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Rahma Novia Budiati; Noer Adhela Krisna Putri Achmad; Fernanda Maulana Kusuma Putri; Veronika Deta Junia Anjarwani; Nensy Megawati Simanjuntak

Jurnal Ilmu Pendidikan, Bahasa, Sastra dan Budaya 2025 Asosiasi Periset Bahasa Sastra Indonesia

This study analyzes the effectiveness of digital educational games, particularly the “Who Am I?” game on the Wordwall platform, in enhancing students’ knowledge of Indonesian language learning. The research is motivated by the need for junior high school teachers to design engaging learning methods that can foster enthusiasm among adolescents. Educational games are viewed as innovative media that present concepts in a simple yet enjoyable way, making lessons more interactive and accessible. Using a descriptive quantitative approach, the study involved 30 eighth-grade students at SMP Negeri 38 Surabaya. Data collection included pre-tests and post-tests to quantitatively measure learning outcomes, as well as questionnaires to capture student responses. Findings indicate a notable improvement in student achievement after the application of the “Who Am I?” game. The average pre-test score was 71.33, which rose to 91.00 on the post-test, showing an increase of 19.67 points. Results of a paired t-test confirmed that the difference was statistically significant, demonstrating that the improvement was due to the intervention. Additionally, questionnaire results showed that students felt more motivated, engaged, and able to understand the material more effectively through this game. Overall, the “Who Am I?” game on Wordwall proved to be an effective learning tool, and its use is recommended for teachers seeking to implement game-based strategies in classroom instruction.

Rahma Novia Budiati; Noer Adhela Krisna Putri Achmad; Fernanda Maulana Kusuma Putri; Veronika Deta Junia Anjarwani; Nensy Megawati Simanjuntak

Jurnal Ilmu Pendidikan, Bahasa, Sastra dan Budaya 2025 Asosiasi Periset Bahasa Sastra Indonesia

This study analyzes the effectiveness of digital educational games, particularly the “Who Am I?” game on the Wordwall platform, in enhancing students’ knowledge of Indonesian language learning. The research is motivated by the need for junior high school teachers to design engaging learning methods that can foster enthusiasm among adolescents. Educational games are viewed as innovative media that present concepts in a simple yet enjoyable way, making lessons more interactive and accessible. Using a descriptive quantitative approach, the study involved 30 eighth-grade students at SMP Negeri 38 Surabaya. Data collection included pre-tests and post-tests to quantitatively measure learning outcomes, as well as questionnaires to capture student responses. Findings indicate a notable improvement in student achievement after the application of the “Who Am I?” game. The average pre-test score was 71.33, which rose to 91.00 on the post-test, showing an increase of 19.67 points. Results of a paired t-test confirmed that the difference was statistically significant, demonstrating that the improvement was due to the intervention. Additionally, questionnaire results showed that students felt more motivated, engaged, and able to understand the material more effectively through this game. Overall, the “Who Am I?” game on Wordwall proved to be an effective learning tool, and its use is recommended for teachers seeking to implement game-based strategies in classroom instruction.

Putri Azizah Nasution; Rica Umrina Lubis; Lia Agustina Damanik

International Journal of Education and Literature 2025 Lembaga Pengembangan Kinerja Dosen

This study aims to improve student learning outcomes through the implementation of the Problem Based Learning (PBL) model assisted by PowerPoint media in Mathematics for Grade I students at SD IT Riyadhoturrohman. The research employs Classroom Action Research (CAR) conducted in two cycles. Each cycle consists of three meetings, following the stages of planning, implementation, observation, and reflection. The research subjects were 16 students from Grade I of SD IT Riyadhoturrohman. The Problem Based Learning model was chosen because it encouraged students to be actively involved in learning through solving contextual problems, while PowerPoint media was used to help visualize the mathematical concepts being taught. The results showed an improvement in students' learning outcomes from the pre-action stage to Cycle I, and a further increase in Cycle II. Additionally, students demonstrated improved participation, conceptual understanding, and teamwork skills. Thus, the implementation of the Problem Based Learning model assisted by PowerPoint media proved to be effective in improving the mathematics learning outcomes of Grade I students at SD IT Riyadhoturrohman.

