Analysis of Goals, Metacognition and Academic Achievement
Students’ of Muhammadiyah Malang University
Fidrayani
1
, Fauzan, Desi Nahartini
1
, Atik Yuliani
1
and Asep Ediana Latip
1
1
Faculty of Educational Sciences, Syarif Hidayatullah State Islamic University (UIN) Jakarta
Keywords: goals orientation, metacognition, academic achievement
Abstract: This study was examined the relationship between goals orientation, metacognition, and academic
achievement. This research is a quantitative design which 263 students. Instrument using Goals Inventory,
Metacognitive Awareness Inventory (MAI). They were asked about goals achievement, mastery goals and
performance goals, and demographic factors (age, graduated, sex). The relationship between the mastery
goals was related with metacognition but unrelated with the academic achievement. The performance goals
were related to academic achievement directly. The relationship between goals orientation with academic
achievement unpredicted, because of the teacher have to improve the students with the other strategy can
achieve the academic result
1 INTRODUCTION
Academic achievement is an important thing to
be achieved by the students, this was due to the
acquisition of achievement of student learning
outcomes achieved during a certain period.
Achievement is a special level of success to learn
tasks or a certain level of expertise in school
assignments or academic. In education or academic,
achievement is a special level of expertise in the
acquisition or the results of academic work is
assessed by teachers, through the tests that have
been standardized, or through a combination of these
two things (Chaplin, 2006). Academic achievement
is a measurement obtained from formal education
which is called by the test results, rankings, and the
average (Laurens & Vimala, 2012).
The first year at college is a critical transition
period for the students because of this age student
persistence and success laid the foundation for their
further academic standards. GPA (grade point
average) in the first semester of the first year is one
of the factors most responsible for the graduation
College (Aboma, 2009). In addition to cognitive
abilities, non-cognitive ability is an important
contributor, so it is not enough to get to know
students solely based on academic merit. Cognitive
factors usually refer to measurements such as high
school rank and standardized test scores while non-
cognitive measurements related to psychological
factors, such as social support and skills related to
the academic (Aboma, 2009).
Earned GPA on track different admissions,
students who enter via the pathway SMPB have a
higher GPA, but has a completion period of study is
longer. Research on GMU student admissions
through three channels, Students Admissions (SA),
Written Test (WT) and High Yield Clone (HYC)
indicates that the GPA of students who entered
through the SA higher than WT and HYC. Also
found are that the student through the HYC has a
study period that is shorter than the path WT and SA
(Ningrum, Widyobroto, Martani, 2013).
Factors that affect the low academic
achievement among demographic factors (Casanova,
García-Linares, de la Torre and de la Villa Carpi,
2005; Ray, 2010; O'Sullivan, 2009), intelligence
(Deary, Strand, Smith and Fernandes , 2007),
behavioral characteristics (Ergul, 2004; Lane,
Barton-Arwoo, Nelsonz, & Wehby, 2008), and
psychological factors, namely (Erdogan, Bayram,
and Deniz, 2008; Olatunde, 2009), self-esteem
(Lockett & Harrell, 2003; Schmidt and Padilla,
2003), self-efficacy (Ferla, Valcke & Cai, 2009;
Onyeizugbo, 2010) and self-concept (Holliday,
2009).
Academic achievement on the gender differences
are also different (Eitle, 2005). Women showed
better performance than men (Chambers &
1248
Fidrayani, ., Fauzan, ., Nahartini, D., Yuliani, A. and Latip, A.
Analysis of Goals, Metacognition and Academic Achievement Students’ of Muhammadiyah Malang University.
DOI: 10.5220/0009925712481256
In Proceedings of the 1st International Conference on Recent Innovations (ICRI 2018), pages 1248-1256
ISBN: 978-989-758-458-9
Copyright
c
2020 by SCITEPRESS Science and Technology Publications, Lda. All rights reserved
Schreiber, 2004). Demographic factors such as
gender, ethnicity and father's occupation is a
significant contributor to academic achievement
(McCoy, 2005; Peng & Hall, 1995).
The same is confirmed by Abesha (2012) that
academic achievement is influenced by the style of
parenting, self-efficacy and achievement motivation.
By using path analysis revealed that parenting style,
a cognitive social model of achievement show a
good model to empirical data among all the samples,
both men and women. Research conducted in
Ethiopia revealed that parenting style turned out to
give a positive direction and significant effect on
students of female sex and not on the male gender.
