The Relationship between Emotional Intelligence

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    IMAGINATION, COGNITION AND PERSONALITY, Vol. 25(2) 119-145, 2005-2006

    THE RELATIONSHIP BETWEEN PSYCHOMETRIC AND

    SELF-ESTIMATED INTELLIGENCE, CREATIVITY,

    PERSONALITY AND ACADEMIC ACHIEVEMENT

    ADRIAN FURNHAM

    JANE ZHANG

    University College London

    TOMAS CHAMORRO-PREMUZIC

    Goldsmiths College London

    ABSTRACT

    This longitudinal study aimed to explore the nature of the relationships

    between personality Big Five as measured by the (NEO PI-R), psychometric

    and self-estimated intelligence (Ravens, Wonderlic and Baddeley Tests) and

    creativity (Barron Welsh Test). A model was developed which proposed that

    both self-estimated intelligence (SEI) and creativity (SEC) as well as theBig Five personality traits, predicted both psychometric intelligence and

    creativity which in turn predicted academic performance. Results showed that

    Openness was significantly correlated with, and predicted, fluid intelligence

    (Ravens) as well as psychometric Creativity (Barron Welsh). SEI was found

    to be predictive of intelligence scores on all three IQ tests. Openness to

    Experience (positively) and Conscientiousness (negatively) was found to

    predict psychometric Creativity. Males gave consistently higher estimates

    than females in SEI and SEC. Academic performance was found to be

    predicted by trait Conscientiousness, and also by Baddeley (fluid

    intelligence). Implications of this study are discussed.

    INTRODUCTION

    Over the past decade, there has been an increase in research into the relationship

    between intelligence and personality (Chamorro-Premuzic & Furnham, 2004a,

    119

    2006, Baywood Publishing Co., Inc.

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    2004b). The majority of studies investigating the relationship between personality

    factors and psychometric intelligence have yielded small but replicated effects

    (Ackerman & Heggestad, 1997; Furnham, Chamorro-Premuzic, & Moutafi, 2005;

    Goff & Ackerman, 1992; Moutafi, Furnham, & Crump, 2003). There have also

    been various studies on the relationship between self-estimated and psycho-

    metrically measured personality and intelligence (Furnham & Chamorro-

    Premuzic, 2004a,b; Chamorro-Premuzic, Furnham, & Moutafi, 2004). This study

    extends this research program by adding self-assessed and psychometric creativity

    to the above variables. In a theoretical model (see Figure 1) we examine to what

    extent three psychometrically measured variables (creativity, personality and

    intelligence) and two self-assessed variables (creativity, intelligence) predict

    academic performance. A central issue is whether a) creativity is related to

    university based grades (academic achievement) and b) whether self-assessedfactors add an incremental validity over psychometrically assessed variables.

    PERSONALITY TRAITS ANDINTELLIGENCE

    In a review of the literature Furnham and Chamorro-Premuzic (2004a) sug-

    gested it was possible to draw links between intelligence and each of the Big Five

    Personality factors. Openness to Experience is repeatedly found to be the per-

    sonality factor most influential on intelligence in this area of research (Furnham

    & Thomas, 2004; Zeidner & Matthews, 2000). In particular it correlates very

    strongly with crystallized intelligence reporting correlations of up to r= .40

    (Brand, 1994; Goff & Ackerman, 1992) and more recently r= .50 (Chamorro-

    Premuzic, Furnham & Moutafi, 2004).

    Neuroticism, in particular the elements of anxiety, angry hostility and

    depression, has been found to be modestly negatively correlated with intelligence

    in various studies (Ackerman & Heggestad, 1997; Hembre, 1988, Zeidner, 1995).

    This can be explained by the negative effects that anxiety can have on perform-

    ance in academia and IQ tests. This reasoning is supported by Ackerman and

    Heggestads (1997) findings of a substantial negative correlation between

    self-reported test anxiety and general intelligence test performance.

