Received August 12, 2019, accepted October 1, 2019, date of publication October 7, 2019, date of current version October 21, 2019.
Digital Object Identifier 10.1109/ACCESS.2019.2945811
The Efficacy of Employing Problem-Based
Learning (PBL) Approach as a Method of
Facilitating Students’ Achievement
MOHAMMED ABDULLATIF ALMULLA
Faculty of Education, Department of Curriculum and Instruction, University of King Faisal, Alahsa 31982, Saudi Arabia
e-mail: maalmulla@kfu.edu.sa
This work was supported by the Deanship of Scientific Research at King Faisal University for the financial support under Nasher Track
(Grant No. 186264).
ABSTRACT The goal of this study to expand a version to develop a model to examine the effectiveness
of using a problem based learning (PBL) approach as a method of facilitating students’ achievement, and
incorporating the literature of PBL approach for educational purpose. Therefore, this research hypothesizes
that use PBL approach effect on students’ learning motivation, students ’thinking, students’ learning
difficulties on learning, students’ learning style, and students’ learning skills that in turn, affect students’
achievements. To achieve the research goal, the research employed a questionnaire as the main data collection
method and dispensed it to 88 university students all of whom use PBL approach. The findings were obtained
via a quantitative research method, Structural Equation Modeling (SEM). This research found a significant
relationship between PBL approach with students’ learning motivation, students ’thinking, students’ learning
difficulties on learning, students’ learning style, and students’ learning skills that in turn, affect students’
achievements. Hence, the research indicates that PBL approach enhances the students’ achievements, and
allows to sharing knowledge, information and discussions, and therefore, we recommend students to utilize
PBL approach for education purpose and should have encouraged them through lecturers at universities.
INDEX TERMS
achievements.
Problem based learning approach, structural equation modeling (SEM), students’
I. INTRODUCTION
Despite the role teacher plays in conventional classrooms,
his/her function in problem based learning (PBL) method
classes is to facilitate pupils. That is, teachers are not supposed to prepare actual information for students, neither
should they guide them towards thinking correctly.They
should encourage students’ thinking by asking questions,
which helps them to handle the problem consciously, instead.
PBL, as a learner-centered approach, is distinctly advantageous in comparison with traditional teacher-centered didactic technique as a matter of the fact that it promotes a
long-time information retention, which results in contextual learning as well as skills and tendencies development generically [1]. According to several studies, using
online equipment in teaching and learning processes provides
only technical support, rather than educational one [2], [3]
and [4]. Technical support is essential for an effective learning
The associate editor coordinating the review of this manuscript and
approving it for publication was Chin-Feng Lai
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.
environment [5], [6]. However, it is also crucial to integrate
active learning methods, for instance problem based learning, into these mixed learning conditions to derive greater
benefits [7], [8]. Therefore, as this research aims at, providing a clear vision of the necessity of applying active
approaches in interactive learning conditions, the use of
problem based learning method in blended learning environments is scrutinized. In addition, problem based learning is capable of providing a convenient learning space
with blending application of problem based learning and
technology of information communication [7]. Nevertheless, experimental study on favorable outcome of problem
based learning is in the preliminary stage yet, and revealing more clear evidence demands further researches [9].
Hence, the purpose of this research is to investigate the influence of the problem based learning technique on improvement of students’ achievements. Opportunity understanding
of Students for developing their skills as well as thinking
within the problem based learning method has also been
explored.
This work is licensed under a Creative Commons Attribution 4.0 License. For more information, see http://creativecommons.org/licenses/by/4.0/
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M. A. Almulla: Efficacy of Employing PBL Approach as a Method of Facilitating Students’ Achievement
FIGURE 1. Research model.
A. THE PROBLEM BASED LEARNING CONCEPT
There is a background for problem based learning in education. Its bases back to John Dewey’s beliefs at the early
twentieth century. According to Delisle [10] Dewey opined
that ‘teachers should ask students to explore and create using
their natural instincts’ (p. 1). An afterward, Barrows and Tamblyn [11] used problem based learning in medical education
in the late 1960’s for the first time to be substituted for traditional methods, as a successful strategy in instructing medical
students. Since then, it has been employed worldwide in
countries such as Australia, Canada, the USA, and also many
countries in the Middle East [12]. Furthermore, as Schwartz,
Mennin and Webb stated [13], many branches of knowledge,
such as education, health sciences, business, mathematics
and law has implemented problem based learning in higher
education. This approach has been defined several times.
As far as experiential [8] and meaningful learning [14] is
concerned, problem based learning is defined as ‘the learning
resulting from trying to perceive or resolve a problem’ [11].
Additionally, Russell [15] described it as ‘an educational
technique which tries to solve complex problems that students
would face in the future by asking them to cope with complicated and ill-structured difficulties of real world’(p. 175).
In other authors’ definition, on the contrary, the method of
problem based learning is considered as both a model and
a learning idea [12]. Problem based learning based on his
experience as one of the problem based learning originators
at McMaster University Medical School in Canada [16].
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The precious strength point of problem based learning environment is assisting students to peruse and possess several
learning, cognitive, social and personal abilities. Problem
based learning role by teachers and practitioners receives
International recognition [17]. There would be no classroom
improvement without appropriate trainings and practices by
a teacher even if computer exposure is provided [18]. Thus,
according to [7], [19], high satisfaction level in students’
learning through integrating proper learning methods such
as problem based learning, with blended learning environments can be achieved. Therefore, desired learning results
are obtained using problem based learning supporting the
learning environment. Moreover, applying active learning
approaches with web-based gadgets is supported by theories
and practices [12], [16], [20].
II. THEORETICAL MODEL
Seven major dimensions of problem based learning (PBL)
have been identified in this research, which are: students’
learning motivation (SM); students’ learning thinking (ST);
students’ learning style (SLS); students’ learning difficulties (SD); students’ learning skills (SS); and students’
achievements (SA). See figure 1.
A. PROBLEM BASED LEARNING (PBL)
Problem based learning is a comprehensive approach in
education, instead of an ordinary method of teaching
and learning, which includes four essential constituents:
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design of curriculum, tutorials, compatible evaluations and
the philosophical principles, which are the cornerstone of
problem based learning [21]. Barrows [16] believed that
problem based learning has six key dimensions, including:
hypothetical deductive reasoning; growing cognitive flexibility; creating permanent self-directed learning skills; developing skills of cooperation; student-centred; fostering habits of
self-reflection and self-appraisal. It could be perceived from
aforementioned dimensions that the approach is comprehensive [21], [22], involving several learning methods, such as
collaboration-based and self-directed learning. This holistic
approach aids individuals to improve their capabilities to
foster new lifetime skills, such as critical thinking, problem
solving and independent learning [20]. Based on the above
discussion, following hypotheses were proposed:
H1: PBL is positively related to SM.
