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Working Paper Proceedings
Engineering Project Organizaons ConferenceEstes Park, Colorado
August 9-11, 2011
Proceedings EditorT. Michael Toole, Bucknell University
Copyright belongs to the authors. All rights reserved. Please contact authors for citaon details.
Emoonal Intelligence and Academic Performance
of Engineering Students
Authored by
Stefanie Brandenburg, XiaoDan Zhou, Lansford Bell, Chuck Skipper
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EMOTIONAL INTELLIGENCE AND ACADEMIC PERFORMANCE OFENGINEERING STUDENTS
Stefanie Brandenburg1, XiaoDan Zhou2, Lansford Bell3, Chuck Skipper4
1. Visiting Assistant Professor, Department of Civil Engineering, ClemsonUniversity, Clemson, SC [email protected]
2. Marketing Coordinator, Century 3 Inc., Greer SC [email protected]. Professor, Department of Civil Engineering, Clemson University, Clemson, SC
[email protected]. Visiting Professor of Engineering Leadership, School of Engineering, The
Citadel, Charleston SC [email protected]
Abstract
Professional expertise is no longer the only standard by which to evaluate college
graduates. Soft skills, like emotional intelligence are viewed as effective ways todistinguish potential high-performance workers. The purpose of this paper is to attemptto correlate emotional intelligence with the academic performance of civil engineering
students. A students grade point ratio (GPR) is the criterion that is used in this researchto measure academic performance. It is anticipated that students with high GPRs willscore better on measures of emotional intelligence (EI) than others.
In reviews of literature it was found that there is a growing area of research into
emotional intelligence and its relationship to job performance, specifica lly through theresearch presented in Emotional Intelligence: Why It Can Matter More Than IQ(Goleman, 1995). There is a paucity of research, however, linking emotional intelligence
with academic performance in engineering students. There is also little information onthe degree to which engineering students understand the importance of EI or receive any
training in emotional intelligence. Communication is accepted as an important skillrequired by engineering professions and is often cultivated in engineering curricula. It isshown in the literature that EI augments communication skills, and it is proposed that EI
training should be a part of engineering education. The purpose of this study is toexamine the relationship between EI and academic performance and examine the
potential difference in emotional intelligence with respect to demographic andexperiential characteristics. This research assumes the following principles: (1) There is arelationship between GPR and Emotional Intelligence, (2) the relationship can be
measured, and (3) the participants in this research have anonymity and are guaranteedthat their responses are not part of their individual academic evaluations, increasing the
respondents ability to answer honestly.
In surveys of 140 civil engineering and construction management students from
Clemson University and The Citadel it is suggested that EI increases along with increasesin GPR. EI peaks at the student group of 2.51 to 3.0 GPR. After that, EI decreases as
GPR increases. Also, a positive connection between work experience and emotionalintelligence was identified. Based on the results of this analysis, the paper proposes
mailto:[email protected]:[email protected]:[email protected]:[email protected]:[email protected]:[email protected]:[email protected]:[email protected]:[email protected]:[email protected]:[email protected]:[email protected]:[email protected]:[email protected]:[email protected]:[email protected]8/3/2019 brandenburg_zhou
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increased emphasis on co-op and extracurricular programs to help students develop theirEI skills.
Keywords : Emotional Intelligence, Engineering, Academic Performance, Education
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Introduction
The construction industry is very sensitive to economic downtowns and thussuffers at times through cycles of famine in terms of work available while at other time
it enjoys feasts of backlogs and work aplenty. The most recent economic downturn hit
the construction industry in late 2008 and the industry has continued to suffer in theUnited States. In these leaner circumstances, construction companies tend to focus on
improving the overall competence of the company and the effectiveness of theirworkforce to maximize their competitive opportunities. Their workforce must be
qualified, skilled, and experienced- traits that are not normally associated with newlygraduated students. For Civil Engineering students to have the qualifications andcompetence companies are seeking, they must receive and develop skills outside of those
found in traditional classrooms.