Environmental and personal characteristics play
an important role in student achievement. School
staff, family members, and community to provide
assistance and support to the quality of academic
performance. Social assistance has an important role
in achieving the goal of student performance schools
(Goddard, 2003). In addition, the social structure,
parental involvement in children's education
increases the academic achievement of their children
(Furstenberg & Hughes, 1995).
Krashen (2005) concluded that students with
highly educated parents have a high value on
standardized tests than students whose parents are
not educated. Educated parents are able to
communicate better about school work, activities
and important information learned in school
(Fantuzzo & Tighe, 2000).
Academic achievement is closely related to the
student's ability to know his way of thinking itself.
The ability to know how to think is called
metacognition. Kemal (2010) affirms that
consciousness metacognition and learning strategies
are important factors to the success of a student's
academic, added also that consciousness
metacognition is a positive predictor of the academic
success.
Metacognition awareness of every individual is
seen as an important factor in learning through the
span of human life, creativity, and critical thinking,
and build self-confidence (Memnun and Akkaya,
2009). Metacognition obtained human consciousness
through the process of environmental and internal
potential.
Metacognition awareness is the ability to reflect
on how to think and use problem-solving skills in
dealing with learning difficulties (Joseph, 2010). As
confirmed by Schraw and Dennison (1994) that
metacognitive awareness is the ability to plan,
organize, and monitor learning that directly
improves academic performance. Students with
good metacognitive awareness will be easier to
regulate and monitor their lesson, they have the
ability to provide critical information and apply
learning strategies to solve any problem with ease.
Simsek and Balaban (2010) found a positive
correlation and significant contributions between use
learning strategies to the level of a student's
academic performance. Even research Cho and Ahn
(2003) also found similar results, the results
indicated that when using more strategies in
learning, it will be more successful.
Young and Fry (2008) conducted a study to test
the metacognitive awareness of students with GPA
measured at the beginning of the semester and the
final semester. The results show that there are
significant differences, this was due to the end of the
semester students are already capable of using
metacognitive awareness well through interventions
learning strategies.
Nosratinia, Saveiy, and Zaker (2014) examined
the relationship between metacognitive awareness,
self-efficacy, and learning strategies in 150 college
students who study English in Iran. The results show
that there is a significant relationship between self-
efficacy and metacognitive awareness, self-efficacy
and learning strategies, as well as between
consciousness metacognition and learning strategies.
The research was conducted by Sperling, Howard,
Miller & Murphy (2002) examined the elementary
school students' metacognition is based on
observations of teachers to student learning
outcomes. The results found that the assessment of
students' metacognition varies by age. The higher
the grade and age of the student, the higher
metacognition owned.
Coutinho (2007) conducted a study to examine
the relationship between goals, metacognition and
academic success of the students. The result is that
students who have a primary goal in learning will
increase academic success. Students who have the
primary goal in the study also had a good
metacognition thus increasing academic success.
When students are in the learning environment,
they have a learning goal refers to goal achievement.
Dweck (1999) states that the purpose of achievement
is the results obtained by students in the learning
environment. achievement goal consists of two main
types, namely mastery objectives and performance
objectives People with performance goals to
encourage students to focus on the outcome or value
and avoid a negative assessment of their
competence. While the objective of the control is the
people who are happy with a challenging task and
able to survive in a difficult situation.
Analysis of Goals, Metacognition and Academic Achievement Students’ of Muhammadiyah Malang University
1249
Interest mastery and performance is a
multidimensional construct of motivation. The goal
provides the framework through a wide variety of
behavioural, cognitive, and effective (Ames, 1992).
For example, researchers who are in the scope of the
laboratory and the classroom setting found that
students with the aim of showing the variation
control of adaptive behaviour and attitudes larger but
does not look at all students. Students with the goal
of mastering looking for ways to develop their skills
through new skills and knowledge to overcome the
difficulties and problems that are difficult.
Adoption of the control objectives associated
with the completion of the study. At the college
level, this translates into a good exam and levels
semester termed GPA (Academic Performance
Index). Expectations for the students with the aim of
mastering an understanding, the ability to connect
the old with the new information, set goals, using
elaboration and adaptive strategies techniques other
than the students who have performance goals
(Pintrich, Zusko, Schiefele & Pekrum, 2001).