Maria Naya Waani; Rudi A. Repi; Ferny M. Tumbel

Jurnal Cakrawala Pendidikan dan Biologi 2025 Asosiasi Riset Ilmu Pendidikan Indonesia

This classroom action research evaluates the effectiveness of Problem Based Learning in learning Biology on the topic of environmental change at Rosa de Lima Catholic High School Tondano, with the aim of improving the activities and learning outcomes of grade X students. The method used is two action cycles with stages of planning, implementation, observation, and reflection. The subjects are 10 students. Tools include Teaching Modules and Student Worksheets; Data was collected through observation sheets of teacher and student activities (scales 1–4) and 10-item learning outcome tests each cycle. The descriptive analysis calculates the grade average and classical completeness against the Minimum Completeness Criterion of 75. The results showed consistent improvement from cycle I to cycle II. Classical completeness increased from 66% (6 out of 9 students attended; average 76.67) to 90% (9 out of 10 students; average 81.00). The teacher's activity observation score increased from 3.75 to 3.91, while the student's activity from 3.50 to 3.60. The increase is fueled by the formulation of contextual problems, facilitation of guiding questions, individualized feedback, and more disciplined time management, which strengthens engagement, collaboration, and scientific reasoning. The findings indicate that Problem Based Learning is effective in improving Biology learning activities and outcomes on the topic of environmental change. This study adds to the empirical evidence in the context of high schools with low initial completeness and suggests further exploration of other Biology topics along with measurements of critical thinking skills and scientific attitudes for a more comprehensive picture of impact.

Limmey Maria Tambingon; Arrijani Arrijani; Musma Rukmana

Jurnal Cakrawala Pendidikan dan Biologi 2025 Asosiasi Riset Ilmu Pendidikan Indonesia

Biology education in high school has an important role in shaping students' science literacy and critical thinking skills. However, ecological material, particularly the topic of Ecosystem Components and their Interactions, is often considered difficult because it is abstract and not easy to observe directly. This research aims to improve student learning outcomes through the application of the Problem Based Learning (PBL) model, which emphasizes real problem-solving, collaborative discussion, and active involvement in the learning process. The research uses the design of Classroom Action Research (PTK) which was carried out in two cycles in class X of St. Rosa de Lima Catholic High School Tondano involving 10 students in the odd semester of the 2025/2026 school year. Data was collected through observation of teacher and student activities, learning outcome tests in the form of pretests and posttests, and learning documentation. The analysis was carried out descriptively, qualitatively, and quantitatively by calculating the average score, percentage of completion, and student involvement. The results of the study showed a significant increase. The percentage of teacher activity increased from 58.3% in the first cycle to 87.5% in the second cycle, while student activity increased from 45.83% to 83.33%. The average score of students also increased from 70% in cycle I to 90% in cycle II, with classical completeness reaching 90%. These findings confirm the effectiveness of PBL as a contextual Biology learning strategy, able to bridge ecological concepts with real life, and increase students' curiosity, cooperation, and critical thinking skills.

Rahmi Putri; Marwah Hidayah; Gusmaneli Gusmaneli

Hidayah : Cendekia Pendidikan Islam dan Hukum Syariah 2025 Asosiasi Riset Ilmu Pendidikan Agama dan Filsafat Indonesia

This study aims to describe the implementation of an active learning model based on collaboration to improve students’ conceptual understanding in Islamic Religious Education (PAI). The background of this research stems from the low level of student engagement in the learning process, which has resulted in less optimal understanding of religious concepts. The research employed a qualitative approach with a classroom action research (CAR) design conducted in two cycles. The subjects were eleventh-grade students at a senior high school in City X. Data were collected through observation, interviews, and conceptual understanding tests. The findings revealed that the implementation of the collaborative active learning model increased students’ participation in learning activities, fostered critical thinking skills, and enhanced their conceptual understanding of Islamic Education materials. Through group discussions, problem-solving activities, and reflection sessions, students became more cognitively and affectively engaged in the learning process. Therefore, the collaborative active learning model can serve as an effective alternative strategy to improve both the process and outcomes of Islamic Religious Education learning.