Emotional intelligence has emerged as a relevant indicator of positive workoutcomes. Current research on the importance and relevance of the relationship between
emotional intelligence and work outcomes been gaining momentum since the publicationof Daniel Golemans Emotional Intelligence: Why It Can Matter More Than IQ (1995).Professional expertise is no longer the only standard by which to evaluate graduates.
Soft skills such as emotional intelligence are viewed as effective ways to distinguishpotential high-performance workers.
This paper attempts to correlate Emotional Intelligence with the academicperformance of Civil Engineering and Construction Management students. It is
anticipated that higher emotional intelligence will play a positive role in schoolwork, asmeasured by the students Grade Point Ratio (GPR). In addition, an analysis was done toidentify any possible connections between demographic data such as age, gender, and EI.
To evaluate Emotional Intelligence, The Emotional Intelligence Appraisal, a skill-based self-reporting measure of emotional intelligence was utilized (Bradberry and Su,
2003). Based on the results of the analysis, the paper suggests that students receivetraining in the concepts and techniques related to emotional intelligence in collegeengineering education programs.
Emotional Intelligence (EI)
There are five main competencies of emotional intelligence, which can begrouped into two main categories: Personal and Social Skills. Figure 1 describes some
details for each competence and sub-competence (Goleman, 1998).
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Figure 1. Five main competences defined by Goleman (Goleman, 1998)
Personality can be defined as a persons pattern of internal experience and socialinteraction that arises from the action of that individuals major psychological
subsystems. Emotional intelligence is a part of human personality, and personalityprovides the context in which emotional intelligence operates. Emotional intelligence canbe considered a mental ability that involves the ability to reason validly with emotional
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information, and the action of emotions to enhance thought. Social skills are defined associal facility, which includes synchrony, self-presentation, influence, and concern. It is a
capability that allows one to influence and inspire others, manage social relationship,solve conflict as well as adjust to surrounding environment. It is important to note that EI
is based on an inherited set of traits, but the associated skills can be learned and
improved. It is also suggested that the capability to acquire EI skills apparently increaseswith age due to increased experience (Goleman, 1998).
Contrary to IQ, people can improve their EI by receiving feedback, practice and
correct training and guidance. Findings suggest that IQ may be connected to as little as4% of real-world success since IQ does not measure creativity or a persons uniquepotential (Cooper and Sawaf, 1997). It has been stated that in industry, IQ gets you
hired, but EI gets you promoted (Gibbs, 1995). Goleman proposed that EI plus IQ equalsuccess. For example, a manager at AT&T Bell Labs was asked to rank his top
performing engineers. High IQ was not the deciding factor, but instead how the personperformed regarding answering e-mails, how good they were at collaborating and
networking with colleagues, and their popularity with others in order to achieve thecooperation required to attain the goals (Gibbs, 1995).
EI versus Leadership
Leadership is always important but has recently become a very hot topic for
organizations and management. It is widely suggested that emotional intelligence, theability to understand and manage moods and emotions in the self and others, contributes
to effective leadership in organizations. George found that work groups led by salesmanagers who tended to experience positive moods at work provided higher qualitycustomer service than groups led by managers who did not tend to experience positive
moods at work (George, 1995). Such findings can be explained in terms of emotionalintelligence, in that emotion and moods can subtly (but systematically) influence certain
components and strategies affecting problem solving.
In an emotional intelligence and leadership study conducted on 358 managers from a
global manufacturer, results showed that the highest performing managers havesignificantly more emotional competence than other managers. The survey also found
that in divisions around the world, those identified at mid-career as having highleadership potential were far stronger in EI competencies (Cavallo, 2002).
Emotional Intelligence for Engineering
Engineers are expected to have a high degree of technical skills, but to besuccessful and competitive in a changing work environment they need more thantechnical expertise. In assessing the needs of the Polish engineering industry, the
Technical University of Czestochowa Poland identified various practical andpsychological elements required of their graduates in engineering areas. Emotional
intelligence was seen as being of major importance in teamwork or in the managementof a group of people (Szkutnik, 2001).