H2: PBL is positively related to ST.
H3: PBL is positively related to SLS.
H4: PBL is positively related to SD.
H5: PBL is positively related to SS.
H6: PBL is positively related to SA.
B. STUDENTS’ LEARNING MOTIVATION (SM)
Motivation is defined as energizing, directing and sustaining
behavior element which makes it possible for students to participate, put themselves in a specific direction, and continue
exploring themselves [23], [24]. Intrinsic motivation is of
utmost importance in students’ learning in blended learning,
and students who are motivated intrinsically are more prone
to finish tasks, and perform better in comparison with the
extrinsically motivated pupils. Significance of motivation has
been emphasised in several studies owing to its influences on
learning performance [25], [26]. Every learner has motivation
inside as a deep-rooted intention which has a purpose or
direction. Bandura [27] proposed that students are proactive
in dealing with the environment because of their achievement.
Pupil’s awareness of their goals and values would lead to a
rise in students’ learning motivation [28]. Intrinsic motivation
is related to academic achievement and achievement aims
positively [29].hence, one hypothesis is proposed to study the
students’ learning motivation with students’ achievements:
H7: SM is positively related to SA.
C. STUDENTS’ LEARNING THINKING (ST)
Students’ thinking was defined by Ennis [30] as ‘‘the logical and reflexive thinking which concentrates on deciding
upon beliefs and actions’’ (p. 179). Strategies of teaching
which develop students thinking skills, especially logic skills,
which are reflective, deliberative, analytical, and procedural,
are connected to the development of intellectual problem
based learning and students’ thinking skills [31]. Moreover,
influence of students’ thinking on the students’ academic
performance has resulted in research improvement on the
topic [32]. A considerable number of studies has done on
critical thinking skills owing to students’ critical thinking
importance [33]. Therefore, to examine the students’ learning
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thinking with students’ achievement, one hypothesis is developed: H8: ST is undoubtedly related to SA.
D. STUDENTS’ LEARNING STYLE (SLS)
The way students interact with others, obtain knowledge,
or respond to motives in the learning environments is
described by learning styles [34]. Several theories have been
suggested by educational field researchers on students’ learning style variety [35]. There are plenty of students with
academic achievement who are ready to change their skills of
study and gain the benefits of their learning strategies [36].
Generally, a learning style indicates the preferred learning
method of a person [37], which is often connected to one’s
performances of learning and therefore is capable of predicting academic success. Hence, understanding students’
learning styles is indispensable for instructors, especially
with new technologies gadgets advent. Despite many studies have done on social media tools application in education [38]–[41], the impact of learning styles on students’
who are instructed using problem based learning has not
been studied yet. Several factors affect students’ learning
styles. For example, gender, age, academic achievement, and
culture [42]. Thus, to examine the students learning style with
students’ achievement, one hypothesis is proposed: H9: SLS
is positively related to SA.
E. STUDENTS’ LEARNING DIFFICULTIES (SD)
Students’ learning difficulties are related to a major portion
of students who have different educational requirements [43].
Having mediocre or more than average intelligence with
deficiency in the cognitive processing which affects their
learning and achievement, recognises Students’ learning difficulties [44], [45]. Identifying these difficulties, which can
be lifetime, usually takes place after disappointing academic
performance and following the eradication of other potential
reasons of underachievement, such as vision, hearing or intellectual disorders, or factors related to the student’s environment [44]. For many kinds of students leaving high school
and going to university is a challenge, especially for those
with learning difficulties [46]. Similarly, first- and secondyear university students who had learning disabilities showed
a unique variance in their goal of persisting at university [47].
Students’ psychological development is affected by learning
difficulties which can form academic motivation in plenty of
ways [48]. Hence, to examine the students’ learning difficulties with students’ achievement, one hypothesis is developed:
H10: SD is positively related to SA.
F. STUDENTS’ LEARNING SKILLS (SS)
Several different replaceable terms associated with students’
skills, such as ‘‘transferable skills’’ [49], and ‘‘generic
skills’’ [50], have been investigated in former studies. Generally, ‘‘personality features, purposes, character, incentives,
and priorities, which are credited in the universities, schools,
and other areas’’ describe these skills [51]. Moreover, skills
in the Information Communication Technology (ICT) system
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include ‘‘interplay, articulation and interpersonal skills’’ [52].
Understanding the necessity of relation between learning
content and skills, which must be clearly embedded in the
curriculum disciplines, by teachers and tutorial designers
is important [53]. afterwards, students need social skills to
learn cooperatively instead of competitively in a self-directed
and valid online learning environment [54] as a matter of
the fact that students might never meet each other face to
face but only through online communications such as emails
and the Learning Management System (LMS) and social
media [55], [56]. Recently, it is found by a study from Norway that even the frequency of using technology in schools
negatively correlates with the self-reported digital skills of
students [57]. Thus, to examine the students’ learning skills
with students’ achievement, one hypothesis is developed:
H11: SS is positively related to SA.
G. STUDENTS’ ACHIEVEMENTS
Based on several experiential studies, problem based learning is an efficient learning method which helps improving
academic achievement [58], provides long-term information
keeping [14], [58], develops problem solving skills [59] and
fosters critical thinking [60], [61]. This approach also has
a positive influence on motivation towards the course, compared to conventional method [62]. The impacts of problem
based learning on outcome of the students, such as cognitive
and affective skills, were inspected by various meta-analysis
or synthesis studies [63], [64]. On the other hand, facing
difficulties in hypothesizing and dealing with obstacles or
getting bored with long-term problem based learning activities is likely for students and especially pupils with disappointing results may have a difficulty in internalizing the
problem cases [14]. Therefore, overcoming these difficulties
and enhancing students’ achievements could be achieved by
supporting problem based learning with technology. The academic achievement of pupils taught by using conventional
methods and problem based learning technique were compared by Syafii and Yasin’s [65]. Alignment of the problem
based learning module with the structure and essence of
the problem based learning model was not clear, which is
explained by Barrows and Tamblyn [11], [66]. In particular,
they found out that significant higher academic results were
achieved by the students who were taught physics concepts
through problem based learning in compare to their peers
who were taught by using lecture based approach. Secondary
economics education and a potential effect of problem based
learning on student achievement were studied by Finkelstein
and Hanson [67] and Maxwell et al. [68]. They concluded that
the problem based learning approach to teaching was generally more effective in comparison with traditional methods
as far as developing students’ content knowledge and their
problem-solving skills are concerned.
III. RESEARCH METHODOLOGY
The use the problem based learning has been encouraged by
many universities including King Faisal University (KFU).