    Extraversion has been occasionally positively correlated with intelligence

    (Ackerman & Heggestad, 1997; Lynn, Hampson & Magee, 1984), although

    correlations are rather modest. It seems that this relationship may be dependent

    on the type of test used and precisely what it measures. Zeidner (1995) argued

    that extroverts have an advantage in performance taskswhich use quickacquisition of automatic motor sequences; however, introverts have an advantage

    in verbal tasksusing superior associative learning ability. This type of asser-

    tion addressing test conditions and test type can be explained through the dif-

    ferent personalitys responses to arousal in Eysenck and Eysencks (1985)

    arousal theory.

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    Conscientiousness has been found to be rather weakly related to intellectual

    abilities (Ackerman & Heggestad, 1997; Zeidner & Matthews, 2000). Furnham,

    Chamorro-Premuzic, and Moutafi (2005) reported a significant negative

    correlation between Conscientiousness and Baddeley Reasoning Test (BRT)

    measured intelligence (fluid intelligence). They suggested that this could pos-

    sibly be due to the participants with lower fluid intelligence compensating for

    this in a high pressure academic environment with dedication, determination

    and studious habits which are all indicative of Conscientiousness. Furnham and

    Thomas (2004) reported that in general, there were few significant correlations

    between Conscientiousness and intelligence, although, interestingly conscien-

    tiousness is strongly and repeatedly positively correlated with performance in

    both work and academia (Barrick & Mount, 1994; De Raad, 1996; Goff &

    Ackerman, 1992).There seems to be near zero correlations between Agreeableness and intel-

    ligence (Ackerman & Heggestad, 1997), because the major components of

    agreeableness such as trust, modesty and compliance seem to have no bearing on

    actual intellectual ability but may influence self evaluations of ability.

    It seems that personality and psychometric intelligence are only mostly related

    indirectly with mediation from other factors such as self-estimated intelligence

    (SEI) or test-taking style.

    SEI, AND ITS RELATIONSHIP WITH INTELLIGENCE

    AND PERSONALITY

    Research into SEI and actual intelligence performance has shown the two

    factors to be significantly positively correlated between r= .30 and r= .50

    (Furnham & Chamorro-Premuzic, 2004a; Moutafi, Chamorro-Premuzic, &

    Furnham, 2004). Recent research into this area has shown predictable correla-

    tions between SEI and psychometric intelligence test performance (Paulus,

    Lysy, & Yik, 1998; Furnham, 2001) and has highlighted the importance of

    introducing SEI into the personality-intelligence relationship. Indeed it lies at the

    heart of the model proposed by Chamorro-Premuzic and Furnham (2004a). The

    model places self-assessed intelligence as a moderator and mediator variable

    between personality traits and measures of both crystalized and fluid intelligence.

    Personality variables, as a whole, has been found to predict SEI, accounting

    for up to 17% of SEI variance in one study (Furnham & Thomas, 2004). Repeated

    studies indicate that Neuroticism is associated with lower levels of SEI (Furnham

    & Thomas, 2004; Furnham, Chamorro-Premuzic, & Moutafi, 2005) which canbe explained by Neuroticism also being related to poor self-concept (Wells

    & Matthews, 1994).

    Extraversion, notably self-confidence, was positively linked with higher

    levels of SEI (Furnham & Thomas, 2004; Furnham, Kidwai, & Thomas, 2001).

    Openness to Experience was also found to correlate positively with SAI

    SELF-ESTIMATED INTELLIGENCE / 121

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    (Subjectively assessed intelligencesame as SEI). Furnham and Thomas (2004)

    also found that Agreeableness was negatively correlated with SEI, as one of

    the major components of Agreeableness is modesty, which by nature suggests

    lower self-evaluation.