Research conducted Cautinho (2007) concluded
that students who have the objective of the control
and metacognition which can improve academic
achievement. Despite this performance, goal has no
relationship to academic success. Both can occur or
exist on the student or one of them.
The research problem is formulated as follows:
1) What is the objective of the control through
metacognition significant effect on academic
achievement, 2) What is the purpose of performance
through metacognition significant effect on
academic achievement, 3) What is the purpose of
mastery and performance goals through
metacognition jointly significant effect on academic
achievement. The purpose of the study as follows: 1)
knowing whether the objective of the control
through metacognition significant effect on
academic achievement, 2) to determine whether the
performance goals through metacognition significant
effect on academic achievement, 3) to determine
whether the control objectives and performance
goals through metacognition jointly significant
effect on academic achievement.
Academic achievement is defined as an
achievement in all academic disciplines, in the
classroom as activity curricular. Include the
achievement of which is supported by the behavior,
confidence, communication skills, time discipline,
art, culture, and everything that can be achieved only
when a person in a state able to set well. Trow
(1956) defines academic achievement as the ability
to acquire knowledge or level of competence in
school work which is usually measured by standard
tests and expressed in class or student performance.
Good (1959) refers to academic achievement as
embodied knowledge or skills developed from
school lessons designed to test scores and checked
by the teacher. Mehta (1969) defines academic
achievement as academic performance or curricular
and non-curricular student. This indicates the student
learning outcomes. In the classroom, the students
showed their potential by efficiently, as a result of
learning. Learning outcomes change the behavior
patterns of students.
Orientation Objectives
Goal orientation theory states that when students
participate in class, they are trying to achieve one or
more goals (Ames & Archer, 1988; Dweck &
Leggett, 1988). Two main objectives namely: the
control objectives and performance goals. Students
who adopt a mastery goal was more interested in
learning materials in the classroom and trying to
master the material taught what (Ames, 1992;
Dweck & Leggett, 1988). Students who pursue
performance goals are more interested in
demonstrating their competence, especially to
another friend (Dweck & Leggett, 1988). Interest
mastery and performance is a multidimensional
construct of motivation. By him, the objective of
setting up a framework through a variety of
behavioral, cognitive, and affective responses are
supported and directed (Ames, 1992; Dweck &
Leggett, 1988).
Metacognition is generally defined as an activity
to monitor and control the person's cognition.
Further, he said that what we know about the
process of cognition and how a person uses the
process in order to learn and remember (Ormrod,
2004). Researchers then split into two sub-
components metacognition, metacognitive
knowledge, and metacognitive regulation. The two
sub-components are related to each other (Brown,
1987;Flavell, 1987; Schraw and Dennison, 1994).
Metacognitive knowledge can be described as
what we know about cognitive processes.
Declarative, procedural, and conditional knowledge
is part of the sub-components of metacognitive
knowledge (Schraw & Moshman, 1995). Declarative
knowledge includes what we know about how we
learn and what it does when we learn. Procedural
knowledge is knowledge about learning differences
and strategies memory or procedures are best for
anyone. Conditional knowledge is knowledge about
the condition when someone implements a variety of
cognitive strategies. Overall, cognitive knowledge
refers to what we know about how to learn, what we
ICRI 2018 - International Conference Recent Innovation
1250
know about the procedures and the most effective
strategy for us and what we know about the
conditions in which a variety of highly effective
cognitive activity (Schraw and Moshman, 1995).
Metacognition refers to a person's consciousness
about knowledge, what is known or not, and a
person's ability to understand, control, and
manipulate cognitive processes (Meichenbaum,
1986). This includes knowledge of when and where
to use learning strategies and solve problems as well
as possible by using these strategies. Metacognition
is the ability to use existing knowledge to devise a
strategy in learning a task, take the appropriate steps
to resolve the problem, reflect and evaluate the
results of modifying the learning approach is
needed.
Pugalee (2001) states that metacognition is
important to ensure the knowledge and the right
strategy to solve a problem. In other words, students
who use metacognition can explain how they think
to solve the problem. Larkin (2000) further revealed
that metacognition is important to develop learning
and critical thinking. In a quality learning
environment, students should be able to learn how to
learn, how to remember, and effective learning how
to control and direct their own learning (Loyens,
Magda & Rikers, 2008).
