Title: An Interactionist Approach to Student Success: When Conscientiousness Matters
1 An Interactionist Approach to Student Success
When Conscientiousness Matters Joan R. Poulsen,
Deborah A. Kashy, Gerd Kortemeyer Department of
Psychology - Michigan State University
www.lon-capa.org
Abstract One lesson learned from the
person-situation debate is that accurately
predicting outcomes involves the interaction
between personality characteristics and aspects
of the situation. This study examines how the
personality trait conscientiousness predicts
academic outcomes across a range of course
content domains, and estimates the degree to
which situational differences in the course
structure moderate the conscientiousness-course
success relationship. The courses varied in their
content domains (e.g., psychology, physics,
chemistry), but they all shared a common
internet-based homework and course management
system LON-CAPA. We examine how
conscientiousness interacts with a variety of
course requirements in predicting student
performance. Course requirements examined include
frequency of homework assignments, percentage of
grade that homework contributes, the number of
resubmissions (i.e., additional attempts after an
incorrect answer is submitted) students were
given for typical homework problems.
Figure 1. The frequency of homework assignments
moderates the effect of conscientiousness on
course grade.
- Many studies have examined the role of
conscientiousness in academic domains. To
summarize, people who are higher on
conscientiousness, tend to - Be more likely to complete more years of
schooling (Barrick Mount, 1991 McKenzie Gow,
2004) - Have higher motivation to perform well (Judge
Ilies, 2002) - Have a positive attitude about school (Heaven et
al., 2002) - Have higher self-reported and actual performance
at school (Heaven et al., 2002 Paunonen
Ashton, 2001) - Have the tendency to perform more behaviors
(e.g., turn in assignments on time) leading to
academic success (De Raad Schouwenburg, 1996). - However, personality is more predictive in some
situations than others. Thus, there may be some
academic situations in which conscientiousness
helps a student more than others. The situation
we examine here is how instructors implemented
the LON-CAPA course management and assignment
system in their classes.
- Materials
- Characteristics of the Students
- School Conscientiousness Level of
conscientiousness in behaviors in the school
domain was measured using a modified version of
the IPIP scale (alpha .84). - Grade in course The final grade in the course
was obtained from the registrars records on a
0.0 4.0 scale. - Percent homework solved This information was
downloaded from the LON-CAPA system and
calculated as the number of problems the student
solved correctly divided by the number of
problems assigned. - GPA Students cumulative grade point average was
obtained from the registrars records at the end
of the term.
Figure 2. The amount homework contributes to the
course grade moderates the relationship between
conscientiousness and course grade.
- Characteristics of the Courses
- Percent grade that homework counted We examined
the syllabi from each course to determine the
percent of the total grade earned from LON-CAPA
homework. - Frequency of assignments Using course syllabi,
we assessed how frequently homework assignments
were given (e.g., weekly, bi-weekly, etc.). - Number of students in the class The number of
students enrolled in the class at the end of the
semester according to the registrars records. - Maximum tries The average number of submissions
allowed per problem by the instructor over a
course. This information was downloaded from the
LON-CAPA system, except in cases of unusual
outliers, in which case information from the
syllabi were used to determine this value.
- What is LON-CAPA?
- The LearningOnline Network with a Computer
Assisted Personalized Approach - LON-CAPA is an integrated system for online
learning and assessment. - It consists of
- a learning content authoring and management
system allowing new and existing content to be
used flexibly - a course management system
- an individualized homework and automatic grading
system - data collection and data mining system
- a content delivery system that will provide
gateways to and from NSF's National STEM Digital
Library
- One reason conscientiousness is interesting to
examine in terms of internet-based academic
behaviors is the concern that distance education
and online components of classes are too
unstructured to promote success for many students
(Wilkinson Sherman, 1990 Hiltz, 1994 Guernsey
Young, 1998). With the growing popularity of
the use of internet technology in education, it
is useful to understand how the structure of a
course can impact student performance, and what
role conscientiousness plays in this. - Given this previous work, students who are higher
on conscientiousness should generally have better
grades than students lower in conscientiousness.