    One recent article study by Furnham et al. (2005) found that personality

    variables weakly predict IQ performance (intelligence) but SEI acts as a mediator

    between these factors, thus personality directly predicts SEI and in turn, SEI

    directly predicts IQ performance. Multiple regressions in a study by Furnham,

    Chamorro-Premuzic and Moutafi (2005) using the Baddeley Reasoning Test

    and the Wonderlic Personnel Test (which are both used in this study), showed

    that psychometric intelligence was predicted by Conscientiousness and SEI,

    and that SEI was again negatively predicted by Neuroticism (mainly anxiety) and

    Agreeableness (mainly modesty).Interestingly, SEI was correlated with different types of intelligence in each

    gender; in males it was numerical intelligence (r= .40) and in females it was

    spatial and verbal (r= .55 and r= .42 respectively) and results tended to indi-

    cate that males also overestimated over females in mathematical and spatial

    intelligences compared to females (Furnham, 2001). Differences in gender again

    affected SEI with females generally tending to give lower SEIs than males, a

    finding that is in consensus with abundant research into gender differences in

    self-reported ability. This study is also concerned with the relationship between

    intelligence, personality and SEI, but also with measures of creativity and the

    yet unused measure of self-estimated creativity (SEC).

    CREATIVITY, INTELLIGENCE, AND PERSONALITY

    Sternberg and Lubart (1995) believed that the universal factors required for

    creativity must be novelty (e.g., originality and newness) and appropriateness,

    whilst others believe that creativity is defined in terms of a specific process or

    mechanism (Weisberg, 1986). Indeed all the major researchers in this area define

    creativity in this way (Amabile, 1989; Barron, 1969). Gabora (1999) recently

    claimed that creative processing required a person to shift cognitively from

    associative thinking to cause and effect thinking. Eysenck (1995) defines

    creativity as a latent trait underlying creative behaviors and that creative

    achievement/performance is a combined function of personality, cognitive and

    environmental variables.

    There are perhaps five major positions to take on the relationship between

    intelligence and creativity as outlined in Sternbergs (1999) Handbook of Creativity. The first is that creativity is a subset of intelligence, the second

    that intelligence is a subset of creativity, the thirdbeing intelligence and creativity

    are the same thing and the fourth being that intelligence and creativity are

    completely different and unrelated. The fifth and most popular position is that

    they are overlapping sets.

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    Cattell (1971) believed that real life creativity was determined by parts

    of ones general intelligence, in particular a persons fluid intelligence (natural

    ability) and then by personality factors. McCrae (1987) also took a similar stance,

    and was particularly fascinated by the Openness to Experience factor in

    educational psychology as it is found to be modestly related to intelligence and

    quite strongly related to divergent thinking (an ability characteristic of creativity).

    Research into this area has consistently found some personality traits to be linked

    with creativity performance. Feists (1998) meta-analysis of the literature found

    that creative people tended to be more autonomous, introverted, open to new

    experiences, norm-doubting, self-confident, self-accepting, driven, ambitious,

    dominant, hostile and impulsive (p. 299). Certain traits were related negatively

    to creative scientists such as conscientiousness, conventionality, and close-

    mindedness.With respect to the Big Five factors of personality, there have been some

    interesting findings and correlates of creativity and creative output: The factor that

    is most powerfully and consistently positively linked with creativity is Openness

    to Experience (Furnham & Chamorro-Premuzic, 2004a, 2004b). McCrae & Costa

    (1997) characterized open personalities as intrinsically artistic. Rawlings, Twomey,

    Burns, and Morris (1998) found a relationship between creativity, openness

    to experience and psychoticism. By definition Openness to Experience is the

    proactive seeking and appreciation of experience for its own sake, and tolerance

    for an exploration of the unfamiliar (Costa & McCrae, 1992) and is also described

    as the willingness to try out new ideas, to explore, and to be curious about ones

    inner ideas and the outside world. Rawlings, Twomey, Burns and Morris (1998)

    found in their longitudinal study that Openness to Experience measured during

    college was the best predictor of life course creativity 45 years later. However,

    there have been some cases where the positive link between creativity and

    Openness to Experience have not been found (Martindale & Dailey, 1996).