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The graph below (Figure 2) shows average EI scores across several professionalareas. Those working in sales or customer service scored higher than those working in
highly technical professions. Self-management and relationship management arerequirements for survival in these professions. Engineers scored lower suggesting that
they receive little (if any) training in emotional intelligence and do not focus on social-
emotion competence as much as the other professions (Travis and Jean, 2003).
Figure 2. Average EQ score across professions (Bradberry and Greaves, Date)
Research
For this research,140 students took part in the emotional intelligence test. Thestudents participating were from Clemson University and the Citadel and are either Civil
Engineering or Construction Management majors. The background of the students varies,including undergraduate and graduate students; both female and male students. Acomplementary questionnaire was handed out to each participant to collect biographic
data such as age, gender, major, degree, work experience, familiarity with emotionalintelligence, as well as how they would rate their own EI etc. Each Participant was
guaranteed anonymity, to ensure honest answers were provided. Although genderdifferences were noted, the sample size of women was too small to provide statisticallyrelevant information.
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Emotional Intelligence Appraisal
Twenty-eight items are combined to obtain a total EI score and are divided into foursections, aimed to produce four composite scale scores- Self-awareness, Self-
management, Social awareness, Relationship management. Questions are asked as to how
often a person would have a certain behavior or thought. Table 1 shows a couple ofsample questions, evaluating Self-Awareness. Table 2 outlines guidelines for
interpretation of the overall EI scores.
Table 1: Sample Questions Evaluating Self-Awareness
For each question, check one
box according to
How often youNever Rarely Sometimes Usually
Almost
AlwaysAlways
1) are confident in your
ability.2) admit your shortcomings.
Table 2. Interpretive Guidelines for EI Appraisal
Score Meaning
90-100 A strength to capitalize on
80-89 A strength to build on70-79 With a little improvement, this could be a strength
60-69 Something you should work on59 or below A concern you must address
(Note: Scores on the Emotional Intelligence Appraisalcome from a normalizedsample. The scores are based on a comparison to tens of thousands of responses to
discover where a participants score falls relative to the general population.)
Results
Figure 3 displays the random distribution of the total EI score for the 140
participating students. The participants average scores for the main EI Dimensions areshown in Figure 4. The students scored highest in the area of Social Awareness and
lowest in the area of Self-Awareness. Although all four EI competences contributed
numerically to the total EI score, it is self-awareness- the ability to detect and understandones own emotion by recognizing verbal and nonverbal information- that accounts most
behaviorally for emotional intelligence. Emotional intelligence is impossible without thecompetencies involved in self-awareness (Saarni 1990). Self-awareness is affected by
how well one person knows about emotional intelligence. This is evident by theparticipants mediocre EI scores and their lack of familiarity with EI and their own self-awareness.
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Figure 3. Scatter plot of Total EI score
Figure 4: Average EI scores by dimensions
140120100806040200
100
90
80
70
60
50
TotalEI
Scatterplot of Total EI
72.2
73.2
74.1
72.9 72.8
70
71
72
73
74
75
Self-Awareness Self-Management Social Awareness RelationshipManagement
EI
Ave.
Score
EI Dimensions
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EI versus GPR
To test the validity of whether high emotional intelligence contributes to high academicperformance, the GPR of(X) students are classified into six scales, 0.00-2.0, 2.1-2.5,
2.51-3.0, 3.1-3.5, 3.51-4.0. Figure 5 shows a box plot of the EI scores for each GPR
scales. The average total EI score is calculated within each GPR scale.
Figure 5: Box plot of EI score by GPR Scale
Figure 6 below indicates that average Emotional Intelligence scores gradually increase as
GPR increases, peaking in the 2.51 to 3.0 student group. After that the average EI scoredecreases as GRP increases. It should be noted that Figure 5 above also reveals that the
box plot for the highest academic group of 3.51 to 4.0 has a bigger range and morevariation than the 2.51 to 3.0 group. Clearly some of those high academic performers doalso have high EI scores.