Afifah Hanum Lubis; Rizka Harfiani

Hikmah : Jurnal Studi Pendidikan Agama Islam 2025 Asosiasi Riset Ilmu Pendidikan Agama dan Filsafat Indonesia

This study aims to determine the effectiveness of the question-and-answer method in improving students’ understanding of Islamic Education (PAI) material at Madrasah Aliyah Muhammadiyah 1 Medan. This research employs a quantitative approach with a simple descriptive design. The sample consisted of 5 respondents who were eleventh-grade students. The instruments used were comprehension tests administered before and after the implementation of the question-and-answer method, as well as observation sheets to assess student engagement during the learning process. The data were analyzed using mean and percentage calculations to identify the improvement in learning outcomes. The results show a significant increase in students’ understanding after applying the question-and-answer method. Students became more active in answering and asking questions, making the classroom atmosphere more interactive. This proves that the question-and-answer method is effective as a learning strategy in PAI to enhance students’ conceptual understanding. This study is expected to serve as a reference for PAI teachers in selecting appropriate teaching methods to improve the quality of the teaching and learning process.

Nur Khasanah, Rahma; Kusumadani, Annur Indra; Mulyono, Yatin

JOURNAL OF BIOLOGY LEARNING 2025 Universitas Veteran Bangun Nusantara Sukoharjo

This study aims to analyze the application of SSPBLS (Socio-Scientific Problem based Learning with Spiritual Value) on digestive system materials at SMA Muhammadiyah 1 Sragen for the academic year 2024/2025 and to find out whether this model can improve student learning outcomes. The type of research used is quantitative with experimental design. Data collection was carried out through learning outcome tests, observations, and interviews. Based on the results of the t-test, a significance value (sig.) of 0.22 was obtained, which was more than 0.05, which showed that there was no significant difference between the experimental group using the SSPBLS model and the control group using conventional learning methods. The results of this study show that the application of the SSPBLS model to the digestive system material in terms of final average scores can improve student learning outcomes. These results show that SSPBLS has the potential to improve student understanding through a problem-based approach that connects scientific phenomena with social issues, and its application in the field has met expectations. This research contributes to enriching contextual learning approaches through the application of the SSPBLS model which is proven to improve student learning outcomes by integrating social issues, critical thinking skills, and character values and provides alternative effective learning strategies to improve learning outcomes, with an emphasis on students' active involvement in solving problems based on social issues.

Fadila Djou; Abdurahman R. Mala; Anugrah Lestari

Jurnal Manajemen dan Pendidikan Agama Islam 2025 Asosiasi Riset Pendidikan Agama dan Filsafat Indonesia

Learning outcomes refer to the abilities that students possess after undergoing learning experiences, including their understanding and knowledge. This study examines the improvement of learning outcomes in Islamic Religious Education (PAI) by implementing differentiated instruction on the topic of Faith in the Messengers of Allah in Grade IV of SD Negeri 8 Limboto Barat, Gorontalo Regency. This research is a Classroom Action Research (CAR). Data collection techniques included observation, interviews, and documentation using research instruments such as teacher activity observation sheets, student activity observation sheets, tests, and student learning outcome sheets. The data analysis technique followed the procedures of classroom action research, employing both descriptive and quantitative analysis. The results of this study show that the implementation of differentiated instruction improved students' learning outcomes in the PAI subject on the topic of Faith in the Messengers of Allah. This improvement can be seen in the increase in teacher activity, which rose from 69% in Cycle I to 100% in Cycle II. Similarly, student learning activity increased from 56% in Cycle I to 83% in Cycle II. Student learning outcomes in PAI also improved significantly. In the pre-cycle phase, only 8 out of 20 students (40%) achieved mastery. This increased to 14 students (70%) in Cycle I with an average mastery score of 78.00, and further improved in Cycle II, with 19 students (95%) achieving mastery and an average score of 85.00.