    The other big five traits are not clearly related to creativity (Richardson,

    1995). Gotz and Gotz (1979) discovered a negative relationship between the

    factor of Neuroticism and scientific creativity but a positive relationship with

    artistic creativity. Other studies have found no relationship between the two

    (Eysenck & Furnham, 1993; Martindale & Dailey, 1996; McCrae, 1987). Thus

    the connection between these two factors is greatly contested with no real

    consistent pattern found, and it can only be concluded for the purposes of this

    study that Neuroticism and creativity are not significantly related, though

    Psychoticism is (Eysenck, 1995).

    McCrae (1987) found a positive correlation between Conscientiousness andcreativity on self-report measures of the construct. He reasoned that Conscientious

    people tend to invest more effort into pursuing creative activities than less

    Conscientious people. However, it should be noted that creativity was measured

    through self-report measures, rather than actual results of a creativity test. The

    results that indicate a positive relationship with Conscientiousness may be more

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    applicable to self-estimates of creativity (SEC) rather than actual creativity itself.

    King, McKee, Walker, & Broyles (1996) tested McCraes hypothesis again

    and found the opposite result, that Conscientiousness was in fact negatively

    significantly correlated with creativity, a pattern that was also alluded to by Feists

    (1998) meta-analysis of the literature.

    SEC AND ITS RELATIONSHIP WITH CREATIVITYAND PERSONALITY

    There appear to be very few studies on self-estimated, as opposed to, other-

    related or psychometrically assessed creativity. Furnham (1999) asked students to

    complete three estimates of their own creativity along with both a measure of

    the Big Five (NEO) and a creativity test (Barron Welsh Art Scale). He foundpersonality unrelated to psychometrically assessed intelligence. However,

    Openness was correlated with all three measures of self-estimated creativity. In

    this study we shall pursue research on the relationship between self-estimated

    and psychometric creativity as well as personality and intelligence.

    This study will address whether, by extending the same reasoning used for

    the personality, SEI and intelligence relationship, a similar pattern can be found

    for creative performance (as measured by the Barron-Welsh Art Scale) and

    SEC (self-estimation of creativity). Although, there has been little investigation

    into SEC it is possible that personality would also affect an individuals

    self-estimation of their own creative abilities, just as it does for intellectual

    abilities. Thus it is quite conceivable that a person with low self-esteem would give

    themselves both low SEI and a low SEC. The evaluation of ones own creative

    abilities would also no doubt have some impact on their creative output or at leasttheir desire to get involved with creative activities. Thus, SEC can conceivably

    act as a mediator or moderator variable between personality and Creativity.

    Personality variables such as confidence and modesty could also affect how

    a person evaluates their own creative abilities and hence their SEC. It must be

    noted that environmental factors such as actual academic or artistic performance

    and also schooling and family attitudes toward creativity would also affect

    self-evaluation of creative abilities. SEC, like SEI taps into many of Dwecks

    (1999) self-theories and factors such as self-esteem, self-motivation, self-worth

    which show that peoples beliefs about their own abilities are stable and can

    affect performance, so ends up becoming self-fulfilling.

    ACADEMIC PERFORMANCE

    Studies show that some of the Big Five personality traits are linked with

    Academic Performance (AP), in particular Openness to Experience and

    Conscientiousness (Chamorro-Premuzic & Furnham, 2003a, 2003b; Digman &

    Takemoto-Chock, 1981; Diseth, 2003; McCrae, 1987). Conscientiousness has

    been found consistently to be a powerful predictor of AP (Barrick & Mount, 1993;

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    De Raad, 1996; Diseth, 2003; Goff & Ackerman, 1992) possibly due to routine

    practices of studying and careful preparation for exams and assessments.

    Musgrave-Marquart, Bromley, and Dalley (1997) investigated academic achieve-

    ment (namely GPA) and personality and also found that Conscientiousness was

    found to predict academic achievement as predicted.