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Therefore, the research aims at developing a model of
measurement students’ achievements through an empirical investigation on problem based learning. The problem based learning was measure via five factors which
are: students’ learning motivation; students’ learning thinking; students’ learning style; students’ learning difficulties; and students’ learning skills. Hence, the questionnaires
involved were distributed among students using problem
based learning as a quantitative approach. The participants
of the current study were undergraduate students who were
users of problem based learning. Likert scale of 5- point
was utilized in the current study to measure students’ rating
of the different items ‘‘strongly disagree (1), disagree (2),
undecided (3), agree (4), strongly agree (5)’’. The questionnaire comprises of two main sets of factors. One of these
sets comprises the factors of independent factors that include
problem based learning; students’ learning motivation; students’ learning thinking; students’ learning style; students’
learning difficulties; and students’ learning skills, the second
the dependent factor of model is students’ achievements.
88 questionnaires were entered and tabulated to Statistical
Package for the Social Sciences (SPSS), SPSS was the main
tool used to analyse the responses of the students to the
different questionnaire items. In particular, this study utilized
the Structural Equation Modeling (SEM- Smart-PLS) for
the purpose of analysis. Based on the recommendation by
Hair et al. [69], SEM- Smart-PLS was conducted in two main
phases. The first phase aimed at calculating the construct,
converge and discriminate the validities of the measurement
model while the second aimed at examining of the structure
model.
A. MEASUREMENT INSTRUMENTS
The main purpose of adapting the constructs items was to
achieve a satisfactory result regarding content validity. The
survey comprises of two main sections. The first section was
designed to collect the students’ demographic information
such as gender and age as well as information about the
respondents’ frequency of using problem based learning to
enhance students’ achievements. The second part adapted the
factors as following: problem based learning considered five
items was adapted from [70], students’ learning motivation
considered five items was adapted from [71]; students’ learning thinking considered seven items was adapted from [72];
students’ learning style considered six items was adapted
from [73]; students’ learning difficulties considered four
items was adapted from [71]; students’ learning skills considered four items was adapted from [74], and students’ achievements considered five items was adapted from [75], [76].
IV. RESULT AND ANALYSIS
The reliability of Cronbach’s Alpha was analysed the factors
as following: problem based learning (0.913), students’ learning motivation (0.817); students’ learning thinking (0.921);
students’ learning style (0.892); students’ learning difficulties (0.907); students’ learning skills (0.898), and students’
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achievements (0.931). Three criteria were used for the purpose of evaluating the discriminant validity (DV). In particular, these criteria were index among variables, the average
variance extracted (AVE) value of each construct and square
of (AVE) of every single construct. The resulting value first
should be under 0.80 based on the recommendations by [69],
the value of the second must be 0.50 or above and the value
of the third criteria should be above the inter construct correlations (IC) connected with the factor [69]. According to [69],
the resulting values of Cronbach’s Alpha (CA) and composite
reliability (CR) are expected and should be ≥ 0.70 while
both of the factor loading (FL) and crematory factor analysis (CFA) values should be equal to or above 0.70.
A. MEASUREMENT MODEL AND INSTRUMENTATION
The use of Partial Least Square was the first step in the
model’s legitimacy and dependability assertion. Through the
use of Basic Equations Modeling (PLS-SEM) and Smart PLS
3.0, previous related theories were examined and the integrity
fitness of the current model was checked. Similarly, a number
of things were determined such as the legitimacy build that
ranges the loadings of components; the composite unwavering quality, Cronbach’s alpha, and the merging legitimacy.
At this point, the study also utilized standard test in order
to affirm discriminant legitimacy following the recommendations by [77].
B. CONSTRUCT VALIDITY OF THE MEASUREMENTS
The level to which the things used to measure components
is defined as Develop legitimacy. It can suitably calculate
the idea they were meant to quantify [69]. All of the things
used to measure the develops should pile essentially to their
individual develops rather than different builds. This was
certain by having an orderly audit of writing in the mission
to deliver things that have as of now been set up and tried
by earlier writers. As for component analysis, it was ensured
that things get to be named to their develops as they expressed
high loadings on them which stood out from several develops
(See Table 1).
C. CONVERGENT VALIDITY OF THE MEASUREMENTS
The composite reliability values differed from 0.982181 to
0.967698 and they are everywhere throughout the prescribed
cut-off estimation of 0.70, with Cronbach Alpha values contrasting from 0.978733 to 0.957515, over the prescribed
cut-off estimation of 0.60. In addition, the normal change
removed (AVE) values contrasted from 0.909484 to 0.857072
(all surpassed the cut-off estimation of 0.5), with critical
element loadings surpassing 0.50. These qualities all went
over the prescribed an incentive by Hair et al. [69] and Fornell
and Larcker [77]. The CFA results of the measurement model
are presented in Table 2 below.
D. DISCRIMINANT VALIDITY OF MEASURES
The calculation of discriminant legitimacy aims at measuring how a certain idea along with its markers can be
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different from another idea along with its pointers [78].
The discriminant legitimacy for the builds is supported by
the results of this study as the AVE is found to be above
0.50 which is critical at p = 0.001 [77]. In such manner, Hair et al. [69] stated that the relationships between
things in two develop should not exceed the square base of
the normal fluctuation shared by solitary developed things
(See Table 3).
E. ANALYSIS OF THE STRUCTURAL MODEL
Taking after the assurance of the integrity of the demonstrated
estimation, the following stride illustrates the testing of the
estimated relations among the figures. Smart PLS 3.0 was
used at this point where the model was examined through
calculation using the PLS. then; the coefficient figures were
calculated and then illustrated in Figure 2. Figures 3 what’s
more, show the theories on table 4.
Regarding the first hypothesis, the relationship between
problem based learning and students’ learning motivation
(β = 0.979, t = 259.26, p < 0.001). So, first hypothesis was
significant and supported. The second proposition is positive
too, significant and supported, as the analysis indicates a
relationship between problem based learning and students’
learning thinking (β = 0.887, t = 36.55, p < 0.001). The next
hypothesis is relationship between problem based learning
and students’ learning style (β = 0.972, t = 217.25, p <
0.001). Thus, third hypothesis was significant and supported.
