Impact of behavioral factors on GPA for gifted and talented students.
Deviney, David ; Mills, LaVelle H. ; Gerlich, R. Nicholas 等
INTRODUCTION
An upper-level residential school for accelerated learners faces
many of the same concerns as employers. The school administration wants
to attract and retain students who have both the behavioral, social and
academic skills needed to be successful in the residential school
environment (Brody & Benbow, 1986; Caplan, Henderson, Henderson
& Fleming, 2002; Lupkowski, Whitmore & Ramsey, 1992; Muratori,
Colangelo & Assouline, 2003; and Noble & Drummond, 1992). As in
industry, when the fit between student behavioral, social and academic
skills is strong, the students potentially have a greater likelihood of
persisting and being more successful while the cost to the school in
lost funding opportunities for other potentially successful students
decreases.
The purpose of this study is to identify and prioritize behavioral
factors that would contribute to student success. Success in this study
was measured as the outgoing grade point average (endGPA) of the
student.
Identification of the behavioral factors leading to success could
assist the school administration in screening students for admission and
providing an early warning of students most likely to be at-risk for
dropping out. Retention is a significant component of state funding.
Furthermore, it would reduce the emotional stress of both students and
parents created by the student's dropping out of school before
graduating. As reflected in the following section, the identification,
selection and effective placement of gifted and talented students has
been a topic of research interest for a number of years.
THEORETICAL BACKGROUND
Identifying and selecting gifted and talented students has been
researched for over 40 years (Johns Hopkins University, 1999). Joseph S.
Renzulli, Director, The National Research Center on the Gifted and
Talented, University of Connecticut, has indicated that highly
productive people have three interlocking clusters of ability that can
be applied to gifted and talented students: above average ability, task
commitment, and creativity (Renzulli, 1986). Sternberg and Wagner (1982)
have described giftedness as a kind of mental self management with three
characteristics: adapting to environments, selecting new environments,
and shaping environments. They also describe three skills typically
used: separating relevant from irrelevant information, combining
isolated pieces of information into a unified whole, and relating newly
acquired information to information acquired in the past. Each of these
studies found that gifted and talented students tended to be different
in predictable ways.
When gifted and talented students were compared with students of
the same age group, personality and behavioral differences were found
(Mills, 1993). In this case the Myers-Briggs Type Indicator dimensions
were used as a basis for comparison. The gifted and talented students
showed greater preferences for introversion, intuition, and thinking.
They were also likely to value objectivity and to be impersonal in
drawing conclusions. They were more likely to want solutions to make
sense in terms of the facts, models, and/or principles under
consideration.
The Myers and Briggs Foundation, from the perspective of the
student or employee completing the Type Indicator, partially defines
introversion as:
I like getting my energy from dealing with the ideas, pictures,
memories, and reactions that are inside my head, in my inner world. I
often prefer doing things alone or with one or two people I feel
comfortable with. I take time to reflect so that I have a clear idea of
what I'll be doing when I decide to act. Ideas are almost solid
things for me. Sometimes I like the idea of something better than the
real thing. (The Myers & Briggs Foundation, 1997d).
Students who score higher on introversion as defined by the
Myers-Briggs Type Indicator are likely to use self descriptors such as
the following (The Myers & Briggs Foundation, 1997d):
* I am seen as "reflective" or "reserved."
* I feel comfortable being alone and like things I can do on my
own.
* I prefer to know just a few people well.
* I sometimes spend too much time reflecting and don't move
into action quickly enough.
* I sometimes forget to check with the outside world to see if my
ideas really fit the experience.
In solving problems, introverted individuals tend to take time to
think and clarify ideas before voicing an answer (Huitt, 1992). They may
have fewer friends but those friendships are likely to be close and
strong.
Gifted and talented students are also likely to play with ideas and
be more intuitive (John Hopkins University, 1998). The Myers and Briggs
Foundation partially defines intuition as:
Paying the most attention to impressions or the meaning and
patterns of the information I get. I would rather learn by thinking a
problem through than by hands-on experience. (The Myers & Briggs
Foundation, 1997a).
Students who score highly on the Myers-Briggs Type Indicator scale
for Intuition typically see statements such as the following generally
applying to themselves.
* I remember events as snapshots of what actually happened.
* I solve problems by working through facts until I understand the
problem.
* I am pragmatic and look to the "bottom line."
* I start with facts and then form a big picture.
* I trust experience first and trust words and symbols less.