    McCrae, Costa, and Piedmont (1993) found that Openness to Experience

    was also correlated with Goughs (1987) Achievement via Independence, a

    factor predicting AP at college level. This positive correlation between Openness

    to Experience and AP was replicated by Diseth (2003). Research into other

    traits by Diseth (2003) and McCrae (1987) found that Agreeableness was

    negatively correlated with Academic Performance, a conclusion that is logically

    plausible when looking at the factors associated with Agreeableness, in

    particular, modesty.McKenzie (1989) discovered that Extraversion was negatively correlated

    with success in higher education but the relationship with anxiety was not so

    clear. He suggested however, that there was indeed a link, and that an interaction

    between neuroticism and high level of superego development (the Furneaux

    factor) was positively linked to academic achievement. The negative correlation

    with extraversion could be explained by the interpersonal and intrapersonal

    skills of a person, a highly extraverted student would perhaps spend less time

    studying and more time socializing or extracurricular activities than a less

    extraverted student thus resulting in a negative correlation with school AP

    (McCown & Johnson, 1991).

    THIS STUDY

    This longitudinal study will explore relationships between self-estimated and

    psychometrically assessed personality, intelligence, and creativity and how these

    eventually relate to university academic success. This study will investigate

    whether the association between creativity and personality is also mediated by

    SEC in the same way.

    The hypotheses investigated in this study are:

    H1: It is predicted that there will be a link between the Big Five Personality

    Traits and Psychometric Creativity and in specifically that Openness to

    Experience will yield a significant positive correlation with Creativity

    (measured by the Barron Welsh).

    H2: Openness to Experience will be significantly positively correlated with

    Fluid Intelligence (measured by the Ravens and Baddeley tests).

    H3: Fluid Intelligence (measured by the Ravens test) will be significantly

    positively correlated with Creativity.

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    H4: There will be a link between personality and SEI, specifically that

    (a) Agreeableness and SEI will produce a significant negative correlation,

    while (b) Extraversion and SEI will produce a positive correlation.

    H5: Agreeableness will be significantly negatively correlated with SEC.

    H6: There will be a significant positive correlation between general

    intelligence and Academic Achievement, specifically that the Wonderlic

    and Baddeley test scores will produce a significant positive correlation with

    AP (mean exam results).

    H7: Conscientiousness will produce a significant positive correlation

    with AP.

    H8: There will be a significant positive relationship between SEI andIntelligence. There will be significant positive correlations between: (a) the

    Ravens scores and SEI Ravens, (b) the Wonderlic scores and SEI

    Wonderlic, (c) the Baddeley test and SEI Baddeley.

    H9: There will be a significant positive correlation between SEC and

    Creativity (measured by the Barron-Welsh).

    H10: Gender will be significantly correlated with (a) SEI a and (b) SECand

    males will produce significantly higher SEI Ravens, SEI Wonderlic and

    SEI Baddeley figures than females.

    Figure 1 shows the predicted conceptual model created by combining H1-H10.

    METHOD

    Sample

    Participants were sixty-four 3rd year psychology students from University

    College London ranging in age from 20-55 years (in 2003) with 18 males and

    46 females. They were all fluent in English but came from a variety of

    backgrounds. This study uses psychometric test based personality and intelligence

    data gathered from the participants in November 2001, data on self-estimated,

    as well as psychometric creativity, and collected from the same participants

    in December 2003.

    Measures

    This study uses a questionnaire design. The tests used in this study and their

    corresponding variables measured are:

    1. The NEO PI-R Personality Inventory (Costa & McCrae, 1992)as a

    measure of Big Five personality traits in a 240-item non-timed inventory:

    Neuroticism, Extraversion, Openness to Experience, Agreeableness and

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    SELF-ESTIMATED INTELLIGENCE / 127

    Figure1

    .Apredictedmodelo

    ftheinteractionso

    fvariablesinH

    1-H

    10

    .

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    Conscientiousness. The inventory requires participants to indicate level of

    agreementwith certain statements about ones typical reactions and behaviors on a

    5-point Likert scale (1strongly disagree, 5strongly agree). This test has been

    shown to be very valid and reliable.