2 THE RELATIONSHIP
BETWEEN MASTERY
OBJECTIVES,
METACOGNITION, AND
ACADEMIC
Academic achievement is a predictor of
academic achievement. Landine & Stewart (1998)
examined 108 students in grade 12 results indicate a
significant positive relationship between
metacognition, motivation, the locus of control, self-
efficacy and academic achievement. Young and Fry
(2008) result is a significant relationship between
consciousness metacognition with achievement in
the final year students or who have had a longer
learning process. Metacognition awareness directly
improves academic performance (Schraw and
Dennison, 1994).
Interest mastery and performance demonstrating
the important role of academic achievement. Dweck
(1999) revealed that the effects of this goal are to
change and strengthen during times of stress or
challenge. Hayert and O'Dell (2004) examined the
relevance of goal achievement in test conditions, see
what happens in the next exam after a failure. The
result is that students who use the object of the
control gain increased fifteen points at the next
exam, while students with performance goals
decreased by ten points. Not just a different pattern
on goal orientation, but it is very strong and
consistent influence achievement.
Students with mastery goal have metacognition
better and become better learners than students with
performance goals (Young & Fry, 2008). Students
with performance objectives do not enjoy the fruits
of academic achievement even though they are
trying so hard to get it. The conceptual framework
has shown by the Figure 1.
Figure 1. Relationship between goals,
metacognition, and academic achievement
The figure 1. clearly shows that the objective of
the control has a correlation with academic
achievement but through metacognition. The
objective of the control is a predictor of academic
achievement of students. Students with good
metacognition predicted to get a good academic
record. At the level of the students need to be
conducted this research because it can be used to
provide supplies to the students how to use
metacognitive strategies to get better learning results
(Coutinho, 2007).
2.1 Methodology
The approach used in this study is the
quantitative approach. Respondents are sixth
semesters of undergraduate students of psychology
faculty of UMM. Students are taken to be the
respondent is taken from the total number of class
members. Subject amounted to 263 people (72 men,
191 women). Students who participated were
members of the class overall. The age range between
19-26 years (M = 20.69, SD = .913). Characteristics
of the study subjects are presented in table 1.
Analysis of Goals, Metacognition and Academic Achievement Students’ of Muhammadiyah Malang University
1251
Table 1.
Subject charge sheet containing data on
demographics (age, gender, ethnicity) and grade
point average. It aims to reveal some aspects of
demography and get the GPA which is the
dependent variable.
The research instrument to reveal the purpose of
achievement are Goals Inventory (Roedel, Schraw &
Plake, 1994) consists of 12 items that measure the
objective of the control and 5 items. Goals Inventory
measure two aspects, namely the objective of the
control and performance goals. Subjects answered
the statement by writing the number 1 (strongly
disagree) to point 5 (strongly agree). On the
objective of the control, a high score indicates a high
ability students to master what they learned, while in
the performance goals, the high score indicates low
levels of student performance. Examples of items
about the objective of the control: I liked the school
a challenging task. Example question the purpose of
performance: I'm glad people think that I know a lot.
Test subjects were 60 respondents. The results of
trials in Malang as many as 60 people obtained the
consistency alpha of 0.749.
2.2 Instruments
The research instrument used to reveal the
students are metacognitive awareness Awareness
Inventory (MAI) (Schraw, G. & Dennison, RS
(1994), which consists of 52 items and statements
using a Likert scale of 1-5. Subjects answered the
statement by writing the number 1 (strongly
disagree) to point 5 (strongly agree). Scores MAI is
in the range of 52-260. a high score indicates high
awareness of metacognition. Example question of
item scale: I set the speed of learning so that I have
enough time to learn. Research Hidayet, Ozgan, and
Bulent Dos (2010) obtained a value of α = .962 and
reliability value of α = .944. the results of trials in
Malang as many as 60 people obtained the
consistency alpha of 0.935.
2.3 Data Analysis
This study uses regression analysis to analysis
the strength of the relationship, showing the
direction of the relationship, predict and minimize
the deviation between the actual value and the
estimated value of the dependent variable and
independent variables.
3 RESULT AND DISCUSSION
Comparing the empirical mean value (46.97) and
the mean hypothetical (36) on the objective of the
control can be seen that the objective of the control
is in the very high category. In the performance goal
empirical mean value (18.45) is greater than the
hypothetical mean value (15) this indicates that the
purpose of the performance in the high category. In
meta-cognition empirical mean value (204.04) is
higher than the hypothetical mean value (156) this
shows that metacognition is at the very high
category.