The next hypothesis number four is a positive and supported,
as the analysis also indicates a relationship between problem based learning and students’ achievements (β = 0.396,
t = 57.88, p < 0.001). Moreover, next hypothesis five is
also positive and supported, as a relationship exists between
problem based learning and students’ learning skills (β =
0.941, t = 96.65, p < 0.001). Nonetheless, based to the
relationship problem based learning and students’ learning
difficulties (β = 0.954, t = 114.56, p < 0.001). Hence,
the results a positive as well as a significant relation as stated
in the 6th hypothesis. Also, the 7th hypothesis is also supported as the relation between students’ learning motivation
and students’ achievements (β = 0.296, t = 2.705, p <
0.001). In addition, the positive and significant relation found
between students’ learning style and students’ achievements
provides a strong support for the 8th hypothesis as the results
came out as (β = 0.237, t = 1.756, p < 0.001). Students’
learning thinking and students’ achievements appeared to be
closely and significantly at (β = 0.361, t = 3.640, p <
0.001).This provides a strong support for the 9th hypothesis. Similarly, the 10th hypothesis was also supported as the
relations between students’ learning difficulties and students’
achievements at (β = 0.276, t = 3.006, p < 0.001). Finally,
the 11th hypothesis tested the relationship between students’
learning skills and students’ achievements was significant
and supported at (β = 0.229, t = 1.675, p < 0.001).
All hypotheses goes in line with some of the previous related
research [22], [26], [31], [57]–[59].
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TABLE 1. Loading and cross-loadings of the items.
F. DESCRIPTIVE AND ANALYSIS OF FACTORS
The result shows that the majority of students somewhat agree
and strongly agree that problem based learning approach was
useful on students’ learning motivation for learning. Therefore, ‘‘this research defines problem based learning approach
as the degree where a students’ learning motivation for learning that in turn, effect students’ achievements’’. These results
are consistent with [24]–[26], who argued that problem based
learning approach was useful on students’ learning motivation for learning. See Figure 4.
Also, the result shows that the majority of students somewhat agree and strongly agree that problem based learning approach was useful on students’ learning thinking
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for learning. Therefore, ‘‘this research defines problem based
learning approach as the degree where a students’ learning
thinking for learning that in turn, effect students’ achievements’’. These results are consistent with [31], [32], who
argued that problem based learning approach was useful on
students’ learning thinking for learning. See Figure 5.
Moreover, the result shows that the majority of students
somewhat agree and strongly agree that problem based learning approach was useful on students’ learning style. Therefore, ‘‘this research defines problem based learning approach
as the degree where a students’ learning style that in turn,
effect students’ achievements’’. These results are consistent
with [36], [38], [79], [80], who argued that problem based
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M. A. Almulla: Efficacy of Employing PBL Approach as a Method of Facilitating Students’ Achievement
TABLE 2. Convergent validity.
learning approach was useful on students’ learning style. See
Figure 6.
Furthermore, the result shows that the majority of students
somewhat agree and strongly agree that problem based learning approach was useful on students’ learning difficulties for
learning. Therefore, ‘‘this research defines problem based
learning approach as the degree where a students’ learning
difficulties for learning that in turn, effect students’ achievements’’. These results are consistent with [44], [45], [48], who
argued that problem based learning approach was useful on
students’ learning difficulties for learning. See Figure 7.
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Additionally, the result shows that the majority of students somewhat agree and strongly agree that problem based
learning approach was useful on students’ learning skills
for learning. Therefore, ‘‘this research defines problem based
learning approach as the degree where a students’ learning
skills for learning that in turn, effect students’ achievements’’.
These results are consistent with [49], [53], who argued that
problem based learning approach was useful on students’
learning skills for learning. See Figure 8.
As well, the result shows that the majority of students
somewhat agree and strongly agree that problem based
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M. A. Almulla: Efficacy of Employing PBL Approach as a Method of Facilitating Students’ Achievement
TABLE 3. Latent variable correlations.
FIGURE 2. Path coefficients results.
learning approach was useful for learning. Therefore, ‘‘this
research defines problem based learning approach as the
degree where a students’ learning in the classroom that in
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turn, effect students’ achievements’’. These results are consistent with [14], [21], [22], who argued that problem based
learning approach was useful for learning. See Figure 9.
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M. A. Almulla: Efficacy of Employing PBL Approach as a Method of Facilitating Students’ Achievement
FIGURE 3. Path coefficients T values.
TABLE 4. Hypotheses testing.
Finally, the result shows that the majority of students somewhat agree and strongly agree that problem based learning
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approach was useful on students’ achievements. Therefore,
‘‘this research defines problem based learning approach as the
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M. A. Almulla: Efficacy of Employing PBL Approach as a Method of Facilitating Students’ Achievement
FIGURE 4. Measuring students’ learning motivation for learning.
FIGURE 5. Measuring students’ learning thinking for learning.
FIGURE 6. Measuring students’ learning style.
degree where a students’ learning in classroom that in turn,
effect students’ achievements’’. These results are consistent
with [14], [58], [62]–[64], who argued that problem based
learning approach was useful on students’ achievements. See
Figure 10.
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G. DISCUSSION AND IMPLICATIONS
The current research aims at cultivating a new model on
how problem based learning through students’ learning difficulties, students’ learning style, students’ learning motivation, students’ learning skills, students’ learning thinking
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FIGURE 7. Measuring students’ learning difficulties.
FIGURE 8. Measuring students’ learning skills.
FIGURE 9. Measuring problem based learning approach.
to improve students’ achievements in the institution of
higher education. This research was an innovative effort in
applying problem based learning among university students.
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based on the model proposed, the relationships between
six hypotheses were explored the problem based learning
with the following factors: students’ learning difficulties,
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FIGURE 10. Measuring students’ achievements.
students’ learning style, students’ learning motivation, students’ learning skills, students’ learning thinking and students’ achievements. Also, the relationships between five
hypotheses were explored on the following factors: students’
learning difficulties, students’ learning style, students’ learning motivation, students’ learning skills, and students ’thinking with students’ achievements (see Figure 2). According to
the purpose of this research, using problem based learning
among university students is highlighted and discussed to
provide a clear vision of the importance of employing such
students’ learning skills, students’ learning thinking, students’ learning difficulties, students’ learning style, students’
learning motivation, and improves students’ achievements
in learning environments. Thus, the problem based learning
approach provides rich daily life situations and problems that
can be discussed to attain this target [81], [82].
The finding of this research shows there is a growing
perception on teaches students through the problem based
learning approach could positively impact the academic
achievements. Therefore, the students get the opportunity to
utilize problem based learning approach to bring new academic information into learning. Thus, the findings revealed
that problem based learning has a positive impact on student
academic achievements. Besides, the problem based learning
approach helped the university students to foster information
exploration and information sharing [58]. Thus, the perception that problem based learning approach yields beneficial
results as an academic environment prompt several students
to have a high inclination towards improve their academic
achievements [59]. Moreover, the findings of this research
revealed that problem based learning approach acts as an
integral element in the lives of several students and teachers
drawn from the younger generation. For instance, problem
based learning approach improves the learning environment
for the students by ensuring that they can effectively manage
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their studies efficiently. The interactive nature of problem
based learning approach helps to accomplish educational purposes, and sustaining connection with between the learners
and students.