    2. The Ravens Standard Progressive Matrices (Raven, Court, & Raven,

    1983)as a non-verbal measure of pure fluid intelligence (gf). This 60-item test

    measuring educative ability, a component of (gf) and is timed (20 mins). Each of

    the items has a few figures, which are related by specific rules, but one figure is

    missing. Participants must find the missing one among five similar figures, by

    figuring out the rules of each set item. The 60 items are divided into five groups

    (A, B, C, D, E) of 12 items that increases in level of difficulty. The manual

    reports that studies on a wide range of age groups, cultural groups and clinical

    as well as normal populations provide abundant evidence for the tests reliabilityand validity (Raven, Court, & Raven, 1983).

    3. The Wonderlic Personnel Test (WPT) (Wonderlic, 1992)as a measure

    of general intelligence. It is a 50-item test, can be administered in 12 mins. and

    scores can range from 0-50. Items include word and number comparisons,

    disarranged sentences, serial analysis of geometric figures and story problems

    that require mathematical and logical solutions. The test has been used in various

    studies investigating intellectual ability and is shown to be very reliable.

    4. The Baddeley Reasoning Test (BRT) (Baddeley, 1968)as a measure of

    general and fluid intelligence (gf) through logical reasoning. This is a 60-item

    test with scores ranging from 0-60 and is taken in 3 minutes. Each item is a

    grammatical transformation where participants only need to answer whether

    the transformation comparison is true or false. This tests reliability and validity

    are high and has been used in a number of studies for quickly measuring

    intellectual ability.

    5. The Barron-Welsh Art Scale (Barron & Welsh, 1952)as a measure of

    creativity. This scale consists of 86 different black and white pictures arranged

    numbered to 8 pictures per page. Participants are instructed to make quick,

    instinctive, dichotomous judgments about whether they like/dislike each picture.

    They fill an L for like or a D for dislike for the number corresponding to the picture

    they are judging on the answer sheet provided. This test requires no language

    skills (Welsh, 1987).

    6. The Self-Estimates of Intelligence (SEI) Questionnaire (Furnham, 2001)

    this was developed using Gardner (1983, 1993) multiple intelligences and asks

    participants to rate their own overall intelligence and also rate themselves on

    each of the multiple intelligences on a standardized scale where 100 is theaverage rating.

    7. The Self-Estimates of Creativity (SEC) Questionnaire (Furnham, 2000)

    adapted from the SEI for creativity instead of intelligence. All items are the same

    as the SEI questionnaire, except that in all places, intelligence is replaced with

    creativity. There are thus seven types of creativity that require rating (i.e.,

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    verbal, spatial, etc.) as well as an overall scale. Participants were shown a normal

    distribution with standard deviations described and asked to give their overall

    estimated score as well as estimates on the multiple creativity types. For the

    purpose of this study only the overall measure was used.

    8. Mean End-of-Year Exams Resultsthese were used as a measure of

    Academic Performance (AP). All students took part in 6 two-hour exams at the

    end of each year2001 and 2002. The exam subjects were from the courses

    and literature students had been studying that year and answered in the form

    of essays (3 essays per exam) and these were graded by the UCL exam board

    and each paper was graded out of 100. The average exam mark used as the

    measure of academic achievement was the calculated mean between the 2001

    final exam mark and 2002 final exam mark.

    Procedure

    Participants completed the personality and intelligence tests soon after starting

    university. Three months later they estimated their own intelligence. A year

    later they completed the creativity test and estimated their creativity scores.

    All data were matched to academic exam output over a two year period. Hence

    this study was a 2-year longitudinal study. Participants received feedback on

    each of the tests that they completed.

    1. Correlations

    Pearsons Correlation Coefficients were calculated for allmeasuresin this studyand significant figures are in bold (see Table 1).

    H1: The results above show that Creativity is significantly positively

    correlated with Openness to Experience (r= .31, p = .01). Also,

    Conscientiousness was found to be significantly negatively correlated with

    Creativity with (r= .28, p < .03).