3.51-4.03.1-3.52.51-3.02.1-2.50-2.0
100
90
80
70
60
50
EI
Boxplot of Various GPR Scales
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Figure 6: Average EI score by GPR Scale
A positive relationship between emotional intelligence and GPR was not statistically
substantiated, with a regression equation shown in Figure 7. Our hypothesis that highemotional intelligence predicts outstanding academic performance was not provenstatistically but perhaps with a larger sample size a more robust regression analysis could
be conducted.
Figure 7: Scatter plot with Regression of Total EI versus GPR
63
70.4
74.873.9
71.9
56
58
60
62
64
66
68
70
72
74
76
0-2.0 2.1-2.5 2.51-3.0 3.1-3.5 3.51-4.0
EI versus GPR
Ave.
EI
GPR Scales
4.03.53.02.52.0
105
100
95
90
85
80
75
70
65
60
55
50
GPR Scales
TotalEI
Scatterplot with Regression of EI vs GPR (EI = 72.6 + 0.07 GPR)
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It is notable that, as GPR increases the average total EI score increases gradually,with a peak at the 2.51 to 3.0 GRP range. After that as GRR increases, EI decreases. The
reasons underlying this relationship between GPR and Emotional Intelligence areintellectual attributes (e.g., long term memory, ability to think abstractly) and non-
intellectual attributes (e.g., motivation, self-discipline). Both contribute to a students
academic performance, however, non- intellectual capacity accounts for more than twiceas much variance as IQ in final grades (Angela and Martin, 2005). Students who
outperform their peers academically are usually supposed to be highly self-disciplined or,in terms of EI, be highly self-aware and self-managed. These students, as a result, can
promptly become conscious of the change of their emotion, react positively to conflictingmoods and take the initiative to control inertia, slackness and negativity, as well asfrustration. Even though IQ also plays a significant role in harvesting outstanding
academic outcomes; EI, otherwise, predicts gains in academic performance over schoolyears so as to obtain a higher cumulative GPR. It is particularly noteworthy that within
the fifth GPR scale, which is from 3.51 to 4.0, there is a sharp decline of the average EIscore. To determine the cause of this drop, other factors such as age, nationality and
gender were examined. Disparity between these factors was not remarkable, but thedifference in familiarity with Emotional Intelligence and working experience are the mostsignificant.
Table 4 shows the average quantified familiarity with EI by GPR scale and thescores achieved both the Familiar group, which consist of students who are more than
neutrally familiar with EI, and the Unfamiliar group, in which students acquaintance iseither Little or Not at all, are summarized in Figure 8.
Table 4. GPR, Work Experience and Familiarity with EI
GPR Scale N Working Experience
(Months)
Familiarity with EI
0.02.0 1 6 4.02.1 - 2.5 21 11 2.0
2.51 - 3.0 35 19 2.63.1 - 3.5 34 9 2.7
3.514.0 45 14 2.3
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EI versus Experience
Figure 8 Scatter plot with Regression of EI vs Work Experience
Figure 8 shows a scatter plot of EI scores compared to work experience. Theregression equation suggests a positive relationship between work experience and
emotional intelligence. Work experience influences the development of variousemotional intelligence dimensions in that more attention is focused on social awareness
aspects and relationship management. As one is involved more in the real world, he orshe becomes more capable of sensing, understanding, and reacting to others emotionswhile comprehending social networks. The more complicated the relationship network
gets, the more the social awareness dimension is developed and improved. Relationshipmanagement can be viewed as a stage where people utilize the other three EI
dimensions to display their overall emotional intelligence. A well-established relationshipnetwork can demonstrate an enhanced emotional intelligence. Work experience wouldprovide the opportunities for students to develop and utilize relationship management
skills.