From a different perspective the problem based learning
approach encourages learners to engage actively and deeply
in authentic activities and tasks [83], and create new solutions
by using a much wider number and range of resources and
knowledge about the problem [12]. It also gives learners
the ability to formulate their learning needs and ultimately
become self-directed with the desire to learn and solve a problem [10]. Therefore, the problem based learning approach
creates a feeling of connection to the course content and
classmates. For that reason, designing problem based learning approach that are linked to the student assignments and
previous course activities would improve the learning in the
contemporary academic environment.
The statistical analyses in this study provide a clear-cut
support to all of the hypotheses proposed in this study.
Thus, both of the research model and the hypotheses are
confirmed. Many fruitful insights on problem based learning
approach through students’ learning difficulties, students’
learning style, students’ learning motivation, students’ learning skills, and students ’thinking and their impacts on their
achievements.
Moreover, the problem based learning was examined
via following factors: students’ learning difficulties, students’ learning style, students’ learning motivation, students’
learning skills, students ’thinking and students’ achievements. The adoption of problem based learning approach
in the processes teaching and learning was also found to
be strongly influenced by students’ learning motivation,
students’ learning skills, and students ’thinking, in turn
improve students’ achievements. Furthermore, the factors
of students’ learning difficulties, students’ learning style,
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M. A. Almulla: Efficacy of Employing PBL Approach as a Method of Facilitating Students’ Achievement
students’ learning motivation, students’ learning skills, students ’thinking and students’ achievements on problem based
learning were also validated according to the findings of
this study. Therefore, the findings of the current research
go in line with the results of previous related research supporting the claim that the problem based learning approach
in teaching and learning can be strongly influenced via
students’ learning difficulties, students’ learning style, students’ learning motivation, students’ learning skills and
students ’thinking that in turn improve students’ achievements [21], [22], [26], [31], [36], [45], [57]–[59].
Besides, the findings of this research go in line with
the results of previous discussion, it can be seen that constructivism, including its propositions and practices, is consistent with the principles of the problem based learning
approach. This conclusion is documented by many specialists in the field [15], [83]–[86]. The problem based learning
approach is described as ‘constructivist’. For instance, Savery
and Duffy [83] clearly emphasise that it is ‘one of the best
exemplars of a constructivist learning environment’ (p. 135).
Further, understanding the importance of designing higher
education courses, tasks and practices, based on constructivist
theory and the principals’ of problem based learning, is a
crucial and productive trend in many disciplines [15], [87].
Through results of current research model on problem
based learning approach to improve students’ academic
achievements. Thus, encourages the students’ to use problem
based learning approach should be emphasized by faculties
and universities. Also, through the problem based learning
approach, universities should explain to the students the many
facts that they can get by using this approach and integrating it
in their learning. The fact that students understand the various
benefits that they can get through the use of problem based
learning approach on their academic achievements which will
be considerably improved.
This research provides three empirical pieces of evidence. First empirical evidence of problem based learning use through students’ learning style, students’ learning
motivation, students’ learning skills, students ’thinking and
difficulties on learning. Second empirical evidence of problem based learning with students’ learning motivation, students’ learning difficulties on learning, students’ learning
style, students’ learning skills, and students ’thinking that
in turn, affect students’ achievements (refer to hypotheses
number 1, 2, 3, 4, 5, and 6). The third empirical evidence of
problem based learning with students’ learning motivation,
students’ learning style, students ’thinking, students’ learning
difficulties on learning, and students’ learning skills that in
turn, affect students’ achievements (refer to hypotheses number 7, 8, 9, 10 and 11). Based on the results of the current
research, three implications were generated follows:
Employing problem based learning approach in the process of teaching and learning, this includes the role played
by lecturers and instructors in supporting students through
attending to their questions. Also, the easy process of
sharing knowledge will enable the students to enhance
146492
their skills, thinking and motivation that in turn, affect students’ achievements.
Encouraging universities and tertiary educational institutions to teach the students how to make use of problem based
learning approach.
Realizing that students’ learning style, students’ learning
motivation, students’ learning skills, students ’thinking and
difficulties on learning are considered significant for problem based learning approach that in turn, affect students’
achievements.
V. CONCLUSION AND FUTURE WORK
The findings of this research support the problem based
learning approach that in turn, affect students’ achievements.
The findings also showed that students’ learning motivation,
students ’thinking, students’ learning difficulties on learning,
students’ learning style, and students’ learning skills that in
turn, affect students’ achievements. Therefore, the results of
this study show all hypotheses were acceptable. Regarding
at the results of all hypotheses were significance and positively that mean the students has a positive attitude toward use
problem based learning approach for teaching and learning,
thus future work should take into consideration the creation
of teachers’ guidelines of how to combine problem based
learning approach in various fields in the processes of teaching and learning. Future attempts should also consider the
views of teachers and other higher education stakeholders
in relation to the use of problem based learning approach in
educational settings. The limitations and facilitating factors
should be investigated in future research, having different
view and perspectives from different countries and cultures
would definitely enrich the research in this field. This also
can provide more insights on how to handle this topic within
higher education in different educational environments.
REFERENCES
[1] H. G. Schmidt, L. Vermeulen, and H. van der Molen, ‘‘Longterm effects
of problem-based learning: A comparison of competencies acquired by
graduates of a problem based and a conventional medical school,’’ Med.
Edu., vol. 40, no. 6, pp. 562–567, 2006.
[2] S. Al-Fadhli and A. Khalfan, ‘‘Developing critical thinking in e-learning
environment: Kuwait University as a case study,’’ Assessment Eval. Higher
Edu., vol. 34, no. 5, pp. 529–536, 2009.
[3] E. A. Almdni, ‘‘The effectiveness of electronic course of educational technology in developing achievement and critical thinking for girls students
at female educational colleges,’’ Ph.D. dissertation, Dept. English Lang.
Teach., Taibah Univ., Madina, Saudi Arabia, 2006.
[4] A. Alqarni, Teaching and Learning in Higher Education. Riyadh,
Saudi Arabia: Al Obaikan Library, 2008.
[5] Y.-C. J. Chiu, ‘‘Exploring student and teacher interactions for critical thinking in face to face and online environments in an EFL course in Taiwan,’’
Ph.D. dissertation, Dept. Lang. Educ. Teach. Methods, Australian Catholic
Univ., Fitzroy, VIC, Australia, 2006.
[6] G. Hughes, ‘‘Using blended learning to increase learner support and
improve retention,’’ Teaching Higher Edu., vol. 12, no. 3, pp. 349–363,
2007.
[7] C. Derby and F. Williams, ‘‘The impact of problem based learning,
blended-problem based learning, and traditional lecture on student’s academic achievement in education,’’ presented at the World Conf. E-Learn.