    H2: As for intelligence and personality, Openness to Experience was again

    significantly correlated with the Ravens scores which measure pure

    fluid intelligence (r= .27, p = 0.05), but not with the Wonderlic or the

    Baddeleys scores which both contain measures of general intelligence.

    H3: There was no significant correlation between creativity scores and anyof the three intelligence tests.

    H4: Conscientiousness and SEI Baddeley produced a significant positive

    correlation. However, SEI Ravens and SEI Wonderlic did not achieve

    any significant correlations with any of the Big Five Personality Factors.

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    H5: One trait in the Big Five Personality group was indeed found to predict

    SEC, this was Conscientiousness which yielded a significant positive

    correlation ofr= .30, p < .01.

    H6: The results show that there was a significant positive correlation

    between AP and the Baddeley Reasoning Test scores measuring general and

    fluid intelligence (r= .29, p < .019). However, the Ravens and Wonderlic

    scores did not significantly correlate with AP.

    130 / FURNHAM, ZHANG AND CHAMORRO-PREMUZIC

    Table 1. Pearson's Correlation Coefficients between All Relevant

    Factors and Indications of Significance

    Ravens Wonderlic Baddeley Creativity AP

    Neuroticism

    Extraversion

    Openness

    Agreeableness

    Conscientiousness

    SEI Ravens

    SEI Wonderlic

    SEI Baddeley

    SEC

    AP

    Creativity

    Gender

    .08

    .09

    .27*

    .20

    .03

    .29*

    .31*

    .25*

    .22

    .04

    .17

    .13

    .09

    .02

    .20

    .02

    .24

    .47**

    .32*

    .22

    .14

    .13

    .09

    .03

    .06

    .10

    .01

    .06

    .20

    .32*

    .29*

    .13

    .01

    .07

    .05

    .31*

    .12

    .28*

    .27*

    .21

    .14

    .04

    .05

    .15

    .04

    .40**

    SEI-

    Raven

    SEI-

    Wonderlic

    SEI-

    Baddeley SEC

    Neuroticism

    Extraversion

    Openness

    Agreeableness

    Conscientiousness

    Gender

    .15

    .14

    .15

    .04

    .15

    .10

    .14

    .03

    .00

    .01

    .09

    .12

    .22

    .12

    .04

    .10

    .28*

    .33**

    .17

    .05

    .24

    .07

    .30*

    .27*

    Note: AP = Academic Performance, SEI = Self-Estimated Intelligence, SEC = Self-Estimated Creativity.

    *Significant at the

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    H7: Conscientiousness was the only Big Five Personality Trait to be linked

    with AP. It yielded a very significant positive correlation with AP (r= .40,

    p < .001).

    H8: There were highly significant results obtained in this section of the

    model. The SEI Ravens and the Ravens scores were significantly positively

    correlated (r.= .29, p < .02). The SEI Wonderlic and the Wonderlic scores

    were also very significantly positively correlated (r= .47,p < .001). The SEI

    Baddeley and the Baddeley scores were significantly positively correlated

    (r= .32, p < .01). There were also some interesting cross-test correlations

    concerning intelligence and SEI, as the Ravens score was significantly

    positively correlated with SEI Wonderlic (r= .31, p < .01) and SEI

    Baddeley (r= .25, p < .05). The Wonderlic scores and SEI Baddeleytogether yielded a significant positive correlation.

    H9: The results show that Creativity as measured by the Barron Welsh

    Scale was significantly and positively correlated with SEC(r= .27,p < .05).

    H10: Gender and SEC yielded a significant negative correlation in this

    study with males having higher estimates of creativity than females

    (r= .27, p < .05). Gender and SEI Baddeley produced a highly significant

    positive correlation r= .36, p < .01), whereas SEI Ravens and SEI

    Wonderlic were both not significantly correlated with gender.

    2. Multiple Regressions

    Multiple regressions were conducted on the factors that produced significantcorrelations to investigate whether these relationships were predictive. It also

    allowed further analysis on different models that included whether several

    independent factors would predict a single dependent variable. Table 2 shows the

    beta and tfigures and significant b values are in bold.