EI versus Familiarity
All participants were divided into two groups based on their familiarity with EI- a
Familiar group, students of which are equally or more than neutrally familiar with EIand an Unfamiliar group, in which students acquaintance with EI is either Little or
Not at all. Average scores achieved by both groups are summarized in Figure 9.
120100806040200
100
90
80
70
60
50
Working Experience (months)
TotalEI
Scatterplot with Regression of EI vs WE (EI = 72.4 + 0.0309WE)
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Students more familiar with the concept of Emotional Intelligence tend to be moreemotionally intelligent.
Figure 9 Average EI scores by Familiar group and Unfamiliar group
It is interesting to note that students tend to be more assertive and thus mayoverestimate their own emotional intelligence skills. In answering the question How doyou rate your own emotional intelligence in the pre-test questionnaire, all students
(except those who were Not sure) chose answers equa l to or more than Fair,regardless of their response to the question of whether they knew about emotionalintelligence (Very Well or Not At All). There is a common misconception about
emotional intelligence that leads students to assume that they are emotionally intelligentas long as they think they get along well with others.
Students whose GPR is in the 3.51-4.0 scale are overall less acquainted withEmotional Intelligence than their peers, and the Familiar group outperforms in all EI
dimensions and total EI. It can be interpreted that the lack of familiarity with EI leads tolack of awareness of the significant casual-role of being emotionally illiterate and its
influence on various personal and social related problems.
CONCLUSIONS AND RECOMMENDATIONS
The purpose of this research was to determine if there was a relationship between
academic performance (as measured by GPR) of Engineering students and EI score.
74.574.9
76.6
74.4
75.3
69.8
71.5 71.6 71.4
70.4
66
68
70
72
74
76
78
Familiar
Unfamiliar
Ave.
EI
EI Dimensions
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There is an inherent relationship, although from our small research sample it is notstatistically relevant, and it indicates that as GPR increases, EI increases with a peak at
the student group of 2.51 to 3.0 GPR. After that, EI decreases as GPR increases. Theseresults indicate that as GPR increases past 3.0 those students may be more focused on self
and academic success rather than on their relationships with their fellow students and
friends. Anecdotally, these results are consistent with comments made by someemployers who express concerns about hiring students with exceptional academic
performance records.
The research indicates that work experience is an indicator of higher EI score.The data shows that as GPR increases, work experience also increases, reaching a peakwith the 2.51 to 3.0 GPR group of 19 months work experience. As GPR increases
beyond 3.0, those students have lower amounts of work experience. These resultsindicate the real life value of work experience in helping students mature and be better
aware of their relationships with fellow students and employees. Students who do nothave to work, or choose not to may have higher grades, but they have lower EI scores.
Engineering, due to the highly technical and qualitative focus of the field, facesunique challenges in producing students with improved EI scores. Figure 2 reports that
of the professions surveyed, Engineering has the lowest EI score of any field of workersin the survey. Unfortunately, undergraduate engineering education remains highlydemanding, and in most cases precludes students from part time work or even, in many
cases, from summer employment. Those students who must work their way throughschool will frequently transfer to a less demanding major. The research supports this
view by indicating that those with lesser work experience have lower EI scores.
Recommendations
The current trend of the American Society of Civil Engineers (ASCE) and the
Accreditation Board for Engineering and Technology (ABET) is to place more emphasison soft skills such as leadership and the role of engineers in society. These trends shouldcontinue and be supported as they may lead to enhanced EI in engineering students and
Engineers in the work force.
Many employers are providing co-op opportunities for undergraduate andgraduate engineering students. These programs provide an excellent opportunity forpotential employers to observe the technical and non-technical skills of potential
employees before offering a permanent position. Likewise, these co-op programs affordstudents the opportunity to gain valuable real life experience as well as further
developing their EI and other soft skills. These programs should be supported andexpanded whenever possible.
