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Listiana, L. et al. (2025). Fostering Metacognitive Skills and Learning Motivation through Hybrid Learning with Innovative
Learning Strategies, International Journal of Cognitive Research in Science, Engineering and Education (IJCRSEE), 13(2),
335-348.
Original scientific paper
Received: April 20, 2025.
Revised: August 05, 2025.
Accepted: August 07, 2025.
UDC:
37:004.7
10.23947/2334-8496-2025-13-2-335-348
© 2025 by the authors. This article is an open access article distributed under the terms and conditions of the
Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
*
Corresponding author:
linalistiana@um-surabaya.ac.id
Abstract: The integration of technology into instruction is essential to address teachers’ challenges in delivering biol-
ogy content with greater clarity and depth. This process can be effectively guided by Technology, Pedagogy, and Knowledge
Content (TPACK) framework. Grounded in this framework, this study aims to develop valid, practical, and effective hybrid
learning resources for biology classes, specifically in the form of lesson plans, assessment tools, and Moodle-based e-learning
materials. To achieve this, this study designed and implemented a GITTW strategy that combines Group Investigation (GI) and
Think Talk Write (TTW) strategies. This study employed a Research and Development (R&D) methodology using the Four-D
model: Define, Design, Develop, and Disseminate. A total of 80 tenth-grade students from Muhammadiyah 3 Senior High
School at Surabaya, Indonesia participated in the study. Prior to implementation, the GITTW underwent validation and was
deemed valid. Its practicality was supported by data from a student learning independence. This study found that the GITTW
lesson plans, assessment forms, and Moodle-based e-learning materials were valid, practical, and effective in enhancing
students’ metacognitive skills and learning motivation. These results confirm the feasibility of integrating the GITTW strategy
into Moodle for biology education to support the development of students’ metacognitive skills and motivation. Further studies
could explore the integration of GITTW with augmented reality (AR) to facilitate a more in-depth exploration of biology content.
Keywords: metacognitive skills, learning motivation, hybrid learning, innovative learning.
Lina Listiana
1*
, Fitrotin Rosyidah
1
, Ruspeni Daesusi
1
, A.Saepul Hamdani
2
1
Biology Education Program, University of Muhammadiyah Surabaya, East Java, Indonesia,
e-mail:
linalistiana@um-surabaya.ac.id; fitrotinrosyidah@gmail.com; ruspeni.daesusi@fkip.um-surabaya.ac.id
2
Department of Mathemathic and Natural Science Education, Sunan Ampel State Islamic University, Surabaya, East Java,
Indonesia, e-mail:
asepsaepulhamdani@uinsa.ac.id
Fostering Metacognitive Skills and Learning Motivation Through Hybrid
Learning with Innovative Learning Strategies
Introduction
The rapid development of 21st-century technology has had a profound impact on the field of edu-
cation, making the integration of technology into learning not only beneficial but essential. One widely
recognized framework that supports this integration is Technological Pedagogical Content Knowledge
(TPACK), which highlights the interplay among technology, pedagogy, and content in effective instruction-
al design. A thorough understanding of the complex relationships among these three domains is critical
for meaningful technology integration in the classroom (Tanak, 2020). The foundation for this integration
was laid by NACOL (North American Council for Online Learning), which introduced a learning model
that combines face-to-face (offline) instruction with online learning supported by web-based technology
(e-learning). This model leverages internet-based platforms that enable students to access learning ma-
terials anytime and anywhere (Bahri et al., 2020; Sibley et al., 2024)
Hybrid learning is an emerging instructional approach that corresponds to the model proposed by
NACOL. It integrates technology and internet-based to enhance student’s learning experience while sup-
porting teachers in improving their teaching methods (Türkmen, 2024). It combines face-to-face learning
and electronic learning conducted simultaneously (Min and Yu, 2023; Sukiman et al., 2022). A key feature
of this approach is strong student engagement, which serves as a prerequisite for effective learning out-
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Listiana, L. et al. (2025). Fostering Metacognitive Skills and Learning Motivation through Hybrid Learning with Innovative
Learning Strategies, International Journal of Cognitive Research in Science, Engineering and Education (IJCRSEE), 13(2),
335-348.
comes (
De Bruijn-Smolders and Prinsen, 2024). Teachers who implement this approach are also actively
involved in course design and interaction with students, facilitating a more responsive and dynamic learn-
ing environment (Bozkurt, 2022; Raes, 2022).
The approach also places particular emphasis on the use of Learning Management Systems (LMS)
to support and enhance teaching and learning processes (Gamage et al., 2022). LMS enables the deliv-
ery of learning content without requiring face-to-face interaction, using either intranet or internet networks
(Shchedrina et al., 2021). The integration of LMS in hybrid learning is both feasible and has the potential
to enhance student engagement, collaboration, and overall learning experiences. However, several fac-
tors must be considered to ensure successful implementation. According to Chiu (2021, 2022), teacher
effectiveness and the availability of digital support are critical, as these elements significantly influence
student engagement, which can vary across face-to-face and LMS-supported learning environments.