Chori Handayani; Via Nadiya Wati; Nurul Hidayah; Sang Aji Wijanarko; Ryan Ardiyansyah +2 more

Jurnal Pengabdian Sosial dan Kemanusiaan 2025 Lembaga Pengembangan Kinerja Dosen

Increasing competition in the food industry requires companies to not only focus on product innovation and market expansion but also on strengthening internal human resource capabilities through long-term strategies. PT. Surya Pratista Hutama addresses this challenge by implementing a Talent Management Sistem (TMS) designed to identify, develop, and retain high-potential employees (HiPos), while simultaneously ensuring sustainable leadership development and succession planning. This study employed a qualitative case study approach by utilizing observations, in-depth interviews, and a paper review to obtain comprehensive insights into the company’s practices. The findings reveal that the identification of HiPos is carried out through a rigorous and consistent process using the 9-box grid as a key assessment tool. The emphasis on consistency in evaluation highlights the organization’s effort to ensure fairness and accuracy. Employee development is facilitated through multiple strategies, including formal training, mentoring programs, job rotation, and other structured learning initiatives. Retention strategies focus on providing competitive compensation packages, developing financial literacy skills, and fostering a collaborative organizational culture that values employee contributions. The implementation of TMS at PT. Surya Pratista Hutama has shown positive impacts, particularly in reducing employee turnover rates and improving leadership performance. However, the study also identifies several challenges, especially related to the need for clearer procedural guidelines and more specific development strategies to optimize outcomes. Overall, this research demonstrates that a well-structured TMS can serve as an effective mechanism for building sustainable human resource capabilities in highly competitive industries such as food manufacturing.

Poppy Lariski; Siti Darwa Suryani; Kashardi Kashardi

International Journal of Educational Research 2025 Asosiasi Riset Ilmu Pendidikan Indonesia

This study aims to determine the effect of Problem Based Learning (PBL) and Inquiry learning models on students’critical thinking skills and cognitive learning outcomes on the topic of the human respiratory system. This research used a quasi-experimental design with a Non-Equivalent Pretest-Posttest Control Group Design. The research subjects were three eighth-grade classes at SMP Negeri 13 Lebong, consisting of two experimental classes taught using the PBL and Inquiry models and one control class using conventional methods. The research instruments included essay tests to measure critical thinking and multiple-choice tests to assess cognitive learning outcomes. Data were analyzed using ANOVA and LSD tests. The results showed significant differences among the three groups. The PBL model produced the highest improvement in both variables, followed by Inquiry, and lastly the control group. Therefore, PBL is proven to be the most Effective model inimproving students' critical thinking and cognitive learning outcomes in science education.

Nuriyati Hadia; Helen J. Lawalata; Meity Tanor

Konstanta : Jurnal Matematika dan Ilmu Pengetahuan Alam 2025 International Forum of Researchers and Lecturers

The study used a pseudo-experimental design with a posttest-only control group design pattern. The population included the entire class VII, and the sample was randomly selected of two equivalent parallel classes, totaling 22 students each. The experimental class received the discovery learning treatment, while the control class used conventional methods. The research instrument is in the form of learning outcome tests in the form of objectives and essays that have been tested for validity and reliability. Data were analyzed through normality test, homogeneity test, and t-test of two independent samples at a significance level of 0.05. The results showed significant differences between the two groups. The average posttest score of the experimental class was 80.68 higher than the control class of 72.72. The analysis of the t-test yielded a t_hitung value of 2.74 greater than t_tabel 2.01, which means that the null hypothesis was rejected. The frequency distribution in the experimental class also showed a concentration of scores in the high category, while the control class was more dominant in the medium category. These findings confirm that discovery learning not only improves cognitive learning outcomes, but also encourages students' active engagement, motivation, and critical thinking skills. This study concludes that the implementation of discovery learning is effective in improving science learning outcomes in the classification of living things. Implicitly, teachers are advised to integrate this approach as an alternative to student-centered science learning strategies.