Most colleges and universities offer challenging extracurricular programs thatmay also serve to increase student EI scores. For example, at Clemson University the
Civil Engineers for Developing Countries program offers students the opportunity towork as a team and gain valuable real life experience in overseas cultures. At the Citadel,
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many students are under military contract where they undergo rigorous military trainingduring the summer. All these opportunities may serve to increase the students EI scores
and ultimately improve their performance in the work force. Both Clemson Universityand The Citadel are focusing some attention on providing leadership training and
instruction for their undergraduate students, consistent with the unique culture of each
school. This leadership instruction should be expanded to include training in emotionalintelligence.
Although this research did have 140 samples, it is clear that further research with
an expanded sample size would be valuable. A larger sample size may offer gendercomparisons, as well as enable a more refined study of specific GPR groups.Finally, further research may afford the opportunity to evaluate the differences between
freshman engineering students and seniors, to see how or if EI evolves over time.
REFERENCES
Angela, L. Duckworth and Martin, E.P. Seligman (2004). Self-Discipline Outdoes IQ in
Predicting Academic Performance of Adolescents, Psychological Science, 16, 939-944
Bloise, S. M., and Johnson, M. K. (2007). Memory for emotional and neutral
information: Gender and individual differences in emotional sensitivity. Memory,15(2), 192204.
Bourne, V. J. (2005). Lateralised processing of positive facial emotion: Sex differences in
strength of hemispheric dominance.Neuropsychologia , 43, 953-956
Brackett, M. A., Rivers, S. E., Shiffman, S., Lerner, N., and Salovey, P. (2006). Relating
emotional abilities to social functioning: A comparison of self-report and performance measures of emotional intelligence. Journal of Personality and Social
Psychology, 91, 780795.
Brackett, M. A., Mayer, J. D., and Warner, R. M. (2004). Emotional intelligence and itsrelation to everyday behavior. Personality and Individual Differences, 36, 1387
1402.
Brackett, M. A., and Mayer, J. D. (2003). Convergent, discriminate, and incrementalvalidity of competing measures of emotional intelligence. Personality and SocialPsychology Bulletin, 29, 11471158.
Brislin, R., and Yoshida, T. (1994). Intercultural Communication Training: an
Introduction. Thousand Oaks: Sage Publications.
Cahill, L., Uncapher, M., Kilpatrick, L., Alkire, M. T., and Turner, J. (2004). Sex-related
hemispheric lateralization of amygdala function in emotionally influenced memory:
8/3/2019 brandenburg_zhou
17/19
16
An FMRI investigation.Learning & Memory, 11, 261266.
Cavallo, K, and Brienza. D. (2002). Emotional competence and leadership excellence at
Johnson & Johnson: The emotional intelligence and leadership study. NewBrunswich, NJ: Consortium for Research on Emotional Intelligence in Organizations,
Rutgers University.
Colleen J. Butler and Paul S. Chinowsky. (2006). Emotional Intelligence and LeadershipBehavior in Construction Executives. Journal of Management in Engineering, Vol.
22, No. 3, July 1, 2006.
Cooper, R., and Sawaf, A. (1997). Executive EQ: Emotional Intelligence in Business.
London: Orion Business Books.
Eric, D. Heggestad (2006). A Really Big Picture View of Social Intelligence. Journal ofPersonality Assessment, 901, 102-104
Furnham, A. (2000). Parents estimates of their own and their childrens multipleintelligences. British Journal of Developmental Psychology, 18, 583594.
Fischer, D. (2001). Irish images of Germany: using literary texts in intercultural learning.Language, Culture and Curriculum, 14, 3, 224-234
Gasper, K., and Clore, G. (2000). Do you have to pay attention to your feelings to be
influenced by them? Personality and Social Psychology Bulletin, 26, 698-711.
George, J.M. (1995). Leader positive mood and group performance: The case of customer
service.Journal of Applied Social Psychology, 1995, 25, 778-94
Gibs, N. (1995). The EQ factor. Time, 9 October, 86-92
Gilligan, C. (1982).In a different voice. Cambridge, MA: Harvard University Press.
