually, gender was a significant model predictor, β = 0.044; t (393) =1.98, p=0.049
showing that the perception of people regarding the dependent variable improved by 0.044 units
for females compared to males. Likewise, the CBS11 variable significantly predicted the model,
β = 0.021; t (393) = 2.36, p=0.019 showing that assuming other factors are kept constant,
improving the CBS11 response by a unit result in a 0.021 positive rise in the HEXACO score.
However, age was not a significant predictor of the model, β = 0.00; t (393) = 0.38, p>0.77. Discussion
This study sought to establish the influence of gender, age, and the perception of individuals
towards the use of people by the government to hide its criminal activities on the overall score of
HEXACO (honesty, emotionality, extraversion, agreeableness, conscientiousness, and openness
to experience) scale scores. It was established that gender had a significant impact on the
participants’ response to the HEXACO scale hence the corresponding null hypothesis was
rejected. Similarly, the perception of the participants regarding the government usage of people
to hide its criminal activities significantly determined the average HEXACO scores, and hence
the corresponding null hypothesis was rejected. In contrast, age was not a significant model
predictor and therefore, the equivalent null hypothesis was accepted. It is however imperative to
note that the three variables displayed a joint influence on the response variable. The study result
was compared to past works of literature. First, the study finding on gender was similar to that by
Kibeom and Michael (2020) who found that in testing the personality characteristics in different
countries, then females have a substantially higher score of personality traits than males.
Specifically, females scored highly in honesty-humility and emotionality relative to male
counterparts. Besides, while establishing the difference in age and gender on the personality
scores, Roberto et al. (2017) established that females were more likely to post their selfies, a
factor that was associated with higher levels of extraversion and emotionality, hence a similar
result to the one in this study. In an earlier study by Michael and Kibeom (2016) regarding the
influence of age on the personality traits (HEXACO-PI-R self-reports), it was established that
though to different directions, age was a significant influencer of the personality trait, a finding
that is different from the one in this study. Particularly, they established that as age increased, so
did the personality score in honesty and humility whereas the score in extraversion and
emotionality scores reduced as one aged. In a different study, Brent and Richard (2018),
established the same results on the relationship between age and personality score where the two
variables were significantly associated. Particularly, they found that in addition to extraversion
openness reduced substantially as one age whereas participants in the middle age had the highest
level of conscientiousness. It can therefore be concluded that the insignificance of the age
influence on personal trait score could have majorly been attributed to other factors such as
confounders and the distribution of age, for instance, if most respondents were clogged around a
single age group leaving other groups as outliers. While objected to establishing the association
between the conspiracist belief score and personality scores based on the HEXACO, Robert and
colleagues (2013) discovered a strong positive relationship between the average scores for the
two variables. In particular, they established that those who strongly agreed to all or most of the
CBS statements (15 in number) were highly likely to have the same mentality for the HEXACO
statements. As well, Egorova et al. (2020) found that those who believed the government to use
people to hide its performed crime also believed had personality traits that were negative while
those who were neutral also maintained the neutral score in their traits, a finding similar to the
one in this study. For the joint significance, then the study result is similar to that of Derek and
David (2013) who established the interaction significance for conspiracist belief scale, age, and
gender on the personality traits as per HEXACO. From the above works, it is clear that, apart
from the significance of age, the study resulted in finding similar ones thus proving consistency. This study is of advantage in that it provides a platform for the conduction of research, analysis,
and reporting which are key for learning purposes. Nevertheless, the study was limited to the
following two factors. First, the study excluded many variables influencing the personality traits
based on HEXACO scales such as the level of education and the social environment from which
one is brought up; this likely led to the confounding effect which could have in turn affected the
general study significance. Secondly, the study, though having a wide range of age, had ages
concentrated around one age group, that’s between 20 and 30 years hence it was not possible to
portray the effect of age on personality traits. Therefore, I suggest a further study that will
incorporate more influencers of personality traits so that an exhaustive conclusion can be made
in regards to the influencers of the response variable. Besides, I recommend a further study with
a well-distributed age variable so that the exact effect of age on personality can be established. In conclusion, the study found that gender, age, and CBS11(belief of people towards government
usage of people to hide its evil deeds) were joint predictors of personality traits using the
HEXACO scale. Likewise, the variables, except age, are evident influencers of the HEXACO
scale and can be used in predicting the personality of an individual. This study finding, other
than for learning, sets a background for extensive research by professionals on the main
influencers of the personal scale. It can also be used by the psychological bodies to confirm the
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consistency of the already done works of literature hence arriving at the best conclusion
regarding the topic.
References
Andreas, G. &. (2019). A Systematic Review and Meta-Analysis of Psychological Research on Conspiracy Beliefs: Field Characteristics, Measurement Instruments, and Associations With Personality Traits. Frontiers in Psychology, 10
.