Similarly, Mohd Mushtaq and Zahir Iqbal,(2024) highlight the critical role of technology infrastructure in
supporting successful implementation. Addressing these factors, Busara Niyomves et al., (2024) argue
that hybrid learning can offer the flexibility of online education while retaining the interpersonal benefits of
in-person instruction, thereby meeting a wide range of learning needs and schedules.
Moodle is one of the widely used LMS that offers siginicant benefits for hybrid learning environment.
It is a software package specifically designed to facilitate the development of internet-based programs and
websites. According to Aikina and Bolsunovskaya, (2020), Peramunugamage et al., (2020), and Gamage
et al., (2022), Moodle is an effective learning platform due to its interactive features, the integration of mul-
timedia content, and the opportunities it offers for student collaboration. Additionally, Chang et al., (2022)
highlight that Moodle supports the delivery of electronic materials, learning media, structured learning
paths, and assessments, all of which contribute to increased learning efficiency. Goyal et al., (2023) further
emphasize that the implementation of Moodle enhances the quality of learning, increases student interest,
and boosts motivation, factors that positively influence learning outcomes. Similarly, recent scholarship by
Raman et al., (2022), Gudkova et al., (2021) and Mustapha et al., (2023) indicate that the effective use of
Moodle is strongly influenced by students’ intrinsic motivation. In this regard, fostering student motivation
in biology education is essential, as it plays a critical role in improving learning outcomes.
Biology instruction at the high school level involves the study of complex conceptual material re-
lated to processes in the human body, animals, plants, and various natural phenomena. Teachers of-
ten encounter challenges in delivering these concepts comprehensively due to limited instructional time.
Typically, biology lessons are allocated only two meetings per week, consisting of two class hours (2x45
minutes) and one class hour (1x45 minutes) on separate days. Given the abstract and dynamic nature of
biological processes, students require more than verbal explanations: these concepts must also be visual-
ized using instructional media such as videos, diagrams, or interactive images. Furthermore, students are
expected to be active and autonomous, capable of seeking additional information and solving problems
using online resources. The implementation of hybrid learning through platforms such as Moodle offers a
promising approach to address these challenges. It can enhance student motivation, foster active partici-
pation, and support self-regulated learning by allowing students to access learning materials flexibly and
interactively beyond the constraints of classroom time.
The implementation of hybrid learning should be optimized through the integration of instructional
models that actively support students in developing problem-solving skills. One such model is the Group
Investigation integrated with the Think-Talk-write (GITTW) strategy, a cooperative learning approach
whose syntax includes identifying topics, organizing groups, planning tasks, investigating, analyzing,
presenting, and evaluating results, while integrating the “think, talk, and write” processes at each stage
(
Listiana, 2016 from Sharan and Sharan, 1992 and Huinker and Laughlin, 1996). Each phase of the
GITTW strategy is designed to foster students’ self-regulation by encouraging them to plan tasks and
select appropriate learning strategies independently. Both the group Investigation (GI) and Think-Talk-
Write (TTW) components emphasize collaboration, requiring students to work cooperatively in complet-
ing tasks. Moreover, this model encourages students to engage in self-assessment and self-monitoring,
which are essential aspects of self-regulated learning.
Within the GI component of GITTW, students are guided to work collaboratively in groups. Accord-
ing to
Mitchell et al., (2008), this stage involves formulating questions or identifying problems, as well as
selecting appropriate procedures for monitoring and assessment. Tsoi et al., (2004) noted that the IG
approach encourages students to take an active role in determining what and how they learn. In the final
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Listiana, L. et al. (2025). Fostering Metacognitive Skills and Learning Motivation through Hybrid Learning with Innovative
Learning Strategies, International Journal of Cognitive Research in Science, Engineering and Education (IJCRSEE), 13(2),
335-348.
stage of GI, students collaborate to draw conclusions, develop strategies for presenting their findings,
and evaluate their group’s performance. Meanwhile, in the TTW component of GITTW, the “think” stage is
intended to strengthen students’ critical thinking skills. This stage plays a crucial role as students identify
problems, determine suitable strategies, and develop plans for problem-solving. The “talk” and “write”
stages are reflected in students’ presentations and group discussions of their solutions. Through these
integrated activities, the GITTW strategy is expected to cultivate students’ independent learning skills and
promote deeper engagement in the learning process.
Previous studies have demonstrated the potential of the GITTW strategy to enhance students’ meta-
cognitive skills. For instance, Listiana, et al. (2016) reported that the GITTW approach significantly contrib-
utes to the development of metacognitive skills, while further research from Listiana et al. (2020) showed im-
provements in students’ self-regulation, which in turn positively influenced their learning outcomes. Both GI
and TTW components within the GITTW framework share a common goal: cultivating metacognitive aware-
ness. This enables students to plan appropriate problem-solving strategies, regulate their learning process,
and assess their own work effectively. Moreover, Listiana, et al. (2023) found that the six syntactical stages
of the GITTW strategy effectively enhance students’ critical thinking and collaboration skills.