* Sometimes I pay so much attention to facts, either present or
past, that I miss new possibilities. (The Myers & Briggs Foundation,
1997a).
Intuition-oriented people outnumber sensing-oriented (i.e.,
focusing on information that comes through your five senses) people in
academic institutions. This is especially true for postgraduate
education (Geyer, 2009).
Gifted and talented students are also likely to score highly on the
thinking scale of the Myers-Briggs Type Indicator. The Myers and Briggs
Foundation partially defines thinking as:
When I make a decision, I like to find the basic truth or principle
to be applied, regardless of the specific situation involved. I like to
analyze pros and cons, and then be consistent and logical in deciding. I
try to be impersonal, so I won't let my personal wishes--or other
people's wishes-influence me. (The Myers & Briggs Foundation,
1997b)
Students who score highly on the Myers-Briggs scale for thinking
typically see statements such as the following generally applying to
themselves:
* I enjoy technical and scientific fields where logic is important.
* I notice inconsistencies.
* I look for logical explanations or solutions to most everything.
* I make decisions with my head and want to be fair.
* I believe telling the truth is more important than being tactful.
* Sometimes I miss or don't value the "people" part
of a situation.
* I can be seen as too task-oriented, uncaring, or indifferent.(The
Myers & Briggs Foundation, 1997b)
Huitt argues that individuals with a thinking preference will use
logic and analysis more than values and feelings during problem solving.
(Huitt, 1992). These students gave emphasis to thinking over feeling.
They tended to score higher on achievement drive and lower on
interpersonal and social concerns.
Additionally, the academically talented students expressed a
preference for a perceptive style. The Myers & Briggs Foundations
defines perceiving as:
To others, I seem to prefer a flexible and spontaneous way of life,
and I like to understand and adapt to the world rather than organize it.
Others see me staying open to new experiences and information. (The
Myers & Briggs Foundation, 1997c)
Students who score highly on the Myers-Briggs Type Indicator scale
for perceiving typically see statements such as the following generally
applying to themselves:
* I like to stay open to respond to whatever happens.
* I appear to be loose and casual. I like to keep plans to a
minimum.
* I like to approach work as play or mix work and play.
* I work in bursts of energy.
* I am stimulated by an approaching deadline.
* Sometimes I stay open to new information so long I miss making
decisions when they are needed. (The Myers & Briggs Foundation,
1997c)
In type language perceiving is reflecting a preference for a way to
take in information. The gifted and talented students gave emphasis to
perceiving over judgment (i.e., a stronger preference for a less
structured and more flexible lifestyle and less preference for a more
structured and decided lifestyle).
Other researchers have also identified characteristics typical
among gifted and talented students. One such researcher is Susan Johnsen
(2003) who completed a comprehensive review of research related to
describing characteristics of gifted students. A number of the
characteristics identified in Johnsen's work show similarities to
constructs described by The Myers and Briggs Foundation, including the
following:
* Attracted toward cognitive complexity, enjoys solving complex
problems
* Analyzes problems and considers alternatives
* Understands abstract ideas and concepts
* Solves problems intuitively using insight
* Organizes data and experiments to discover patterns or
relationships
* Likes independent study and research in areas of interest
* Is observant and pays attention to detail
* Is persistent and task committed in area of interest
* Is well-organized
* Maintains on-task focus
* Has a cooperative attitude; works well in groups
* Participates in most social activities, enjoys being around other
people
* Influences the behavior of others; recognized as a leader by
peers
* Problem-centeredness or persistence in problem solving
* A large storehouse of information
* Logical approaches to solutions
Renzulli & Park (2007) have suggested that schools must
identify and pay attention to signs of frustration and discontent in
gifted students. They also suggested that schools should change school
culture to provide challenging curriculums to accommodate the
student's learning needs and interests. Earlier Silverman (2004)
recommended that schools should provide learning communities by
factoring into the classroom various kinds of students. Renzulli and
Park (2007) cautioned schools to "find ways to affirm students who
don't fit the 'good student' mold." (p. 40).
The literature related to student effectiveness shows both
similarities and differences. Four behavior style-based factors
frequently identified as being closely related to effective work skills
are D or Dominance, I or Influencing, S or Steadiness or Supportiveness,
and C or Compliance or Conscientiousness (Bonnstetter & Suiter,
2007; Straw, 2002; Wittmann, 2008; Zigarmi, Blanchard, O'Conner
& Edeburn, 2004). Four other somewhat similar style-based factors
related to effective communication and relationships use terminology
such as Driver or Director, Expressive or Socializer, Amiable or Relater
and Analytical or Cautious (Alessandra, O'Connor & Alessandra,
1990; Bolton & Bolton, 1996; Merrill & Reid, 1981).