Amalia Kusuma Dewi; Ernita Vika Aulia; Muhamad Arif Mahdiannur

Konstanta : Jurnal Matematika dan Ilmu Pengetahuan Alam 2025 International Forum of Researchers and Lecturers

The development of digital media and innovative learning models in Junior High School Science education reflects a sustained commitment to meeting the demands of 21st-century skills and improving the quality of science instruction. A comprehensive literature review (2019–2024) reveals the dominance of the Research and Development (R&D) approach, which consistently yields highly valid, practical, and effective digital resources, such as Augmented Reality (AR), Android-based applications, and interactive educational games. These digital tools are synergistically integrated with modern instructional models, including Problem-Based Learning (PBL), Inquiry-Based Learning (IBL), and Predict-Observe-Explain (POE), which are proven effective in increasing student engagement, enhancing cognitive outcomes, and honing essential competencies such as Science Process Skills (SPS) and Higher-Order Thinking Skills (HOTS). Ultimately, this integration contributes significantly to overcoming learning difficulties in complex and abstract Science topics (e.g., the human digestive system) while also effectively addressing contemporary educational challenges, fostering meaningful learning experiences, and supporting long-term academic success for students.

Denda Ginanjar; Fokky Fuad; Mohamad Abduh; Bayu Bagus Mulyana; Ari Muhamad Rahman +1 more

GARUDA : Jurnal Pendidikan Kewarganegaraan dan Filsafat 2025 International Forum of Researchers and Lecturers

The curriculum serves as a guideline for the teaching and learning process in schools. In Indonesia, the curriculum continues to evolve in line with changes in time and societal needs. These changes aim to adapt to advancements in science and technology, address challenges within the education system, and achieve more effective learning outcomes. This research adopts a qualitative approach with a literature study method, drawing data from journal articles, books, research reports, and other documents. The findings illustrate the evolution of the national primary education curriculum from 1945 to the Merdeka Curriculum of 2022, depicting a lengthy journey of curriculum adaptation to Indonesia's educational dynamics. The implications of this research emphasize the importance of developing a curriculum that is responsive to both global and local developments, as well as the necessity for an adaptive education system to meet the needs of modern society.

Amanda Gosynda Putri; Ernita Vika Aulia; Muhamad Arif Mahdiannur

Algoritma : Jurnal Matematika, Ilmu pengetahuan Alam, Kebumian dan Angkasa 2025 Asosiasi Riset Ilmu Matematika dan Sains Indonesia

Natural Science (IPA) learning is an important foundation in developing students' scientific literacy, critical thinking skills, and scientific attitudes. However, the learning process still faces many challenges related to low learning interest, the dominance of conventional methods, and limited use of technology. This article aims to analyze the effectiveness of innovative approaches in science learning through a systematic review of 25 national and international journal articles published in 2020–2025. The systematic review method was carried out through the stages of identification, selection, data extraction, and thematic analysis. The results of the analysis show that the Problem-Based Learning (PBL), Inquiry-Based Learning (IBL), STEM Learning, and digital technology integration (PhET Simulation, mobile learning, gamification, blended learning) approaches have been proven to have a positive impact on learning outcomes, critical thinking skills, creativity, and student motivation. The thematic analysis resulted in four main themes: (1) strengthening critical thinking skills through PBL, (2) developing creativity and scientific literacy through IBL, (3) STEM integration to improve collaboration and scientific attitudes, and (4) utilizing digital technology for motivation and understanding abstract concepts. This study concludes that a combination of various innovative approaches is needed to make science learning more relevant to the demands of the 21st century.