In the context of hybrid learning, the development of metacognitive skills is essential, as students
are required to plan, monitor, and control their learning processes to achieve optimal outcomes. Fayaza
and Ahangama (2024) argue that in blended learning environments, self-directed learners are more likely
to achieve improvements in cognitive, metacognitive, and motivational learning domains. Similarly, Essa,
(2023) asserts that hybrid learning ha a strong positive correlation with the development of deep learn-
ing competencies. Acosta-Gonzaga and Ramirez-Arellano (2021) further emphasize the relationship be-
tween cognitive and metacognitive strategies and students’ motivation in blended learning contexts. This
is supported by Monika and Devi (2022) , who found that blended learning enhances student engage-
ment, interaction, academic achievement, motivation, and the overall learning process.
Considering the challenges identified, students’ limited understanding of biological processes in
the human body, teachers’ difficulties in delivering detailed explanations, and the underutilization of tech-
nology in biology instruction, it becomes crucial to integrate technological tools in meaningful ways. One
potential solution involves the use of Moodle-based media within a hybrid learning model, supported by an
innovative instructional strategy such as GITTW. Therefore, this study aims to develop a comprehensive
instructional package, including lesson plans, student worksheets, evaluation tools, and Moodle-based
e-learning media (accessible via https://tacticedu.com), that is valid, practical, and effective for teaching
biology. Although previous studies have explored the use of Moodle in e-learning, this study adopts a
distinct approach by integrating Moodle with the GITTW strategy, which is expected to promote students’
metacognitive development and support their growth as independent learners.
Materials and Methods
This study employed a Research and Development (R & D) study, following the Four-D develop-
ment model proposed by
Thiagrajan (1974), which consists of four stages: Define, Design, Develop, and
Disseminate. The primary objective of this study is to produce instructional materials, including lesson
plans, student worksheets, evaluation sheets, and moodle-based e-learning media (accessible by https://
tacticedu.com), that are valid, practical, and effective for learning.
Sample and Data Collection
This study was conducted with 10th-grade students at SMA Muhammadiyah 3 Surabaya. It em-
ployed a saturated sampling technique, involving the entire population of Grade 10 students, consisting
of 80 active learners enrolled in the biology subject. This sampling method was chosen based on the
relatively small number of students in Grade 10, making it feasible to include all participants. The study
implemented a hybrid learning model integrated with the GITTW strategy, using Moodle-based media, ad-
hering to the structured learning syntax designed for this model. The biology topics covered included virus
structure, replication processes, and the role of viruses in life.
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Listiana, L. et al. (2025). Fostering Metacognitive Skills and Learning Motivation through Hybrid Learning with Innovative
Learning Strategies, International Journal of Cognitive Research in Science, Engineering and Education (IJCRSEE), 13(2),
335-348.
Research Instrument Validity, and Reliability
The instruments used were questionnaires, validation assessment sheets, product practicality
evaluation sheets, and product effectiveness tests. The data collection techniques employed were: (1)
The validity of the instructional materials, including lesson plans, student worksheets, evaluation tests,
and Moodle-based media, was assessed using validation sheets by 3 experts. (2) The reliability of the
instructional materials was tested using Cronbach’s alpha, with the results interpreted based on the levels
of reliability categorized as very high, high, moderate, or low. (3) Practicality data were collected through
questionnaires to gather students’ and teachers’ responses regarding the use of Moodle-based e-learn-
ing. (4) The effectiveness of the product was evaluated using essay tests that incorporated indicators of
metacognitive skills (Corebima, 2006). (5) Data on students’ learning motivation were obtained through a
motivation questionnaire.
Research Procedure
The research procedure consisted of the following stages: (1) Define: This step included several
steps: front-end analysis, task analysis, learner analysis, concept analysis, and learning objectives analy-
sis. (2) Design: This step involved selecting instructional media, choosing the appropriate format, devel-
oping the product, and preparing instructional materials for face-to-face learning. It also included prepar-
ing e-learning media (Moodle) and designing the initial Moodle framework within a hybrid learning model
integrated with the GITTW strategy. (3) Develop: This step focused on developing instructional materials
and the Moodle platform within the hybrid learning model integrated with the GITTW strategy, which was
validated by three experts (validators). This was followed by product testing to evaluate the quality of the
Moodle-based hybrid learning model for biology subjects, and (4) Disseminate: This final step involved
large-scale experimental implementation, which is planned for the subsequent academic year.
Analyzing of Data
The data analysis technique employed both inferential and descriptive statistical analyses. The
analyses were carried out as follows: (1) feasibility validation was conducted through scoring, followed by
percentage calculation, and then categorized according to validity levels based on Hobri (2009), as follows:
strongly valid (4.6 to 5), valid (3.6 to 4.5), less valid (2.6 to 3.5), invalid (1.6 to 2.5) and strongly invalid
(less than 1.6). (2) The data related product practicality, Moodle-based e-learning, were gathered using
questionnaire from student and teacher. The responses were analyzed quantitatively using percentage
and categorized according to Arikunto (2002) as very practical (84%-100%), practical (68%-83%), quite
practical (52%-67%), less practical (36%-51%), and impractical (less than 35%). (3) The effectiveness
data were analyzed descriptively quantitatively using N-gain score based on (Hake, 199 C.E.), an N-gain
score 0.30 indicates low improvement, 0.30 < N- gain 0.70 indicates moderate improvement, and
0.70 < N-gain ≤ 1.00 indicates high improvement. (4) Student learning motivation was measured using a
questionnaire adapted from the ARCS (attention, relevance, confidence, and satisfaction) model of Keller
(1987). The questionnaire used a Likert scale consisting of very agree, agree, disagree, and very disagree.