Style Insights--DISC is produced by Target Training International
(TTI)--Performance Systems, Ltd. TTI uses the term 'style' as
originally suggested by Fritz Perls to relate more to the specifics of
how someone does something (Watson & Klassen, 2004, p. 4). The Style
Insights DISC (Dominance, Influencing, Steadiness, Compliance)
behavioral instrument produced by TTI has made changes to newer versions
of their instrument as a means of keeping pace with current terms and
descriptors being used (Watson & Klassen, 2004). The DISC theory was
originally developed by Marston (1928) and published in The Emotions of
Normal People. Using DISC terminology Marston described people as
behaving along two axes, passive or active, depending on the
individual's perception of the environment as either antagonistic
or favorable (Bonnstetter & Suiter, 2007). These can be grouped into
four quadrants as follows:
* Dominance (D) generates activity in an antagonistic environment;
* Inducement (I), later changed to Influencing, generates activity
in a favorable environment;
* Steadiness (S) generates passivity in a favorable environment; or
* Compliance (C) generates passivity in an antagonistic environment
(Bonnstetter & Suiter, 2007).
Vrba (2008) defines each of the DISC factors as follows:
* Dominance. Dominance style of behavior is direct and decisive.
This individual feels that it is important to achieve goals, they do not
need to be told what to do, and they set high standards. When projects
take too long they grow impatient: they enjoy competition and want to
win. They are sometimes blunt and come to the point directly.
"D" individuals tend to be direct, controlling, risk-taking,
pessimistic, judging, extroverted, change-oriented, and fight-oriented.
* Influencing. The Influencing behavior style reflects outgoing,
optimistic individuals who love to communicate, and are people persons.
These individuals tend to participate in team and group activities; they
like the limelight though may not want to lead. "I"
individuals prefer to be direct, accepting, risk-taking, optimistic,
perceiving, extroverted, change-oriented and flight-oriented.
* Steadiness. The Steadiness behavior style shows sympathetic,
cooperative behavior. Helping others and fitting in are important to
these individuals though they are hesitant to implement change and do
not like to be in the limelight. "S" individuals tend to be
indirect, accepting, risk-assessing, optimistic, perceiving,
introverted, continuity-oriented, and flight-oriented.
* Compliance. Compliance behavior style tends to be reliable and
trustworthy. These individuals will plan out a strategy considering all
the facts and possible malfunctions, and they prefer to work alone.
"C" individuals prefer to be indirect, controlling,
risk-assessing, pessimistic, judging, introverted, continuity-oriented,
and fight-oriented.
Marston did not develop the DISC instrument, but his work did lay
the foundation for the current DISC behavioral instrument (Bonnstetter
& Suiter, 2007). Walter Clarke developed the first DISC related
instrument entitled Activity Vector Analysis (Personality Insights,
1940). The Style Insights--DISC instrument used in this study was
developed and validated by Bonnstetter (2006) and Target Training
International, Ltd. Over 20 years of research and validation studies
have been completed. The most recent validation study was conducted by
Klassen (2006).
Use of the DISC model provides a behavioral framework to help
people understand their behavior preferences, learn to identify behavior
preferences of others, and learn to identify specific behaviors best
suited for various organizational environments (Warburton, 1983). This
behavioral instrument also measures behavior preferences for natural
(i.e., least like me) and adaptive (i.e., most like me) (Watson &
Klassen, 2004).
According to Warburton (1983, p. 2), "this is the information
which they require for maximum productivity and to build multiform,
harmonious relations with others." Working with a model such as
that provided by the DISC approach helps overcome the belief that only
people who are like me are the best choice for work positions or team
members for a school project (Hymowitz, 2004; May & Gueldenzoph,
2003). Of particular interest for this study is the measure of
behavioral hierarchy factors. These factors have been shown to relate to
the ability to call upon many or fewer behavioral skills (Bonnstetter,
2006).
BEHAVIORAL FACTORS
The Style Insights--DISC identifies behavioral factors in which a
person will naturally be most effective. Additionally, the Style
Insights--DISC classifies the relative strength of the eight behavioral
factors. These factors are each scored on a 0-10 scale.