Asbjorn, D. L. (2021). Predictors of belief in conspiracy theory: The role of individual differences in schizotypal traits, paranormal beliefs, social dominance orientation, right-
wing authoritarianism, and conspiracy mentality. Journal of Individual Difference, 173
.
Ashton, M. &. (2009). The HEXACO-60: A short measure of the major dimensions of personality. Journal of personality, 91
(4), 340-345.
Brotherton, R. F. (2013). Measuring belief in conspiracist beliefs scale: The generic conspiracist beliefs scale. Frontiers in Psychology, 4
(279).
Corazzini, L. D. (2021). The influence of personality traits on university performance: Evidence from Italian freshmen students. PloS One, 16
(11). doi:10.1371/journal.pone.0258586
Derek, A. M. (2012). The HEXACO and five-factor models of personality in relation to RIASEC
vocational interests. Journal of Vocational Behavior, 81
(2), 138-149.
Donnellan, M. B. (2008). Age differences in the Big Five across the life span: evidence from two
national samples. Psychology and Aging, 23
(3), 558–566. doi:10.1037/a0012897
Donnellan, M. B. (2008). Age differences in the Big Five across the life span: evidence from two
national samples. Psychology and Aging, 23
(3), 558-566. doi:10.1037/a0012897
Egorova et al. (2020). COVID-19: Belief in Conspiracy Theories and the Need for Quarantine. Psychology in Russia
. doi:10.11621/pir.2020.0401
Gorvett, Z. (2020, March 16). Our personalities were long thought to be fixed by the time we reach our 30s, but the latest research suggests they change throughout our lives – and bring some surprising benefits. BBC
. Retrieved from https://www.bbc.com/future/article/20200313-how-your-personality-changes-as-you-age
Harris, M. A. (2016). Personality stability from age 14 to age 77 years. Psychology and Aging, 31
(8), 862–874. doi:10.1037/pag0000133
Jarrett, C. (2016, October 12). Do men and women really have different personalities? BBC
. Retrieved from https://www.bbc.com/future/article/20161011-do-men-and-women-really-
have-different-personalities
Kibeom, L. &. (2020). Sex Differences in HEXACO Personality Characteristics Across Countries and Ethnicities. Journal of Personality, 88
(6). doi:10.1111/jopy.12551
Michael, C. A. (2016). Age trends in HEXACO-PI-R self-reports. Journal of Research in Personality, 64
.
Oliver, P. J. (2003). Personality changes for the better with age. American Psychological Association, 34
(7).
Robert et al. (2017). How HEXACO Personality Traits Predict Different Selfie-Posting Behaviors among Adolescents and Young Adults. Frontiers in Psychology
. doi:10.3389/fpsyg.2016.02080
Robert, B. C. (2013). Measuring belief in conspiracy theories: the generic conspiracist beliefs scale. Frontiers in Psychology
. doi:10.3389/fpsyg.2013.00279
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Roberto et al. (2017). How HEXACO Personality Traits Predict Different Selfie-Posting Behaviors among Adolescents and Young Adults. Frontiers in Psychology, 7
.
Scott, B. K. (2019, December 12). Taking Sex Differences in Personality Seriously. Scientific American
. Retrieved from https://blogs.scientificamerican.com/beautiful-minds/taking-
sex-differences-in-personality-seriously/
Yanna, J. W. (2011). Gender differences in personality across the ten aspects of the Big Five. Frontiers In Psychology
.
Appendix
Descriptive statistics
GET DATA
/TYPE=XLSX
/FILE='C:\Users\USER\Desktop\5663545_1722584026_5481641706991.xlsx'
/SHEET=name 'Raw Data'
/CELLRANGE=FULL
/READNAMES=ON
/DATATYPEMIN PERCENTAGE=95.0
/HIDDEN IGNORE=YES.
EXECUTE.
DATASET NAME DataSet1 WINDOW=FRONT.
FREQUENCIES VARIABLES=Age
/STATISTICS=STDDEV MINIMUM MAXIMUM MEAN SKEWNESS SESKEW
/ORDER=ANALYSIS.
Table 2. Summary statistics
FREQUENCIES VARIABLES=Gender
/STATISTICS=STDDEV MINIMUM MAXIMUM MEAN SKEWNESS SESKEW
/BARCHART FREQ
/ORDER=ANALYSIS.
Table 3. Frequency test
Regression analysis
REGRESSION
/DESCRIPTIVES MEAN STDDEV CORR SIG N
/MISSING LISTWISE
/STATISTICS COEFF OUTS R ANOVA COLLIN TOL
/CRITERIA=PIN(.05) POUT(.10)
/NOORIGIN
/DEPENDENT HEXACOaverage
/METHOD=ENTER CBS11 Age Gender.
Table 4. Regression test results
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