Results
This study developed a Hybrid Learning model integrated with GITTW strategy, comprising lesson
plans, student worksheets, evaluation sheets, and GITTW-integrated Moodle-based e-learning media. The
learning model involved a combination of e-learning and face-to-face learning. The educational media prod-
uct (Moodle) produced was in the form of a website, taxticedu.com, and its implementation was based on the
GITTW strategy syntax. The research development model was the 4D development model (Four-D Models).
A. Define Media Moodle
At the define stage, the analysis of tasks revealed that the assignments provided by teachers did
not adequately support independent learning. Students had limited opportunities to explore information
in depth, and the flexibility of tasks was minimal, resulting in constraints related to time and collation for
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Listiana, L. et al. (2025). Fostering Metacognitive Skills and Learning Motivation through Hybrid Learning with Innovative
Learning Strategies, International Journal of Cognitive Research in Science, Engineering and Education (IJCRSEE), 13(2),
335-348.
task completion. Furthermore, the methods for accessing tasks remained conventional, and the types of
assignments lacked variation, particularly in addressing diverse student learning styles. In the context of
blended learning, task design must prioritize accessibility, diversity, and flexibility. Through the integration
of e-learning media, tasks can be differentiated to accommodate various learning preferences, enabling
students to complete assignments anytime and anywhere without restrictions.
The student analysis considered gendered distribution and initial competencies related to the learn-
ing topic of viruses. Findings indicated that students’ prior knowledge of the subject matter was insuffi-
cient, and foundational understanding was limited. Students exhibited a range of learning styles, visual,
auditory, kinaesthetic, or mixed learning styles, which provided valuable insights for the design of instruc-
tional materials and media. Additionally, students’ motivation and interest in learning were found to be
low and in need of reinforcement. Another significant challenge was students’ limited proficiency in using
technological devices, which stemmed from the restricted availability of laptops, tables, or smartphones,
along with limited access to the internet and e-learning platforms such as Moodle and Google Classroom.
The concept analysis revealed that the subject matter ranged in complexity from simple to ad-
vanced. However, no instructional modules or teaching materials were available that clearly structured
and sequenced these concepts to build coherent understanding. Instructional delivery remained largely
conventional with limited access to supplementary resources. Therefore, the development of interactive
e-learning media is crucial. Media such as videos, infographics, animations, and simulations can enhance
students’ understanding and allow them to access complex content more independently and effectively.
Although the existing learning objectives encompassed cognitive, affective, and psychomotor do-
mains, they did not clearly reflect the targeted competencies. Several objectives lacked alignment with
instructional activities and media, resulting in weak learning outcomes. Thus, it is essential to develop
e-learning media, particularly using Moodle, as a flexible and adaptive platform. This approach can ac-
commodate diverse learning styles while enabling educators to present instructional content in a dynamic,
interactive, and competency-oriented manner.
B. Design Media Moodle
The Moodle media developed based on several criteria is shown in Table 1.
Table 1. Moodle development design
Development Design
Design Name
Hybrid Learning integrated with GITTW strategy
Sponsor DRPM Grant
Needs
innovative learning media to enhance learning motivation and metacognitive skills
Reasoning Most schools do not yet have Moodle-based e-learning media that supports hybrid learning.
Expected results Hybrid learning integrated GITTW strategy with media moodle is valid, practical and effective.
Customer Students who study in SMA Muhammadiyah grade X, Surabaya.
Design’s aim
Producing valid, practical, and effective lesson plans, student worksheets, evaluation sheets,
and Moodle-based e-learning as innovative learning media and resources that can enhance
learning motivation.
Knowledge, skills and
abilities of customer
Students have knowledge, skills, abilities in operating computers, laptops, and mobile phones,
making it easy for them to adapt to the Moodle platform
Feedback
Students can be motivated to learn, becoming independent learners to construct knowledge.
Helping teachers as a learning medium that supports hybrid learning
Benefits
The design produces innovative media and learning resources that facilitate students and
teachers in hybrid learning.
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Learning Strategies, International Journal of Cognitive Research in Science, Engineering and Education (IJCRSEE), 13(2),
335-348.
The design format of the developed moodle e-learning consists of features presented in Table 2.
