Nothing Special   »   [go: up one dir, main page]

Academia.eduAcademia.edu

The Efficacy of Employing Problem-Based Learning (PBL) Approach as a Method of Facilitating Students' Achievement

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 Problem based learning approach, structural equation modeling (SEM), students' achievements.

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 146480 . 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/ VOLUME 7, 2019 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]. VOLUME 7, 2019 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: 146481 M. A. Almulla: Efficacy of Employing PBL Approach as a Method of Facilitating Students’ Achievement 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 146482 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 VOLUME 7, 2019 M. A. Almulla: Efficacy of Employing PBL Approach as a Method of Facilitating Students’ Achievement 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). VOLUME 7, 2019 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’ 146483 M. A. Almulla: Efficacy of Employing PBL Approach as a Method of Facilitating Students’ Achievement 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 146484 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]. VOLUME 7, 2019 M. A. Almulla: Efficacy of Employing PBL Approach as a Method of Facilitating Students’ Achievement 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 VOLUME 7, 2019 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 146485 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. 146486 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 VOLUME 7, 2019 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 VOLUME 7, 2019 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. 146487 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 146488 approach was useful on students’ achievements. Therefore, ‘‘this research defines problem based learning approach as the VOLUME 7, 2019 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. VOLUME 7, 2019 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 146489 M. A. Almulla: Efficacy of Employing PBL Approach as a Method of Facilitating Students’ Achievement 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. 146490 based on the model proposed, the relationships between six hypotheses were explored the problem based learning with the following factors: students’ learning difficulties, VOLUME 7, 2019 M. A. Almulla: Efficacy of Employing PBL Approach as a Method of Facilitating Students’ Achievement 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 VOLUME 7, 2019 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, 146491 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