    H1: The first regression model investigated whether personality as a whole

    (of Big Five Factors) was found to significantly predict Creativity. Results

    showed that this model did predict Creativity (F(5, 58) = 2.50, p < .05) and

    10.6% of the variance in Creativity scores was accounted for by personality

    variables. Openness to Experience was the only significant factor in this

    model (b = .32, p < .01), although Conscientiousness was almost negatively

    significant to creativity (b = .26, p < .05).

    H2: In this regression, personality as a whole did not predict Ravens scores

    (F(5, 58) = 1.39, p < .23), despite the fact that Openness to Experience did

    yield a significant b coefficient of .28, p < .04. Results showed that

    Wonderlic and Baddeley scores were not predicted by personality as a

    whole or by any of its parts.

    SELF-ESTIMATED INTELLIGENCE / 131

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    Table

    2.

    SimultaneousMultipleRegressions

    forRelevantFactorsIdentifiedbythe

    Correlationswithb

    andtValues

    Ravens

    Wonderlic

    Baddeley

    Creativity

    AP

    b

    t

    b

    t

    b

    t

    b

    t

    b

    t

    N E O A C

    .0

    6

    .0

    9.28*

    .17

    .06

    .3

    8

    .5

    8

    2.0

    6

    1.2

    4.4

    3

    .1

    3.0

    6.0

    1

    .0

    5

    .0

    3

    .8

    0.4

    0.0

    8

    .3

    4

    .1

    9

    .1

    4

    .1

    7.0

    9.1

    3

    .0

    4

    .9

    1

    1

    .07

    .64

    .93

    .2

    8

    .1

    0

    .2

    0.3

    2*

    .0

    8

    .2

    5

    .6

    7

    1

    .41

    2.4

    6.5

    9

    1

    .95

    .14

    .0

    2

    .0

    9.0

    9.43**

    1.0

    1

    .1

    1

    .7

    3.6

    9

    3.3

    0

    Regmodel

    Adj.R

    2

    F(5,58)=

    1.39

    .03

    F(5

    ,58)=

    2.50*

    .11

    F(5,58)=

    2.60*

    .11

    SEIR

    SEIW

    SEIB

    SEC

    .29*

    2.2

    7

    .47**

    4.2

    3

    .32*

    2.6

    1

    .265*

    2.1

    6

    Regmodel

    Adj.R

    2

    F(1,62)=

    5.63*

    .07

    F(1,62)=1

    7.92*

    .21

    F(1,62)=

    6.83*

    .09

    F(1

    ,62)=

    4.67*

    .06

    AP

    .29*

    2.4

    1

    .211

    1

    .70

    Regmodel

    Adj.R

    2

    F(1,62)=

    5.82*

    .07

    132 / FURNHAM, ZHANG AND CHAMORRO-PREMUZIC

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    SEIRavens

    SEIWonderlic

    SEIBadde

    ley

    SEC

    b

    t

    b

    t

    b

    t

    b

    t

    N E O A C

    .0

    8.0

    8.1

    7

    .0

    4.1

    5

    .5

    2.4

    9

    1.2

    2

    .2

    7

    1.1

    0

    .13

    .01 .02

    .03 .05

    .8

    4

    .0

    7.1

    7

    .2

    1.3

    3

    .2

    5

    .2

    1.0

    9

    .1

    0.2

    1

    1

    .76

    1

    .46

    .69

    .7

    4

    1.6

    0

    .1

    1

    .0

    4.33*

    .1

    4.32*

    .7

    8

    .2

    6

    2.6

    0

    1

    .10

    2.4

    4

    Regmodel

    Adj.R

    2

    F(5,58)=

    2.83*

    .13

    Gender

    .1

    0

    .7

    7

    .12

    .9

    7

    .33**

    2

    .72

    .27*

    2

    .25

    Regmodel

    Adj.R

    2

    F(1,62)=7.38**

    .09

    F(1,62)=

    5.05*

    .06

    *Sign

    ificant

    atthe