Table 2. A design of moodle
Component of e-learning Sub Component of e-learning
Hompepage (log-in page) Name of e-learning, log in of account, and information of e-learning
Main page (Dashboard) Site home, calendar, course name, timeline, and upcoming events
Site home Available course name
Course page Participants, introduction, pre-test, content competence, basic competence, learning
objectives, material content, forum discussion, student worksheet, quiz, and score
C. Development Moodle
Moodle and the accompanying instructional tools, including evaluation sheets and lesson plans,
are products specifically developed to support hybrid learning. The outcomes of the Moodle-based hybrid
learning model can be observed through several key components: (1) the front page (login page), (2) the
main page (dashboard), and (3) the course page. In this hybrid-based learning environment, all sessions
were conducted online for students who were unable to attend in person (outside the classroom), while
face-to-face instruction was provided for those present in class. Moreover, the Moodle-platform offers a
range of learning recourses, including condensed learning materials, instructional videos, and external
resource links. Each session incorporated interactive features such as discussion forums, chat func-
tions, assignments, quizzes, and attendance tracking. Assignments and assessments were designed
to be completed within a specific time frame, encouraging student responsibility and time management.
These features were strategically integrated to meet the pedagogical needs of both teachers and students
throughout the teaching and learning process.
The Moodle platform, accessible view https://tacticedu.com, has been equipped with user manual tailored
both for teachers and students. These guides are protected by copyright and serve as practical references to
facilitate the effective use of the platform. Figure 1 shows the main interface of the developed Moodle system.
Figure 1. Front page view of moodle http://tacticedu.com
The developed product consisted of a Moodle-based learning and supporting e-learning resources.
The resources included lesson plans, student worksheets, evaluation sheets, and validation instruments.
The product was evaluated by three expert validators to ensure its quality and relevance. Validation was
carried out through a comprehensive review of the developed components. This product was validated by
three expert validators. Validation was conducted by reviewing the developed product. Furthermore, the
validity of the Moodle-based learning platform and its associated learning recourses was assessed using
the validators’ evaluation, with the results presented in Table 3 through 8. The validation results for the
lesson plan yielded an average score of 4.41 across several evaluation aspects. This score falls within the
“valid” category, as shown in Table 3.
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Listiana, L. et al. (2025). Fostering Metacognitive Skills and Learning Motivation through Hybrid Learning with Innovative
Learning Strategies, International Journal of Cognitive Research in Science, Engineering and Education (IJCRSEE), 13(2),
335-348.
Table 3. Result of the validation of the lesson plan
Aspect Average Scores Category
The identity of lesson plan 5.00
Strongly valid
The time allocation
4.00 valid
Learning achievement competencies include attitudes, knowledge and skills
4.25 valid
Development of course material 4.33 valid
The alignment between the learning model used and the learning steps 4.00 valid
The method learning can used based on suitability with the
characteristics of the objectives, situation, and conditions.
4.00
valid
Accuracy Learning steps
4.33 valid
The assessment is based on certain indicators and criteria 3.50 less valid
The Reference can used in the preparation of student worksheets and
course material
4.50 valid
Table 3 shows that all aspects of the lesson plan were categorized as valid to highly valid, with
exception of one aspect classified as “less valid”, namely “the assessment is based on certain indicators
and criteria,” which received an average score of only 3.50. This finding is noteworthy, as it suggests that
although the lesson planning was well-structured in terms of identity, content, and instructional methods,
the assessment component remained a critical weakness. This may indicate the need for improvement
in formulating evaluation indicators that are both appropriate and meaningful in relation to the learning
objectives and the metacognitive skills aimed to be developed.
The results of the validation from three expert validators on the student worksheets yielded an aver-
age score of 4.06, which is classified as “moderately valid”, as presented in Table 4.
Table 4. Results of the validation of student worksheet
Aspect Average Score Category
Content: the alignment of basic competencies with core competencies, the align-
ment of indicators and learning objectives, the alignment of objectives with tasks
4.50
strong valid
Presentation: relevance of the topic to the material, coherence of the material, and
supporting student assignments
4.00 valid
Language: A communicative, simple, and easy-to-understand language
4.00 valid
Display: accuracy of image layout, presentation clear and easy To understand 3.75 valid
Table 4 shows that the content aspect of the student worksheets received the highest score (4.50),
falling into the “strongly valid” category. This indicates that the primary strength of the worksheets lies in
the alignment between indicators, objectives, and learning activities with the core competencies. How-
ever, another notable finding concerned the display aspect, which received the lowest score (3.75) among
all evaluated components. Although still categorized as “valid,” this suggests that visual elements, such as
layout, image placement, and clarity of presentation, require further improvement. In the context of digital
learning, effective visualization plays a crucial role in enhancing student engagement and comprehension.
The results of the Moodle validation by three media expert validators yielded an average score of
3.97 across several aspects, as presented in Table 5.
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Listiana, L. et al. (2025). Fostering Metacognitive Skills and Learning Motivation through Hybrid Learning with Innovative
Learning Strategies, International Journal of Cognitive Research in Science, Engineering and Education (IJCRSEE), 13(2),
335-348.