F-test or ANOVA, F count values obtained $
5.25, meaning that the objective of the control
relationship and metacognition has a significant
positive relationship to academic achievement, it
explains that the higher the objective of the control
mediated by metacognitive the higher academic
achievement. The correlation coefficient .197 means
that there is a strong relationship between the
objective of the control and metacognition to
academic achievement. Subsequently found the r2
value of .039, demonstrating mastery goal
contributes 3.9% to academic achievement, while
the rest influenced by other factors. Are presented in
table 3.
Table 2: Model variables influence mastery purpose,
performance goals, metacognition to academic
achievement.
ICRI 2018 - International Conference Recent Innovation
1252
Table 3: Correlation table
The objective of the control and performance
goals have a weak correlation (r = .23, p = 000) this
suggests that the objective of the control and
performance goals is something that stands alone
and students who have a high mastery goal has
lower performance goals. Interest mastery has a
strong correlation with metacognition (r = .60, p =
.000) compared to the performance objectives (r =
.23, p = .000). This indicates that students who have
a good metacognition also have a good mastery
destination where students with high-performance
goals do not necessarily have a good metacognition.
Interest mastery correlated with GPA (r = .14, p =
.023) compared to the performance objectives that
do not have a significant relationship with the GPA
(r = .16, p = .010). It means that on a weak
connection, students who have a good mastery of the
destination also has a good GPA although we cannot
predict that a student GPA is determined by the
strength or weakness of performance goals. The
latter, metacognition has a weak correlation to the
GPA (r = .19, p = .001), indicating that it is difficult
to conclude that either students or less metacognition
have a good GPA.
In the regression analysis is used to determine
significant correlations and determining the GPA
predicted value of the objective of the control,
performance goals, and metacognition. Usefulness
regression to predict the future GPA. For example, if
metacognition is an important predictor of GPA,
then we can classify the GPA of students who
completed metacognition same scale, it is assumed
that metacognition remained stable. Regression is
also used to test the mediation which variable or
variables that affect other mediating variables.
Results are presented in Table 2.
If the purpose of mastery and metacognition
tested simultaneously, the result is objective of the
control was not significant (t = .64) greater than the
significance level of 5% and metacognition
significant value, then the variable metacognition
actually serves as a moderator variable, but if the
goal mastery and metacognition significantly, the
independent variables metacognition is not a
moderator. On testing variables and variable
performance goals metacognition together to
variable academic performance, the significant value
of the variable performance goals above 5% then the
variable metacognition also serves as moderator and
not the independent variable. The test is jointly
variable mastery purpose, performance goals,
metacognition, and academic achievement, and it
turns out the significant value of interest mastery
and performance goals greater than 5% and in
academic achievement variable significance value
below 5%. The regression analysis to test the
mediating effect on the relationship between
metacognition mastery objectives and performance
goals. Interest mastery positive effect on
metacognition β = 2.92 p = 0.000. The relationship
between the objective of the control and the index is
not significant with metacognition in the equation,
indicating partial models. Performance goals are not
related to GPA β = 0:04, p = 0.008 and no mediator.
4 CONCLUSIONS
The study examined the relationship between
mastery purpose, performance goals, metacognition,
and achievement that is the value grade point
average (GPA). Previous research shows that the
conflict between the relationship of performance
goals with academic performance which is
mentioned in some research that there is no
relationship between performance goals with the
performance itself (Butler, 1993; Buton, Mathieu,
and Zajac, 1996) whereas some other studies state
that students with goal-oriented performance in itself
could do with a good performance (Elliot & Church,
1997; Midleton & Midgley, 1997). The conclusion
from this study support previous research that found
no relationship between performance goals with the
GPA.
Students with the goal of mastering thinking
about metacognition good, and being good learners
compared with students who are concerned with
performance objectives (Young & Fry, 2008).
Students with performance goals are not enjoying
the fruits of their academic achievement even though
they may work hard to get good results. Students
should be encouraged to adoption mastery-oriented
learning approach. Students tend to be driven by
performance goals will benefit from the training that
is associated with the goal of mastery and
metacognition.