Corporate, Government, Healthcare, Higher Educ., 2010.
[8] C. Magnuson, ‘‘Experiential learning and the discussion board: A strategy,
a rubric, and management techniques,’’ Distance Learn., vol. 2, no. 2,
pp. 15–20, 2005.
VOLUME 7, 2019
M. A. Almulla: Efficacy of Employing PBL Approach as a Method of Facilitating Students’ Achievement
[9] M. M. Alamri, ‘‘Facilitating students’ higher-order thinking through
problem-based learning: Working in a blended learning environment in
Saudi Arabia,’’ Ph.D. dissertation, Dept. Edu., La Trobe Univ., Bundoora,
VIC, Australia, 2014, vol. 3086.
[10] R. Delisle, ‘‘How to use problem-based learning in the classroom,’’
Assoc. Supervision Curriculum Develop., Alexandria, VA, USA,
Tech. Rep., 1997.
[11] H. S. Barrows and R. M. Tamblyn, Problem-Based Learning: An Approach
to Medical Education, vol. 1. New York, NY, USA: Springer, 1980.
[12] O.-S. Tan, S. Chye, and C.-T. Teo, ‘‘Problem-based learning and creativity:
A review of the literature,’’ in Problem-based learning and Creativity,
O.-S. Tan, Ed. Singapore: Cengage Learning Asia, 2009, pp. 15–38.
[13] P. Schwartz, S. Mennin, and G. Webb, Problem Based Learning: Case
Studies, Experience and Practice. London, U.K.: Kogan Page, 2001.
[14] W. Hung, ‘‘Problem-based learning: A learning environment for enhancing
learning transfer,’’ in New Directions for Adult and Continuing Education,
vol. 137. Malden, MA, USA: Wiley, 2013, pp. 27–38.
[15] D. Russell, ‘‘Group collaboration in an online problem based University
course,’’ in Problem-Based Learning and Creativity, O.-S. Tan, Ed.
Singapore: Cengage Learning Asia, 2009, pp. 73–192.
[16] H. S. Barrows, ‘‘Problem-based learning in medicine and beyond: A brief
overview,’’ in New Directions for Teaching and Learning, vol. 68.
San Francisco, CA, USA: Jossey-Bass, 1996, pp. 3–12.
[17] R. Donnelly, ‘‘Harmonizing technology with interaction in blended
problem-based learning,’’ Comput. Edu., vol. 54, no. 2, pp. 350–359, 2010.
[18] J. E. Masters, ‘‘Teachers scaffolding children working with computers: An
analysis of strategies,’’ M.S. thesis, Dept. Centre Learn. Innov., Queensland Univ. Technol., Brisbane, QLD, Australia, 2005. [Online]. Available:
http://eprints.qut.edu.au/16118/1/Jennifer_Masters_Thesis.pdf
[19] R. Oliver, ‘‘Using a blended learning approach to support problem-based
learning with first year students in large undergraduate classes,’’ in Towards
Sustainable and Scalable Educational Innovations Informed by the Learning Sciences, C. Looi, D. Jonassen, and M. Ikeda, Eds. Amsterdam,
The Netherlands: IOS Press, 2005, pp. 848–851.
[20] H. S. Barrows and A. M. Kelson, Problem-Based Learning: A Total
Approach to Education. Springfield, IL, USA: Illinois Univ., 1993.
[21] T. Barrett, ‘‘Understanding problem-based learning,’’ in Handbook of
Enquiry and Problem-based Learning: Irish Case Studies and International Perspectives, H. Barrows, I. MacLabhrainn, and H. Fallon, Eds.
Galway, Ireland: Centre for Excellence in Learning and Teaching, NUI
Galway in association with the All Ireland Society for Higher Education,
2005, pp. 13–25.
[22] S. Sendag and H. F. Odabaşi, ‘‘Effects of an online problem based learning
course on content knowledge acquisition and critical thinking skills,’’
Comput. Edu., vol. 53, no. 1, pp. 132–141, 2009.
[23] J. A. Fredricks, P. C. Blumenfeld, and A. H. Paris, ‘‘School engagement:
Potential of the concept, state of the evidence,’’ Rev. Educ. Res., vol. 74,
no. 1, pp. 59–109, 2004.
[24] J. R. Reeves, ‘‘Secondary teacher attitudes toward including Englishlanguage learners in mainstream classrooms,’’ J. Educ. Res., vol. 99, no. 3,
pp. 131–143, 2006.
[25] K. M. Y. Law and K. Breznik, ‘‘Impacts of innovativeness and attitude
on entrepreneurial intention: Among engineering and non-engineering
students,’’ Int. J. Technol. Des. Educ., vol. 27, no. 4, pp. 683–700, 2017.
[26] K. M. Y. Law and S. Geng, ‘‘How innovativeness and handedness affect
learning performance of engineering students?’’ Int. J. Technol. Des. Educ.,
vol. 29, no. 4, pp. 897–914, Sep. 2018.
[27] A. HallBandura, Social Foundations of Thought and Action: A Social
Cognitive Theory. Englewood Cliffs, NJ, USA: Prentice-Hall, 1986.
[28] R. D. Duffy and T. L. Raque-Bogdan, ‘‘The motivation to serve others:
Exploring relations to career development,’’ J. Career Assessment, vol. 18,
no. 3, pp. 250–265, 2010.
[29] M. Lavender, ‘‘A comparison of academic motivation of academically
prepared and academically unprepared community college students,’’
M.S. thesis, Dept. Educ. Leadership Policy Stud., Florida
State Univ., Tallahassee, FL, USA, 2005. [Online]. Available:
http://diginole.lib.fsu.edu/etd/3254
[30] R. H. Ennis, ‘‘Critical thinking assessment,’’ Theory Into Practice, vol. 32,
no. 3, pp. 179–186, 1993.
[31] C. Cone, D. Godwin, K. Salazar, R. Bond, M. Thompson, and O. Myers,
‘‘Incorporation of an explicit critical-thinking curriculum to improve pharmacy students’ critical-thinking skills,’’ Amer. J. Pharmaceutical Edu.,
vol. 80, no. 3, pp. 1–6, 2016.
VOLUME 7, 2019
[32] E. Demirhan, S. Beşoluk, and I. Önder. ‘‘The change in academic achievement and critical thinking disposition scores of pre-service science teachers
over time,’’ J. Educ. Sci., no. 403, pp. 403–406, Oct. 2015.
[33] E. T. Pascarella and P. T. Terenzini, How College Affects Students: A Third
Decade of Research, vol. 2. San Francisco, CA, USA: Jossey-Bass, 2005.