Table 5. Moodle-based e-learning validity results
Aspect Average Score Category
Layout Proportions (content area, header, and widget) 3.75 valid
Proposal Layout (text and image layout) from the material 3.50 less valid
The suitability of the header design and color proportions 4.00 valid
The suitability of font type and size selection 3.50 less valid
The appeal of the animation presentation, and the suitability of the animation with material
3.00 less valid
A simple and polite appearance (does not contain irrelevant images and objects) 4.00 valid
Ease of use of the program, navigation language and widgets in the program 5.00 strongly valid
Ease of interacting with the program and understanding the navigation structure 4.00 valid
Ease of login and logout from the program
5.00 strongly valid
Table 5 shows that the aspects of program usability and the login-logout process received a perfect
score of 5.00 and were categorized as strongly valid, highlighting Moodle’s strength in terms of technical
accessibility. However, an interesting finding emerged in the aspect of animation and its relevance to the
learning material, which received a score of only 3.00 and was categorized as less valid. This suggests
that although Moodle is highly accessible, the quality of interactive visuals such as animations require
improvement. Animation is a crucial element in biology instruction, particularly given the subject’s inher-
ently visual and procedural in nature.
The result of the course material validation by three expert validators, based on several aspects as
presented in Table 6, yielded an average score of 4.3, which falls into the “valid” category
.
Table 6. Course material validation results
Aspect Average Score Category
Scope: breadth and depth of content, structure and sequence content 4.75 valid
Clarity and the appeal of the material in aiding understanding. 4 valid
Clarity of instructions for solving practice questions, question formulation, and difficulty level
4.5 valid
Clarity of Language and information in image illustrations
4 valid
Table 6 shows that all aspects of the course material were categorized as valid, with the highest score re-
corded in content coverage (4.75). A noteworthy finding emerged from the fact that two aspects, the clarity and
attractiveness of the material, as well as the clarity of language and image illustrations, received a lower score
of 4. This indicates that although the content is comprehensive and well-structured, there remains room for
improvement in visual and narrative presentation to enhance both aesthetic appeal and ease of understanding.
The result of the validation on the evaluation sheet, an integrated metacognitive skills test in the
form of an essay questions, conducted by three expert validators yielded an average score of 3.91, which
falls within the “valid” category. The scores based on various aspects are presented in Table 7.
Table 7. Results of the evaluation sheet validation
Aspect Average Score Category
Material Aspect: the alignment of cognitive aspects measured with basic competencies,
the alignment of question items with learning objectives and cognitive aspects.
3.75
valid
Construction Aspects: clarity of instructions, assessment rubrics, and formulation of
concise sentences
4.00
valid
Language Aspect: Question items with well-structured sentences, communicative sen-
tences, easy to understand, and language that does not contain double meanings.
4.00 valid
Table 7 shows that all aspects of the evaluation sheet are categorized as valid, with the highest
score (4.00) achieved in the aspects of construction and language. Another noteworthy finding is ob-
served in the content aspect, which received the lowest score (3.75), although it still falls within the “valid”
category. This finding is significant, as the primary objective of an evaluation is to ensure that the assess-
ment accurately represents the competencies intended to be measured. If this alignment is lacking, the
effectiveness of learning outcomes measurement may be compromised.
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Listiana, L. et al. (2025). Fostering Metacognitive Skills and Learning Motivation through Hybrid Learning with Innovative
Learning Strategies, International Journal of Cognitive Research in Science, Engineering and Education (IJCRSEE), 13(2),
335-348.
D. Implementation
The implementation of the GITTW-based hybrid learning model using moodle e-learning was car-
ried out at SMA Muhammadiyah 3 Gadung Surabaya, Indonesia, involving 80 students from the Grade
10 Science class during the first semester of the 2023-2024 academic year. The learning process com-
menced with an orientation on how to use the Moodle application, supported by a previously provided
tutorial video. The instructional sessions on the topic of viruses were delivered in three meetings, each
lasting 3 x 45 minutes.
The results of the rial implementation of the GITTW-based hybrid learning model through Moodle-
based e-learning were valid and reliable, as presented in Table 8.
Table 8. Test validity and reliability results
Aspect Average Score Category
Validity 0.42 – 0.82 valid
Reliability 0.634 high
Difficulty Index 0.23 – 0.31 average - difficult
Discrimination Index 0.23 – 0.44 good
Table 8 shows that the developed test instrument demonstrates a good validity, ranging from 0.42
to 0.82, and high reliability (0.634), indicating a trustworthy measurement quality. However, a noteworthy
finding lies in the difficulty index, which falls between 0.23 and 0.31, categorized as moderately difficult.
This suggests that the test items were relatively challenging for most students.
At the Implementation stage, a practicality test of the GITTW-based hybrid learning model integrated
with Moodle-based e-learning was conducted. The practicality test involved four teachers who completed
a teacher response questionnaire. The results of this evaluation, which reflect the teachers’ assessment of
the practicality of the Moodle-based e-learning integrated with the GITTW strategy, are presented in Table 9.
Table 9. Teacher response to moodle-based e-learning
Aspect Responses Percentage (%) Practical Category
Learning Display 88.22 Very practical
Content 77.18 practical
Display 87.98 Very practical
Operation 89.77 Very practical
Language
85.67 Very practical
Table 9 indicates that teachers rated almost all aspects of the Moodle-based e-learning as highly
practical, particularly in terms of operational ease (89.77%) and instructional design appearance (88.22%).