METHODOLOGY & HYPOTHESES
A two-year, accelerated public residential state high school for
students in their junior and senior years was utilized in this study.
The school is located in the south-central US; studies at the
institution focus primarily on mathematics, science, computer science
and humanities. It is part of that state's flagship university
system. Admission to the school is competitive and selective; previous
GPA at the student's home high school is used as a criterion, along
with ACT or SAT scores.
Despite the best efforts of the institution, students in the
program sometimes drop out. Other than academic criteria, there are no
additional predictors of success. There is significant investment of
time and money in selecting high school juniors and seniors to attend an
accelerated residency school for gifted and talented students.
Furthermore, students who drop out cannot be replaced, which can impact
school funding.
This research explores various predictors of success at an
accelerated residential gifted and talented upper-level high school for
math and science. Students in their junior and senior years were given
the DISC (Dominance, Influence, Steadiness, Conscientiousness)
behavioral instrument and tracked over a two year period to identify
predictor attributes of success. Data were collected from 211 students,
including academic and personal demographic information along with DISC
scores. All data collection was completed in a computer lab with online
testing; results were provided to the students approximately two months
following their participation.
Student cumulative GPAs were rank-ordered from highest to lowest.
The sample was then split into three groups of equal size: High GPA,
Medium GPA and Low GPA. A categorical value of 1 (High), 2 (Medium) and
3 (Low) was assigned to each student depending on their GPA level. This
categorical value was used to compare mean scores for the eight
behavioral traits by means of ANOVA.
Based on the literature reviewed above, the following hypothesized
significant differences (or lack thereof) and directionality were
tested:
Table 2: Hypotheses Matrix of Mean Score Differences
Hypothesized Directionality
Behavioral Trait Difference (*)
H1. Analysis of Data Yes +
H2. Competitiveness Yes +
H3. Customer-Oriented No n/a
H4. Frequent Change Yes -
H5. Frequent Interaction with Others Yes -
H6: Organized Work Place Yes +
H7. Urgency Yes +
H8. Versatility No n/a
(*) + indicates higher value for high GPA group;--indicates lower
value for high GPA group; n/a indicates directionality not considered
for no-difference hypotheses.
We thus hypothesized that the highest GPA students would be
superior in analytical skills, competitiveness, desire for an organized
workplace, and sense of urgency; conversely, we hypothesized the highest
GPA earners would desire less frequent change and less interaction with
others. Finally, we hypothesized no significant differences between the
groups on customer orientation and versatility.
RESULTS AND DISCUSSION
Mean scores for each of the eight behavioral dimensions were
calculated for the three GPA groups, and appear in Table 3 below. The
individual scores for these eight dimensions were then entered into an
ANOVA to test for significant differences in the means among the three
GPA groups. These results appear in table 4 below.
Of the eight items, there were significant differences reported (at
p <= 0.05) on Items 1 (Analysis of Data), 4 (Frequent Change) and 6
(Organized Work Place), and in the direction hypothesized. Traits #3 and
#8 were hypothesized to have no significant difference between the means
of the three groups, and the findings supported these hypotheses. We
thus retain H1, H3, H4, H6 and H8, while rejecting the remainder.
Given the nature of the program at this particular institution, the
results are not surprising. The heavy curricular emphasis on math and
science is one that demands the ability to work with and understand data
analysis and abstract concepts. Furthermore, a stable (seldom changing)
and organized work environment is conducive to this type of scholarly
pursuit and will likely reinforce the student's tendencies toward
being a data analyst.
That Competitiveness did not produce a significant difference
between the three GPA groups is perplexing in that the academic
environment in which these students live and function is quite
competitive. We would have thus expected these students to be more
competitive at higher GPA levels. Ironically, the highest GPA group
demonstrated the lowest level of Competitiveness (contrary to the
hypothesized direction).
The Customer-Oriented behavior was also not significantly different
between the group means, as hypothesized. Mean scores across all three
groups for this variable were the highest of the eight, indicating a
strong effort exists among the students in general to find win-win
outcomes.
Frequent Interaction With Others was a more recognized trait as GPA
level dropped, but there was no significant difference in the mean
scores between the groups. The directionality, though, was the same as
hypothesized, suggesting that those with the highest GPAs are more
likely to want to spend more time alone, presumably studying.