Goleman, D. (1998). Working with Emotional Intelligence. London: BloomsburyPublishing. ISBN 0-553-84023-1
Hall, J. A., and Halberstadt, A. G. (1994). Subordination and sensitivity to nonverbal cues: A study of married working women. Sex Role, 31. 149-165
Hall, J. A., and Mast, M. S. (2008). Are women always more interpersonally sensitive
than men? Impact of goals and content domain. Personality and Social PsychologyBulletin, 34, 144155.
Jansen, D.E. (2002). Intercultural competence: a requirement of future professionalengineers. Proc. 3rdGlobal Congress on Engng. Educ., Glasgow, Scotland, UK, 111-114.
Jauovec, N., and Jauovec, K. (2005). Sex differences in brain activity related to general
8/3/2019 brandenburg_zhou
18/19
17
and emotional intelligence. Brain and Cognition, 59, 277-286.
Jenkins, J.M., Oatley, K., and Stein, N.l. (1998), Human Emotions: A Reader. Malden:
Blackwell.
Jung, R. E., Haier, R. J., Yeo, R. A., Rowland, L. M., Petropoulos, Ho., Levine, A. S., et
al. (2005). Sex differences in N-acetylaspartate correlated of general intelligence. A1H-MRS study of normal human brain.Neuroimage, 26, 965-972
K. V. Petrides and Adrian Furnham, (2000). Gender Differences in Measured and Self-
Estimated Trait Emotional Intelligence. Sex Roles, Vol. 42, Nos. 5/6, 2000
LaFrance, M., and Hecht, M. A (in press). Option or obligation to smile: The effects of
power and gender on facial expression. In P. Philippot, R. Feldman, & E. Coates(Eds.), The social context of non-verbal behavior. Cambridge: Cambridge UniversityPress.
Mayer, J.D., and Geher, G. (1996). Emotional intelligence and the identification ofemotion. Intelligence, 22.89-113.
Saarni, C. (1990). Emotional competence: How emotions and relationships becomeintegrated. In R.A. Thompson (Ed.), Socioemotional development: Nebraskasymposium on motivation Lincoln: University of Nebraska Press, Vol. 36, pp. 115-
182.
Saarni, C. (1999). Developing emotional competence. New York: Guilford.
Salovey, P., and Mayer, J.M. (1990). Emotional Intelligence: Imagination, Cognition,and Personality, Harper & Row, N.Y.
Segal, J. (1997). Raising Your Emotional Intelligence: A Practical Guide. New York:
Henry Holt and CO.
Student Development: Emotion versus Intelligence.
http://www.qub.ac.uk/cap/studentdevelopment/news.htm
Szkutnik, J. (2001). New trends in increasing the competitiveness of graduates. Proc. 4thUICEE Annual Conf. on Engng. Educ., Bangkok, Thailand, 144-146
Travis R. Bradberry, and J. Greaves. (2003) The Emotional Intelligence Quick Book. Everything you need to know to put your EQ to work. http:// www. talentsmart.
Com/products
Travis R. Bradberry and Lac D. Su (2003). Ability- versus skill-based assessment ofemotional intelligence, Psicothema, Vol. 18, supl., pp. 59-66
Riemer, M.J. (2001). IQ versus EQ: Emotional intelligence and the graduate engineer.
http://www.qub.ac.uk/cap/studentdevelopment/news.htmhttp://www.qub.ac.uk/cap/studentdevelopment/news.htm8/3/2019 brandenburg_zhou
19/19
18
Proc. 5th Baltic Region Semina on Engng. Educ., Gdynia, Poland, 79-82.
Riemer, M.J. (2003). The impact of emotional intelligence on communication in
engineering education. Proc. 6th UICEE Annual Conf. on Engng. Educ., Cairns,Australia, 203-206.
Rosenthal, R., Hall, J. DiMatteo, M. R., Rogers, P., and Archer, D. (1979). Sensitivity tononverbal communication: A profile approach to the measurement of individualdifferences. Baltimore: Johns Hopkins University Press.