[34] G. Shaw and N. Marlow, ‘‘The role of student learning styles, gender,
attitudes and perceptions on information and communication technology
assisted learning,’’ Comput. Edu., vol. 33, no. 4, pp. 223–234, 1999.
[35] R. Säljö, ‘‘Learning approach and outcome: Some empirical observations,’’
Instruct. Sci., vol. 10, no. 1, pp. 47–65, 1981.
[36] L. Boström, ‘‘Students’ learning styles compared with theirteachers’ learning styles in upper secondaryschool—A mismatched combination,’’ Edu.
Inquiry, vol. 2, no. 3, pp. 475–495, 2011.
[37] P. Marriott, ‘‘A longitudinal study of undergraduate accounting students’
learning style preferences at two UK universities,’’ Accounting Edu.,
vol. 11, no. 1, pp. 43–62, 2002.
[38] V. Balakrishnan, ‘‘Using social networks to enhance teaching and learning
experiences in higher learning institutions,’’ Innov. Edu. Teach. Int., vol. 51,
no. 6, pp. 595–606, 2014.
[39] W. M. Al-Rahmi, N. Alias, M. S. Othman, I. A. Ahmed, A. M. Zeki,
and A. A. Saged, ‘‘Social media use, collaborative learning and students’academic performance: A systematic literature review of theoretical
models,’’ J. Theor. Appl. Inf. Technol., vol. 95, no. 20, pp. 5399–5414, 2017.
[40] W. M. Al-Rahmi, N. Yahaya, A. A. Aldraiweesh, M. M. Alamri,
N. A. Aljarboa, U. Alturki, and A. A. Aljeraiwi, ‘‘Integrating technology
acceptance model with innovation diffusion theory: An empirical investigation on students’ intention to use e-learning systems,’’ IEEE Access,
vol. 7, pp. 26797–26809, 2019.
[41] W. M. Al-Rahmi, M. S. Othman, and L. M. Yusuf, ‘‘Exploring the factors that affect student satisfaction through using e-learning in Malaysian
higher education institutions,’’ Medit. J. Social Sci., vol. 6, no. 4,
pp. 299–310, 2015.
[42] A. Honigsfeld, ‘‘A comparative analysis of the learning styles of adolescents from diverse nations by age, gender, academic achievement level,
and nationality,’’ Humanities Social Sci., vol. 62, p. 969, Nov. 2001.
[43] M. D. Clark, ‘‘Teacher response to learning disability: A test of attributional principles,’’ J. Learn. Disabilities, vol. 30, no. 1, pp. 69–79,
1997.
[44] E. S. Johnson, M. Humphrey, D. F. Mellard, K. Woods, and H. L. Swanson,
‘‘Cognitive processing deficits and students with specific learning disabilities: A selective meta-analysis of the literature,’’ Learn. Disability Quart.,
vol. 33, no. 1, pp. 3–18, 2010.
[45] D. Scanlon, ‘‘Specific learning disability and its newest definition: Which
is comprehensive? And which is insufficient?’’ J. Learn. Disabilities,
vol. 46, no. 1, pp. 26–33, 2013.
[46] S. E. Eckes and T. A. Ochoa, ‘‘Students with disabilities: Transitioning
from high school to higher education,’’ Amer. Secondary Educ., 2005,
pp. 6–20.
[47] L. M. M. DaDeppo, ‘‘Integration factors related to the academic success
and intent to persist of college students with learning disabilities,’’ Learn.
Disabilities Res. Pract., vol. 24, no. 3, pp. 122–131, 2009.
[48] G. D. Sideridis, ‘‘Motivation and learning disabilities: Past, present,
and future,’’ in Handbook of Motivation at School. Evanston, IL, USA:
Routledge, 2009, pp. 619–640.
[49] L. Treleaven and R. Voola, ‘‘Integrating the development of graduate
attributes through constructive alignment,’’ J. Marketing Edu., vol. 30,
no. 2, pp. 160–173, 2008.
[50] A. Jones, ‘‘Generic attributes in accounting: The significance of the disciplinary context,’’ Accounting Educ., Int. J., vol. 19, nos. 1–2, pp. 5–21,
2010.
[51] T. Kautz, J. J. Heckman, R. Diris, B. ter Weel, and L. Borghans, ‘‘Fostering
and measuring skills: Improving cognitive and non-cognitive skills to
promote lifetime success,’’ Nat. Bureau Econ. Res., Cambridge, MA, USA,
Tech. Rep. w20749, 2014.
[52] T. Myers, A. Blackman, T. Andersen, R. Hay, and I. G. H. Lee, ‘‘Cultivating
ICT students’ interpersonal soft skills in online learning environments
using traditional active learning techniques,’’ J. Learn. Des., vol. 7, no. 3,
pp. 38–53, 2014.
[53] M. E. David, ‘‘Overview of researching global higher education: Challenge, change or crisis?’’ Contemp. Social Sci., vol. 6, no. 2, pp. 147–163,
2011.
[54] D. W. Johnson and R. T. Johnson, Cooperation and Competition: Theory
and Research. Edina, MN, USA: Interaction Book Company, 1989.
146493
M. A. Almulla: Efficacy of Employing PBL Approach as a Method of Facilitating Students’ Achievement
[55] W. M. Al-Rahmi, M. S. Othman, and L. M. Yusuf, ‘‘Using social media for
research: The role of interactivity, collaborative learning, and engagement
on the performance of students in Malaysian post-secondary institutes,’’
Medit. J. Social Sci., vol. 6, no. 5, pp. 536–546, 2015.
[56] W. Al-Rahmi, A. Aldraiweesh, N. Yahaya, Y. B. Kamin, and A. M. Zeki,
‘‘Massive open online courses (MOOCs): Data on higher education,’’ Data
Brief, vol. 22, pp. 118–125, Feb. 2019.
[57] O. E. Hatlevik, G. Ottestad, and I. Throndsen, ‘‘Predictors of digital
competence in 7th grade: A multilevel analysis,’’ J. Comput. Assist. Learn.,
vol. 31, no. 3, pp. 220–231, 2015.
[58] N. Uygun and N. I. Tertemiz, ‘‘Effects of problem-based learning on
student attitudes, Achievement and retention of learning in math course,’’
Egitim ve Bilim, vol. 39, p. 174, Jun. 2014.
[59] A. S. Argaw, B. B. Haile, B. T. Ayalew, and S. G. Kuma, ‘‘The effect
of problem based learning (PBL) instruction on students’ motivation and
problem solving skills of physics,’’ EURASIA J. Math. Sci. Technol. Educ.,
vol. 13, no. 3, pp. 857–871, 2017.
[60] R. Kumar and B. Refaei, ‘‘Problem-based learning pedagogy fosters students’ critical thinking about writing,’’ Interdiscipl. J. Problem-Based
Learn., vol. 11, no. 2, p. 1, 2017.