Several studies have shown that metacognition
skills can be taught to the students to improve their
learning. Jayapraba (2013) studied the effect of
metacognitive and cooperative learning strategies to
improve academic achievement in science subjects.
The results found that metacognitive strategies very
effective in improving academic achievement.
Analysis of Goals, Metacognition and Academic Achievement Students’ of Muhammadiyah Malang University
1253
Multi-regression analysis showed a significant
relationship between consciousness metacognition
and academic achievement. Teachers can adopt
metacognitive learning in the classroom so that
students learn more efficiently and improve
academic achievement.
Weaknesses were found in this study were
participants reported how they felt about the purpose
and metacognition, not what is really their goal or
metacognition, which may be different. Participants
also reported their GPA and the GPA cannot be
verified. Other deficiencies found in this study is the
use of the CPI to measure academic achievement
instead of learning achievement. CPI measure
performance in the classroom compared to learning.
Therefore, doing the same research to measure
learning outcomes compared with GPA may be
given a deeper insight.
One other limitation of this study was the use of
a survey method where it is difficult to determine
cause and effect relationships. It is difficult to
determine whether the destination mastery causes a
good GPA or if a good GPA through several
semesters due to good governance objectives. The
causal link may be seen in other research settings,
such experiments as taught how mastery lessons and
use metacognition well which can increase the GPA.
Characteristics of participants in the study also
restrict this research, which means that the results
obtained in scope and limited space. The different
results might be obtained in different contexts.
Finally, the students in the classroom may have
performance objectives since they can be through
one semester well. The possibility of students using
a strategy of performance goals to meet the
performance requirements although they may use
the objectives required mastery in setting good
learning outcomes is not a good GPA. Further
research may be required to test environments where
performance objectives play the little role and more
emphasis on the learning environment and use the
information obtained.
The study aimed to test the mastery purpose,
performance goals, metacognition, and academic
achievement. Participants fill out an instrument that
contains data about goal achievement,
metacognition, and GPA as well as demographic
data (age, gender, and ethnicity). The results show
that the objective of the control is not associated
with a GPA while performance objectives associated
with GPA. This indicates that there is not a clearer
picture of the relationship between the objective of
the control of academic achievement, making it
difficult to ascertain that students with good
metacognitive also affect academic achievement.
Students who prefer the performance objectives
without understanding the information they can also
be a good result.
A study conducted by Camalahan (2006) found
that student achievement can be improved when
students are given the opportunity to organize
themselves and explicitly teach metacognitive
learning strategies. Metacognitive skills directly
affect the learning behavior and its consequences
have an effect on learning outcomes. Veenman
(2008) estimate that metacognitive skills contributed
40% to the variation in learning outcomes of some
completion tasks. The findings Landine & Stewart
(1998) also recommends to the teacher or school
counselor to use metacognitive strategies as
components in primary school teaching students
how to analyze their task, how to monitor and decide
how good resolution.
Jayapraba (2013) emphasized the importance of
classroom situations that support the use of
metacognition strategies. Teachers should have
awareness of metacognition first before teaching the
students. Provide wider opportunities for students to
practice strategies and metacognition are supported
by teachers. Feedback on the results of the practice
student needs to be given so that they understand
how the metacognitive strategies are necessary to
improve academic achievement. Leat and Lin (2003)
states that the role of teachers in the learning
metacognitive including stimulation of teaching
strategies, divide the class into groups or
individually, encourage students to ask questions,
bringing together ideas, encourage and guide the
discussion, the students explain their answers, give
feedback, establish connections between students,
and communicate the learning objectives. In short,
teachers can use some of the metacognitive
strategies to enhance student learning.
REFERENCES
Abesha, A. G. (2012). Effects of parenting styles,
academic self-efficacy, and achievement motivation on
the academic achievement of university students in
Ethiopia. Dissertation; Unpublish. Cowan University
Australia
Aboma, O. (2009). Predicting first-year university
students' academic success. Electronic Journal of
Research in Educational Psychology, 7 (3), 1053-
1072.
Ames, C. (1992). Classrooms: goals, structures, and
student motivation. Journal of Educational
Psychology, 84, 261-271.
ICRI 2018 - International Conference Recent Innovation
1254
Ames, C., and Archer, J. (1988). Achievement goals in the
classroom: Students’ learning strategies and
motivational processes. Journal of Applied Psychology
76, 478-487.