However, a notable finding appeared in the content aspect, which received a score of only 77.18% and
was categorized as practical rather than very practical. This suggests that although the platform was tech-
nically well-received, there remains room for improvement in the quality or depth of the instructional con-
tent to better align with pedagogical needs and teachers’ expectations. The results of the practicality test
of the GITTW-integrated Moodle-based e-learning as assessed by students are presented in Table 10.
The results of practicality test of the GITTW-integrated Moodle-based e-learning as assessed by
students are presented in Table 10.
Tabel 10. Student responses to moodle-based e-learning
Aspect Responses Percentage (%) Practical Category
Material suitability 82.11 practical
Display 85.89 Very practical
Operation 80.67 practical
Language
85.77 Very practical
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Listiana, L. et al. (2025). Fostering Metacognitive Skills and Learning Motivation through Hybrid Learning with Innovative
Learning Strategies, International Journal of Cognitive Research in Science, Engineering and Education (IJCRSEE), 13(2),
335-348.
Table 10 shows that the operational aspect received the lowest score (80.67%) compared to other
aspects, although it still falls within the practical category. Despite the platform’s strong technical features,
this result may indicate that some students experienced minor technical challenges or had limited digital
skills in operating Moodle effectively. This is particularly relevant in the context of hybrid learning, which
demands a higher degree of technological autonomy from students.
Based on the analysis of both teacher and student responses to the GITTW-integrated Moodle-based
e-learning, the findings indicate that the developed product is highly practical and ready for implementation.
During the limited trial phase, the effectiveness of the GITTW-integrated Moodle-based e-learning,
was evaluated. This was carried out using an essay-type assessment instrument designed to measure
metacognitive skills. The results of the effectiveness test are presented in Table 11.
Table 11. Product effectiveness results
N-Gain Category Percentage
Height increase 57.50 %
Medium increase 31.25 %
Low increase 11.25 %
Based on Table 11, an interesting finding emerges in the dominance of the high-gain category,
indicating that the product has a significantly positive impact on learning outcomes. This suggests that the
intervention provided through the product is highly aligned with the learners’ needs and characteristics,
enabling the majority of students to gain maximum benefit.
The results of the learning motivation questionnaire, which measures the aspects of attention,
relevance, confidence and satisfaction, are presented in Table 12.
Table 12. Student learning motivation results
Category Percentage
Very agree 37.50
Agree 51.25
Disagree 11.25
Very disagree 0.00
Table 12 shows that no respondents chose the “very disagree” category (0.00%), indicating that all
participants responded positively to their learning experience. This reflects that the learning approach or
media used was not only effective but also emotionally and cognitively accepted by students, creating a
learning environment that supports internal motivation.
Discussions
This study developed a hybrid learning model integrated with the GITTW strategy and supported by
educational materials, including lesson plans, student worksheets, evaluation instruments, learning motiva-
tion observation sheets, questionnaires, and a Moodle-based e-learning platform. All instructional materials
were valid, effective, and practical. The classroom implementation of the Moodle-based e-learning system
demonstrated improved student engagement and enthusiasm, facilitated by smartphone usage to access
the Moodle application, where students independently searched for information to solve learning problems.
The Moodle-based e-learning platform can be accessed through http://tacticedu.com. This plat-
form provides various learning resources, including biology materials, images, videos, animations, and
learning activities for each session, such as attendance, discussion forums, chats, assignments, and
quizzes. These features are designed to simulate active student engagement. The assignment feature, in
particular, fosters students’ ability to search the internet for problem-solving information, thus supporting
innovative learning. As noted by Rasheed et al., (2020), innovative learning can be effectively achieved
by combining content and resources from both face-to-face and online learning modalities.
Survey results indicate highly positive responses from both teachers and students toward the
Hybrid Learning model integrated with GITTW strategies and the developed Moodle-based e-learning.
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Listiana, L. et al. (2025). Fostering Metacognitive Skills and Learning Motivation through Hybrid Learning with Innovative
Learning Strategies, International Journal of Cognitive Research in Science, Engineering and Education (IJCRSEE), 13(2),
335-348.
Teachers noted that the Moodle platform is visually engaging and provides content that effectively sup-
ports classroom instruction. It enables teachers to align their teaching with the planned model syntax
and serves not only as a medium for content delivery but also as a platform for assigning and managing
student tasks. Teachers also reported that Moodle facilitates content delivery both in-class and beyond,
supporting the hybrid learning approach.
Student survey results also reveal increased interest and engagement in learning activities. The
multimedia factures such as images and videos make the content more comprehensible and appeal-
ing. Students collaborate in groups with clearly defined roles, each utilizing Moodle via smartphones to
complete tasks. The flexibility of the hybrid learning model allows students to self-direct and regulate
their learning activities. This aligns with findings from de Oliveira et al., (2022), who argue that Moodle
enhances active student engagement, fosters self-regulation, and promotes learner autonomy. Similarly,
Chiu (2021), asserts that digital tools play a critical role in supporting student participation in hybrid learn-
ing environments.