Also, when courses are structured more loosely
(e.g., students are less accountable for their
progress), students higher in conscientiousness
should perform better than those who are lower on
conscientiousness. - In this study, we investigated the following
questions - 1. Does conscientiousness predict student
success? - 2. Does the structure of the online component of
a class influence student success? - 3. Do students who are more conscientious tend to
do better (or worse) if courses are structured in
certain ways? - 4. How do student-level conscientiousness ratings
and course-level differences in class structure
interact to predict student performance? - Method
- Participants
- 3394 undergraduate students (51 women 85
Caucasian, 5 African-American, 7 Asian
American) enrolled in one of 34 classes at
Michigan State University that were using the
LON-CAPA system in either Fall semester of 2003
or Spring semester of 2004. - Procedure
- These data were collected as part of a larger
study assessing the educational effectiveness of
the LON-CAPA system and internet technology.
Students in the classes that used LON-CAPA were
surveyed at the start and end of the semester. We
assessed their level of conscientiousness,
attitudes about the LON-CAPA course management
system. We downloaded information from the
LON-CAPA system about students online behaviors.
We also obtained information from the registrar
and instructors about students grades and GPA,
as well as information from syllabi about class
policies, grading procedures, and how the
instructor used the software in his or her class.
- Similarly, the relationship between
conscientiousness and the percent of homework
students solved was moderated by three factors - When homework counted less towards the course
grade, students higher on conscientiousness did
better on the homework. - When the class size was larger,
conscientiousness was more strongly related to
the amount of homework students completed. - When students were given more tries to get
problems correct, conscientiousness was stronger
predictor of how much homework students got
correct. - The overall pattern suggests that when a class is
structured with fewer external motivational
factors, conscientiousness plays a larger role in
predicting student success.
- The LON-CAPA software provides instructors with a
common, scalable platform to assist in all
aspects of teaching a course, from lecture
preparation to administration of homework
assignments and exams. - It provides a sophisticated assignment engine
that can create unique homework assignments and
exams for each student in a class. Its formative
and summative assessment tools grade a broad
variety of objective problems and assist in
evaluation of essays. - It provides prompt feedback for students and
instructors, as well as statistical information
on performance and effectiveness of materials.
Discussion pages attached to every homework
assignment encourage communication among students
and faculty. - The LON-CAPA software is freely available and
free (GNU General Public License), and may be
modified and adapted.
- Results
-
- Sample characteristics
- Students had a mean conscientiousness rating of
5.13 (SD 0.88) on a seven-point scale, and an
average cumulative GPA of 3.13 (four-point
system) (SD .57). - Conscientiousness predicts student success
- Regression analyses were used to analyze the
degree to which school conscientiousness
predicted outcomes for students. We controlled
for students overall GPA and found that higher
levels of school conscientiousness predicted - Higher course grades (b .06 )
- Higher percent of homework solved (b
2.039) - Fewer guesses on the homework (b -.884)
- Moderators of the relationship between
Conscientiousness and success - Multi-level regression was used to analyze how
different course-level characteristics (Level 2)
moderated the effects of conscientiousness (Level
1) on student outcomes. - The association between conscientiousness and
course grade is moderated by two main factors of
interest - Frequency homework was due Conscientiousness
had a stronger effect on course grade when
homework was less frequently assigned. (Figure 1) - Percent of grade homework counted
Conscientiousness had a stronger effect on course
grade when homework counted less towards the
course grade. (Figure 2)
- Conclusions
- The present research suggests that
- Students higher on conscientiousness tend to
perform better in university courses. - Students high on conscientiousness perform
behaviors that improve their grade (they complete
more homework, guess less). - But, conscientiousness may be more predictive
of student success in courses that are less
rigidly structured. - When students have less external motivation for
doing homework, conscientiousness is more
important for success. - Also, when students are less accountable (e.g.,
higher class size, homework is optional), those
higher on conscientiousness may have the
advantage. - Although conscientiousness predicts student
success in college-level courses, the way in
which courses are structured influences the
strength of this association.
- LON-CAPA was developed by an enthusiastic group
of faculty and professionals who recognize that
Information Technology can play an important role
in improving students learning and
understanding. - Current members of the project include faculty
from universities, colleges, and K-12 schools in
the US, Canada, Asia, Africa, and Europe. The
core development group is located at Michigan
State University. - Today LON-CAPA is serving over 16,000 course
enrollments per semester at MSU alone, and well
over 23,000 course enrollments system-wide,
ranging from middle school to graduate level
courses. - Disciplines include astronomy, biology, business,
chemistry, civil engineering, computer science,
family and child ecology, geology, human food and
nutrition, human medicine ,mathematics, medical
technology, physics, and psychology. - The Effects of Conscientiousness in Educational
Settings - Previous work on conscientiousness suggests that
it positively predicts many performance-related
outcomes, such as job performance, and academic
behavior.