Camahalan, F. M. G. (2006). Effects of self-regulated
learning on mathematics achievement on selected
Southeast Asian children. Journal of Instructional
Psychology, 33(3), 194-205.
Casanova, P. F., García-Linares, M. C., de la Torre, M. J.,
& de la Villa Carpi, M., (2005). Influence of family
and socio-demographic variables on students with low
academic achievement, Educational Psychology, 25
(4), 423–435.
Chaplin. (2006). The impact of youth development
programs on academic achievement. National
collaboration for youth. Download tanggal 24 Januari
2015 tersedia
http://nationalassembly.org/Knowledge/documents/School
SuccessBrief.pdf
Cho, S. & Ahn, D. (2003). Strategy acquisition and
maintenance of gifted and non-gifted young children.
Council for Exceptional Children, 69(4), 497-505.
Coutinho, S. A. (2007). The relationship between goals,
metacognition, and academic success, Educate, 7 (1),
39-47.
Deary, I.J., Strand, S., Smith, P., & Fernandes, C. (2007).
Intelligence and educational achievement. Intelligence,
35(1), 13-21.
http://dx.doi.org/10.1016/j.intell.2006.02.001.
Dweck, C. S. (1999). Self-theories: Their role in
motivation, personality, and development.
Philadelphia: Psychology Press.
Dweck, C. S., and Leggett, E. S. (1988) A social-cognitive
approach to motivation and personality. Psychological
Review 95, 256-273.
Erdogan, Y., Bayram, S., and Deniz, L. (2008). Factors
that influence academic achievement and attitudes in
web-based education, International Journal of
Instruction, 1 (1): 31-48
Ergul, H. (2004). The relationship between student
characteristics and academic achievement in distance
education and application on students of Anadolu
University, Turkish Online Journal of Distance
Education, 5(2). [Online] Available:
http://tojde.anadolu.edu.tr/tojde14/articles/ergul.htm
Fantuzzo, J., & Tighe, E. (2000). A family involvement
questionnaire. Journal of Educational Psychology, 92
(2), 367-376.
Ferla, J., Valcke, M., & Cai, Y. (2009). Academic self-
efficacy and academic self-concept: Reconsidering
structural relationships. Learning and Individual
Differences, 19: 499–505.
http://dx.doi.org/10.1016/j.lindif.2009.05.004
Flavell, J. H. (1979). Metacognition and cognitive
monitoring. A new area of cognitive-developmental
inquiry. American Psychologist, 34, 906-911.
Furstenberg, F. F., & Hughes, M. E.(1995). Social capital
and successful development among at-risk youth.
Journal of Marriage and the Family, 57, 580-592.
Goddard, R. D. (2003). Relational networks, social trust,
and norms: A social capital perspective on students'
chances of academic success. Educational Evaluations
& Policy Analysis, 25, 59-74.
Holliday, A. (2009). Understanding the Implications of
Self - Concept and Academic Self - Concept Has on
African Americans and Latino's. Version 2. Knol.
[Online] Available: http://knol.google.com/k/alon-
holliday/understanding-the-implications-
self/37qlgwid1fl4z/7.
Hoyert, M. S., & O’Dell, C.D. (2004). The impostor
phenomenon and goal orientation. Journal of the
Indiana Academy of Social Sciences, 7, 1-10.
Jayapraba, G. (2013). Metacognitive instruction and
cooperative-learning strategies for promoting
insightful learning in science. International Journals
on New Trends in Education and Their Implication,
4(1), 165-172.
Joseph, N. (2010). Metacognition needed: Teaching
middle and high school students to develop strategic
learning skills, Preventing School Failure, 54 (2), 99-
103.
Laurens, A.S.A & Vimala A.(2012). School environment
and academic achievement of standard IX students.
Journal of Educational and Instructional Studies in
the world 2 (3), 2146-2163.
Leat, D., & Lin, M. (2003). Developing a pedagogy of
metacognition and transfer: Some signposts for the
generation and use of knowledge and the creation of
research partnerships. British Educational Research
Journal, 29, 383-415.
Lockett, C. T., & Harrell, J. P. (2003). Racial Identity,
self-esteem, and academic achievement: Too much
interpretation, too little supporting data. Journal of
Black Psychology, 29(3), 325-336.
http://dx.doi.org/10.1177/0095798403254216
Meichenbaum, D. (1986). Metacognitive methods of
instruction: Current status and future prospects. In M.