Elisabeth Aska Apriliana; Sri Suwartini; Isna Rahmawati

GARUDA : Jurnal Pendidikan Kewarganegaraan dan Filsafat 2025 International Forum of Researchers and Lecturers

This research aims to improve the learning outcomes of grade 1 students at SD Negeri 2 Brangkal using the Discovery Learning learning model in the Pancasila Education subject. This research is divided into two images, where each cycle consists of four research stages, namely: 1) Planning, 2) Implementation, 3) Observation, and 4) Reflection. This research was conducted over a period of 3 months starting from February to April 2024. In this research the researcher acted as an observer by involving the class I Pancasila Education maple teacher as a colleague/collaborator. This Classroom Action Research (PTK) uses the Kemmis & Mc Taggart model. This research was carried out in two cycles where each cycle was held in one meeting. The subjects of this research were 18 grade 1 students at SD Negeri 2 Brangkal. Data collection techniques through evaluation tests, observation and documentation. The research results show that: (1) students become more active in learning activities. (2) there was an increase in Pancasila Education learning outcomes for grade 1 students at SD Negeri 2 Brangkal. This increase was proven by the results of the pre-cycle test, the average class score was 66.22, then it increased in cycle I to 82.5 and increased again in cycle II to 90.5. The percentage of completeness of learning outcomes in the pre-cycle was 40%, in cycle I was 75%, and in cycle II was 94% which achieved a KKTP ≥ 75. From the results of the above research it can be concluded that by implementing the Discovery Learning learning model it can improve learning outcomes in students. Pancasila education lesson for grade 1 students at SD Negeri 2 Brangkal.

Yoga Saputra; Dede Efendy; Mona Valentin Br. Tambunan; Ferdy Ferdy

Jurnal Mahasiswa Ilmu Kesehatan 2025 STIKes Ibnu Sina Ajibarang

This study examines the application of systems thinking in modern healthcare organizations, with a particular focus on Peter Senge’s Fifth Discipline. Using a systematic literature review of 20 selected articles, the study investigates the potential and challenges of applying systems thinking across key areas such as patient safety, service integration, resource management, and innovation. Findings indicate that systems thinking provides a holistic framework to better understand and address the inherent complexity of healthcare systems. By fostering interconnections among organizational components, it enhances the capacity to improve performance, ensure patient-centered care, and support sustainable change. Nevertheless, implementation is hindered by obstacles such as resistance to change, lack of shared understanding, and difficulties in measuring systemic outcomes. To address these barriers, the study highlights strategies including leadership development, staff training, and the establishment of appropriate evaluation tools. These measures strengthen organizational readiness and support a culture of continuous learning. The study concludes that systems thinking offers valuable insights for healthcare organizations to adapt to evolving challenges, but its success requires long-term commitment, supportive leadership, and systematic implementation. Future research should further explore the integration of systems thinking with emerging digital health technologies and assess its long-term impact on health outcomes and organizational resilience.

La Ode Adin Hasrun Bici; Wahyu Setyaningrum

Algoritma : Jurnal Matematika, Ilmu pengetahuan Alam, Kebumian dan Angkasa 2025 Asosiasi Riset Ilmu Matematika dan Sains Indonesia