[61] H. Ismoyo, ‘‘Effect of problem-based learning on improvement physics
achievement and critical thinking of senior high school student,’’ J. Baltic
Sci. Educ., vol. 16, no. 5, pp. 761–779, 2017.
[62] G.-J. Hwang, T.-C. Hsu, C.-L. Lai, and C.-J. Hsueh, ‘‘Interaction
of problem-based gaming and learning anxiety in language students’
English listening perform. Progressive behavioral patterns,’’ Comput. Edu.,
vol. 106, pp. 26–42, Mar. 2017.
[63] D. H. Dolmans, S. M. Loyens, H. Marcq, and D. Gijbels, ‘‘Deep and
surface learning in problem-based learning: A review of the literature,’’
Adv. Health Sci. Edu., vol. 21, no. 5, pp. 1087–1112, 2016.
[64] J. Merritt, M. Y. Lee, P. Rillero, and B. M. Kinach, ‘‘Problem-based
learning in K-8 mathematics and science education: A literature review,’’
Interdiscipl. J. Problem-Based Learn., vol. 11, no. 2, p. 3, 2017.
[65] W. Syafii and R. M. Yasin, ‘‘Problem solving skills and learning achievements through problem-based module in teaching and learning biology in
high school,’’ Asian Social Sci., vol. 9, no. 12, pp. 220–228, 2013.
[66] H. S. Barrows and R. M. Tamblyn, Problem-Based Learning: An Approach
to Medical Education. New York, NY, USA: Springer, 1980.
[67] N. Finkelstein and T. Hanson, Effects of Problem Based Economics on High
School Economics Instruction. Evanston, IL, USA: Society for Research
on Educational Effectiveness, 2011.
[68] N. L. Maxwell, R. J. Mergendoller, and Y. Bellisimo, ‘‘Problem-based
learning and high school macroeconomics: A comparative study of instructional methods,’’ J. Econ. Edu., vol. 36, no. 4, pp. 315–329, 2005.
[69] J. F. Hair, C. L. Hollingsworth, A. B. Randolph, and A. Y. Chong,
‘‘An updated and expanded assessment of PLS-SEM in information systems research,’’ Ind. Manage. Data Syst., vol. 117, no. 3, pp. 442–458,
2017.
[70] S. R. Ghimire and S. Bhandary, ‘‘Students’ perception and preference of
problem based learning during introductory course of a nepalese medical
school,’’ J. Patan Acad. Health Sci., vol. 1, no. 1, pp. 64–68, 2014.
[71] T. Garcia and P. R. Pintrich, ‘‘Assessing students’ motivation and learning
strategies in the classroom context: The motivated strategies for learning
questionnaire,’’ in Alternatives in Assessment of Achievements, Learning
Processes and Prior Knowledge. Dordrecht, The Netherlands: Springer,
1996, pp. 319–339.
146494
[72] D. B. McCoach, ‘‘A validation study of the school attitude assessment
survey,’’ Meas. Eval. Counseling Develop., vol. 35, no. 2, pp. 66–77, 2002.
[73] M. J. Reid, ‘‘The learning style preferences of ESL students,’’ TESOL
Quart., vol. 21, pp. 87–111, 1987.
[74] B. Huisman, N. Saab, J. Van Driel, and P. Van Den Broek, ‘‘A questionnaire
to assess students’ beliefs about peer-feedback,’’ Innov. Educ. Teach. Int.,
to be published.
[75] W. M. Al-Rahmi, M. S. Othman, and L. M. Yusuf, ‘‘The effect of social
media on researchers’ academic performance through collaborative learning in Malaysian higher education,’’ Medit. J. Social Sci., vol. 6, no. 4,
p. 193, 2015.
[76] W. M. Al-rahmi, M. S. Othman, and M. A. Musa, ‘‘The improvement of
students’ academic performance by using social media through collaborative learning in Malaysian higher education,’’ Asian Social Sci., vol. 10,
no. 8, p. 210, 2014.
[77] C. Fornell and D. F. Larcker, ‘‘Evaluating structural equation models with
unobservable variables and measurement error,’’ J. Marketing Res., vol. 18,
no. 1, pp. 39–50, 1998.
[78] R. P. Bagozzi, Y. Yi, and K. D. Nassen, ‘‘Representation of measurement error in marketing variables: Review of approaches and extension
to three-facet designs,’’ J. Econometrics, vol. 89, nos. 1–2, pp. 393–421,
1988.
[79] W. M. Al-Rahmi, N. Alias, M. S. Othman, A. I. Alzahrani, O. Alfarraj,
A. A. Saged, and N. S. A. Rahman, ‘‘Use of E-learning by University
students in Malaysian higher educational institutions: A case in Universiti Teknologi Malaysia,’’ IEEE Access, vol. 6, pp. 14268–14276,
2018.
[80] W. M. Al-Rahmi, M. S. Othman, and L. M. Yusuf, ‘‘The effectiveness
of using e-learning in Malaysian higher education: A case study Universiti Teknologi Malaysia,’’ Medit. J. Social Sci., vol. 6, no. 5, p. 625,
2015.
[81] A. A. Alghasham, ‘‘Effect of students’ learning styles on classroom performance in problem-based learning,’’ Med. Teacher, vol. 34, no. s1,
pp. S14–S19, 2012.
[82] S. A. Gallagher and J. J. Gallagher, ‘‘Using problem-based learning
to explore unseen academic potential,’’ Interdiscipl. J. Problem-Based
Learn., vol. 7, no. 1, pp. 110–131, 2013.
[83] J. R. Savery and T. M. Duffy, ‘‘Problem-based learning: An instructional model and its constructivist framework,’’ in Constructivist Learning
Environments: Case Studies in Instructional Design, B. G. Wilson, Ed.
Englewood Cliffs, NJ, USA: Educational Technology Publications, 1996,
pp. 135–148.
[84] M. H. Abdullah, Problem-Based Learning in Language
Instruction: A Constructivist Model. Bloomington, IN, USA:
ERIC Clearinghouse on Reading, English, and Communication,
1998.
[85] J. B. Biggs and C. Tang, Teaching for Quality Learning at
University, 3rd ed. Maidenhead, U.K.: Open Univ. Press,
2007.
[86] D. H. Jonassen, Learning to Solve Problems With Technology: A Constructivist Perspective, 2nd ed. Upper Saddle River, NJ, USA: Prentice-Hall,
2003.
[87] J. R. Savery, ‘‘Overview of problem-based learning: Definitions and distinctions,’’ Interdiscipl. J. Problem-Based Learn., vol. 1, no. 1, pp. 9–20,
2006.
VOLUME 7, 2019