Schwebel & C. A. Maher (Eds.), Facilitating
Cognitive Development: International Perspectives,
Programs, and Practices (pp. 23-32). New York: The
Haworth Press.
Memnun, D.S.& Akkaya, R. (2009). The levels of
metacognitive awareness of primary teacher trainees,
Procedia social and Behavioral Sciences 1, 1919-
1923.
McCoy, L. P. (2005). Effect of demographic and personal
variables on achievement in eighth-grade algebra.
Journal of Educational Research, 98 (3), 131-135.
Ningrum T. P, Widyobroto, B. P, & Martani. (2013).
Prestasi Akademik mahasiswa ditinjau dari sistem
jalur penerimaan mahasiswa baru di Universitas
Gadjah Mada di download tanggal 16 Januari 2015
tersedia
http://mmpt.pasca.ugm.ac.id/downloads/2.%20Extend
ed%20Abstract%20MMPT_Tita%20Pavita.pdf
Nosratinia, M., Saveiy, M. & Zaker, A. (2014). EFL
learners' self-efficacy, metacognitive awareness, and
use of language learning strategies: how are they
Analysis of Goals, Metacognition and Academic Achievement Students’ of Muhammadiyah Malang University
1255
associated? Theory and Practice in Language Studies,
Vol. 4, No. 5, pp. 1080-1092.
Olatunde, P. (2009). Students attitude towards
mathematics and academic achievement in some
selected Secondary Schools in Southwestern Nigeria.
European Journal of Scientific Research, 36 (3): 336-
341.
Ormrod, J.E. (2003). Educational Psychology: Developing
Learners. (4th ed.) New Jersey: Merrill-Prentice Hall.
O’Sullivan, E. M., (2009). The demographic and academic
profile of Irish dental school faculty members. Journal
of the Irish Dental Association, 55 (6), 296-301.
Onyeizugbo, E. U. (2010). Self-efficacy and test anxiety
as correlates of academic performance. Educational
Research, 1(10): 477-480. [Online] Available:
http://www.interesjournals.org/ER
Pintrich, P. R., Zusho, A., Schiefele, U. & Pekrun, R.
(2001). Goal orientation and self-regulated learning in
the college classroom: A cross-cultural comparison. In
F. Salili, C. Y. Chiu & Y. Y. Hong (Eds.), Student
Motivation: The Culture and Context of Learning.
New York: Plenum.
Pugalee, D. K. (2001). Writing, mathematics, and
metacognition: Looking for connections through
students’ work in mathematical problem-solving.
School Science and Mathematics, 101, 236-245.
Ray, B. D. (2010). Academic Achievement and
Demographic Traits of Homeschool Students: A
Nationwide Study, Academic Leadership, 8 (1).
[Online] Available:
http://www.academicleadership.org/pdf/ALJ_ISSN15
33-812_8_1_392.pdf
Schraw, G. & Dennison, R.S. (1994). Assessing
metacognitive awareness, Contemporary Educational
Psychology 19, 460-471.
Schmidt, J. A., & Padilla, B. (2003). Self-esteem and
family challenge: An investigation of their effects on
achievement. Journal of Youth and Adolescence, 32,
37-46. http://dx.doi.org/10.1023/A:1021080323230
Simsek, A. & Balaban, J. (2010). Learning strategies of
successful and unsuccessful university students,
Contemporary Educational Technology, 1(1), 36-45.
Sperling, R.A., Howard, B.C., Miller, L.A., & Murphy, C.
(2002) Measures of children’s knowledge and
regulation of cognition. Contemporary Educational
Psychology 27, 51–79.
Veenman, M.V.J. (2008). Giftedness: Predicting the speed
of expertise acquisition by intellectual ability and
metacognitive skillfulness of novices. In M.F.
Shaughnessy, M.V.J. Veenman, & C. Kleyn-Kennedy
(Eds.), Meta-cognition: A recent review of research,
theory, and perspectives (pp. 207-220).
Young, A. Fry, J. D. (2008). Metacognitive awareness and
academic achievement in college students. Journal of
the Scholarship of Teaching and Learning, Vol. 8, No.
2, May 2008, pp. 1-10.
ICRI 2018 - International Conference Recent Innovation
1256