Urgency was hypothesized to be significantly greater for the higher
GPA students, but the results did not show this to exist. This outcome
is possibly explained in that the sample is already an academically
elite group, and may all thus demonstrate what could be considered at
least moderate levels of urgency.
Versatility was hypothesized to not be significantly different
across the groups, and the results showed this to be true for this
sample. The student body of this institution may very well be
characterized as being high achievers, which the "can do"
orientation of this variable captures.
This study is limited in that it was conducted at only one
institution at one point in time, and thus should be replicated across
time and across institutions. Furthermore, it was conducted only with
individuals who are already in a very elite group of academically
advanced teenagers. Thus, the ability to predict outcomes across ages
and academic levels of success may be limited.
Still, the identification of these three traits is helpful in
understanding the drivers of success (as measured by GPA) in this type
of environment. Furthermore, this information can be very helpful for
institutions of this sort in maintaining high retention rates as well as
identifying those students who might be at elevated risk of not being
successful (or withdrawing).
Finally, the application of the DISC in an academic setting such as
this is novel in that it has heretofore been used primarily in the
workplace. Being able to identify traits related to success can thus be
useful in a wide variety of ages, and may help identify students most
likely to not only succeed in academics, but also in the workplace.
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Table 1: Behavioral Factors and Definitions
Item
Number Behavioral Factor Definition
Item 1 Analysis of Data Analyzing and challenging details,
data and facts prior to decision
making and is viewed as an important
part of decision making. Information
is maintained accurately for repeated
examination as required.
Item 2 Competitiveness Tenacity, boldness, assertiveness and
a "will to win" in all situations.
Item 3 Customer-Oriented Maintaining a positive and
constructive view of working with
others. Spending a high percentage of
time listening to, understanding and
successfully working with a wide range
of people from diverse backgrounds to
achieve "win-win" outcomes.
Item 4 Frequent Change "Juggling many balls in the air at the
same time." Moving easily from task to
task or being asked to leave several
tasks unfinished and easily move on to
the new task with little or no notice.
Item 5 Frequent Interaction A strong people orientation, versus a
with Others task orientation. Dealing with
multiple interruptions on a continual
basis, always maintaining a friendly
interface with others.
Item 6 Organized Work Place Systems and procedures followed for
success. Careful organization of
activities, tasks and projects that
require accuracy. Record keeping and
planning for success.
Item 7 Urgency Decisiveness, quick responses and fast
action. Critical situations demanding
on-the-spot decisions made in good
judgment. Important deadlines met.
Item 8 Versatility Carrying a high level of optimism and
a "can do" orientation. Bringing
together a multitude of talents and a
willingness to adapt the talents to
changing assignments as required.
Source: Target Training International, Anne Klink
(personal communication, November 24, 2009)
Table 3: Mean Scores of 8 Behavior Traits by GPA Group
High GPA Mean Medium GPA Mean Low GPA Mean
ITEM1 6.147 5.878 5.684
ITEM2 5.787 5.959 6.132
ITEM3 6.408 6.574 6.529
ITEM4 5.201 5.362 5.582
ITEM5 5.445 5.649 5.824
ITEM6 5.789 5.432 5.338
ITEM7 5.024 4.993 5.338
ITEM8 5.026 5.041 5.390
Table 4: ANOVA (Mean Scores of 8 Behavior Traits by GPA Group)
Sum of Mean
Squares df Square F Sig.
ITEM1 Between Groups 58.153 2 29.077 3.665 .027
Within Groups 1650.292 208 7.934
Total 1708.445 210
ITEM2 Between Groups 29.411 2 14.706 2.007 .137
Within Groups 1523.992 208 7.327
Total 1553.403 210
ITEM3 Between Groups 9.231 2 4.615 1.461 .234
Within Groups 657.217 208 3.160
Total 666.448 210
ITEM4 Between Groups 32.595 2 16.297 3.203 .043
Within Groups 1058.465 208 5.089
Total 1091.060 210
ITEM5 Between Groups 36.825 2 18.413 2.117 .123
Within Groups 1809.298 208 8.699
Total 1846.123 210
ITEM6 Between Groups 70.410 2 35.205 3.525 .031
Within Groups 2077.455 208 9.988
Total 2147.865 210
ITEM7 Between Groups 12.103 2 6.051 .903 .407
Within Groups 1394.279 208 6.703
Total 1406.382 210
ITEM8 Between Groups 18.653 2 9.327 1.627 .199
Within Groups 1192.453 208 5.733
Total 1211.107 210