The hybrid learning encourages students to stay motivated and engaged, especially when they
can access video presentations via Moodle to reinforce understanding. This method helps students de-
velop confidence and persistence in addressing complex problems. The e-learning platform also enables
direct submission of assignments, eliminating the need for physical printing. The integration of interactive
multimedia via Moodle has proven to increase students’ learning motivation. Research by Helena and
Deborah (2024) emphasizes that platforms such as Moodle significantly influence motivation due to their
accessibility, interactivity, and flexibility, which align with students’ talents and interests. This is supported
by Frisnoiry and Darari (2020), who found that the use of Moodle substantially affects student motivation.
While Moodle supports both online and offline learning environments, it requires structured learning
strategies to help students focus on understanding and solving problems scientifically. The GITTW strat-
egy enhances this process by guiding students through investigation, solution planning, and the identifica-
tion of optimal outcomes, all of which are facilitated by internet access and Moodle features. Mustapha et
al. (2023) highlight that the integration of Moodle with structured learning strategies improves motivation
and fosters positive learner perceptions. Similarly, Gamage et al. (2022) state that Moodle enhances the
speed and efficiency of information retrieval, contributing to effective problem-solving. Thus, incorporating
learning strategies within Moodle provides clear direction in achieving educational objectives.
The GITTW strategy adopted in this study is a cooperative learning model that emphasizes stu-
dent autonomy, encouraging learners to take responsibility for planning and managing their own learning
processes. It supports the development of independent learning skills. The structured syntax of GITTW in
Moodle-based instruction guides students through stages of identifying problems, task delegation within
groups, conducting investigations, analyzing solutions, and concluding with self-assessment to reflect
on learning processes and outcomes (Listiana et al., 2020). Through this process, students are trained
to work independently, collaborate in teams, solve problems, and take ownership of their learning, skills
linked to the enhancement of metacognitive skills.
Above all, the integration of educational technology is vital for fostering self-regulated and inde-
pendent learning. The interactive Moodle platform enables teachers to facilitate deeper student engage-
ment. When paired with metacognitive guidance, students learn to plan, monitor, and evaluate their learn-
ing strategies to achieve goals in a hybrid learning context. The development of instructional materials
integrating the GITTW strategy significantly support this model of learning. Listiana et al., (2023) empha-
size that GITTW strategy promotes self-assessment and reflection and can be effectively applied in both
online and face-to-face learning environments.
Conclusions
This study aims to develop a hybrid learning educational tool by integrating the GITTW strategy into
instructional components, including lesson plans, evaluation sheets, and e-learning media like Moodle for
the biology subject at the senior high school level. The results demonstrate that the developed products
were valid, effective, and practical as they showed the potential to enhance students’ metacognitive skills
and learning motivation. These educational media are expected to support teachers in improving the quality
of biology instruction and can be widely applied to other subjects, provided that the unique characteristics
of both learners and subject matter are taken into account. Future studies could explore the development
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Listiana, L. et al. (2025). Fostering Metacognitive Skills and Learning Motivation through Hybrid Learning with Innovative
Learning Strategies, International Journal of Cognitive Research in Science, Engineering and Education (IJCRSEE), 13(2),
335-348.
of Moodle by integrating Augmented Reality (AR), enabling students to learn about and explore the human
organ systems interactively. Through AR-enhanced learning, students would be able to access textual ma-
terials, watch instructional videos, and activate 3D models of human organs directly from their smartphones.
Limitations
This study has four limitations. First, the sample size was limited to 80 tenth-grade students from
a single private school in Surabaya, Indonesia, which constraints the external validity and generalizability
of the findings to a broader population. Moreover, the specific research context, characterized by uneven
digital infrastructure, revealed that not all students had adequate access or sufficient skills to operate the
Moodle platform, as indicated by the relatively lower operational response scores from students. Second,
although Moodle was perceived as highly practical by both teachers and students, the effectiveness test
was conducted on a small scale without a comparison group or a more robust experimental design. As
such, it remains uncertain whether the observed improvements in learning outcomes were solely attribut-
able to the intervention. Third, the data collected were predominantly quantitative, relaying on question-
naires, without the support of in-depth qualitative data such as interviews or observations that could
provide a more holistic understanding of the learning experience. Fourth, the sustainability of Moodle use
beyond the research phase was not evaluated. Therefore, further studies are necessary to investigate the
broader and long-term implementation of Moodle in diverse educational settings.
Acknowledgements
This project is supported and funded by DRPM of the Ministry of Research, Technology and High-
er Education of the Republic of Indonesia for the 2022 fiscal year, with Number SP DIPA-SP Number
DIPA-023.17.1.69052312022 date 17 November 2021. Special thanks are extended to the teachers who
facilitated access to classrooms and learning environments, and to the students whose participation pro-
vided meaningful data and reflections. Your contributions are deeply appreciated and have significantly
enriched the quality of this research.
Conflict of interests
The authors declare no conflict of interest.
Author Contributions
Conceptualization, L.L., F.R. and R.D.; methodology, R.D. and A.S.H.; formal analysis, F.R.;
writing—original draft preparation, L.L.; writing—review and editing, L.L., and F.R.; Supervision, A.S.H. All
authors have read and agreed to the published version of the manuscript.
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