This study was conducted to develop an edutainment-based learning media product and to assess its feasibility in terms of validity, practicality, and effectiveness with a focus on understanding mathematical concepts and fostering self-directed learning in social arithmetic topics. The research employed a development approach using the ADDIE model, which consists of Analysis, Design, Development, Implementation, and Evaluation. The instruments used included validation sheets completed by experts, practicality questionnaires filled out by teachers and students, mathematical concept comprehension tests, and self-directed learning questionnaires. Research subjects consisted of two groups: a small-scale trial with 10 seventh-grade students and a large-scale trial with 32 students. The findings revealed that the edutainment learning media developed was appropriate for use, fulfilling all three aspects of feasibility. The validity score for media was 142 out of 230 (medium category), while the material validation reached 110 out of 135 (high category). Practicality assessments showed very high results, with teachers assigning a score of 175 out of 172 indicators and students achieving an average score of 156.8, which placed the media in the very high category. Effectiveness was demonstrated by improved mathematical concept comprehension, where the pretest average of 75.24 increased to 84.38 in the posttest, meeting the minimum high category. Similarly, the self-directed learning questionnaire showed improvement, with average scores rising from 99.97 to 102.91, and the percentage of students attaining very high posttest results increased to 90.63%.

Dede Nuraida; Ulfa Rusdiana; Yasshinta Ika Pratiwi; Odilia Gista Eka Lumitasari; Putri Novita Ampolina

Jurnal Inovasi Pendidikan 2025 Lembaga Pengembangan Kinerja Dosen

This study aims to improve the mathematics achievement of third-grade elementary school students through the implementation of the Problem-Based Learning (PBL) model within the framework of Classroom Action Research (CAR). The research was conducted at UPT SD Negeri Kutorejo 1 Tuban and involved 27 students over two instructional meetings. The study was carried out in two cycles, each comprising the stages of planning, implementation, observation, and reflection. Data collection techniques included learning outcome tests, interviews, and documentation. The data were analyzed using both quantitative and qualitative descriptive approaches. The findings indicate a notable improvement in students’ average mathematics scores, increasing from 79.47 in the first cycle to 83.91 in the second cycle. This improvement reflects the positive impact of the PBL model on students' conceptual understanding, problem-solving abilities, and active participation during the learning process. Throughout the intervention, students demonstrated increased engagement in group discussions, greater confidence in expressing ideas, and enhanced independence in addressing given problems. The PBL model proved effective in fostering active, collaborative, and meaningful learning. By presenting real-world contextual problems, the model not only enhanced students’ academic performance but also promoted the development of critical thinking, communication, and social skills. These outcomes align with 21st-century educational goals, which emphasize the cultivation of higher-order thinking skills. Theoretically, this study reinforces the effectiveness of PBL as an innovative pedagogical approach for mathematics instruction at the elementary level. It is recommended that educators systematically and consistently implement the PBL model in classroom practice. Future research is encouraged to explore the interaction between individual student characteristics and instructional models, in order to further optimize learning outcomes across various subject areas.

Putri Ramadani; Ika Ima Nissa; Nur Indah Nasution; Baginda Restu Al Ghazali

Sevaka : Hasil Kegiatan Layanan Masyarakat 2025 STIKES Columbia Asia Medan

Speech delay in children is a developmental issue commonly encountered in society, which can affect various aspects of a child's life, including communication, social interaction, and academic development. Early detection of speech delay is crucial for providing appropriate interventions to minimize its long-term impact on the child. This study aims to introduce the use of machine learning algorithms in detecting speech delay symptoms in children. Three machine learning algorithms applied in this study are Naïve Bayes, C4.5, and K-Nearest Neighbor (K-NN). These algorithms are used to classify speech delay symptoms based on health data, medical history, and environmental factors such as speaking habits and eating patterns. The outreach was conducted at Puskesmas Kota Rantauprapat with the involvement of parents and healthcare providers as participants. The experimental results showed that all three algorithms performed well in terms of accuracy, though with varying error rates. Naïve Bayes achieved relatively high accuracy but had a higher false positive rate compared to C4.5 and K-NN. C4.5 provided more stable results and was easier to interpret due to its decision tree structure. Meanwhile, K-NN performed better with data that had irregular distribution. This outreach is expected to assist both the community and healthcare providers in early detection of speech delay in children, providing a more efficient and affordable means for early intervention, which ultimately leads to better outcomes for children with speech delay.