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Depi Ratnasari; Sri Wahyuning Tiyas; Putri Nihayatut Thoyibah; Agung Setyawan

Jurnal Pendidikan, Bahasa dan Budaya 2023 Pusat Riset dan Inovasi Nasional

This research was motivated by the low learning outcomes of class IV UPTD SDN Banyuajuh 5 students in Social Science content. The purpose of this study was to determine the effect of applying the recitation method on student learning outcomes. The type of data in this study is quantitative data, namely data on the results of student work obtained from the initial test and the final test of the actions of each cycle. This study uses a class action research approach (CAR) with the implementation cycle of cycle I and cycle II. The results of the study concluded that the completeness of student learning outcomes before the action only reached 2 students (9.09%) complete, while 20 students (90.91%) did not complete. Then after the action cycle I experienced an increase to 6 students (31.82%) completed and 16 students (68.18%) did not complete. In the action in cycle II, student completeness exceeded 80%, namely with 81.82% completeness with 18 students reaching the KKM that had been set, namely 73.

Elfin Warnius Waruwu; Enisabe Waruwu

Sinar Kasih: Jurnal Pendidikan Agama dan Filsafat 2023 Sekolah Tinggi Teologi Injili Arastamar (SETIA) Ngabang

PAK is an education that focuses on teaching Christian values and doctrines to students. The aim is to help students understand the teachings of Christianity, deepen their relationship with God, and form good character and morals. However, the fact is that some students do not understand Christian values. Students often only understand Christianity theoretically without being able to apply it in everyday life. This can hinder the development of student independence. In this study or study the authors used qualitative research methodologies and literature studies. The results of the study show that PAK can make a positive contribution to the development of student independence. Through teaching Christian values that encourage self-awareness and responsibility, students can acquire skills and attitudes that support independence, such as the ability to make decisions, be independent in learning, and play an active role in society. In the context of an independent curriculum, students can be integrated into the curriculum to support the development of student independence.

Sisca Wendi Harisa; Riri Okra; Hari Antoni Musril; Sarwo Derta

JURNAL TEKNIK MESIN, INDUSTRI, ELEKTRO DAN INFORMATIKA 2023 Pusat Riset dan Inovasi Nasional

This research is based on the problems found based on the results of interviews with mathematics teachers and students at SMPN 1 Lareh Sago Halaban that the media used in the learning process only uses the blackboard with lecture and discussion methods, there is no technology-based learning media, especially educational games that are used by teachers to students related to mathematics lessons caused a lack of interest and activeness of students in mathematics subjects. Based on this, the solution given is to design a learning media. The purpose of this research is to produce learning media products in the form of educational games with the help of software Building 2 mathematics subjects at SMPN 1 Lareh Sago Halaban. The design of mathematics education games uses the construct 2 design application at SMPN 1 Lareh Sago Halaban with the Research and Development (R&D) research method using the MDLC (Multimedia Development Life Cycle) development model from Luther Sutopo the development model is explained in 6 stages, namely Concept, Design, Materials Collection, Assembly, Testing and Distribution. The product test used in the research is the validity test, practicality test, and effectiveness test. The product test results show that the educational games designed are valid, practical and effective. For the results of the validity test of three validators, the score was 0.88, the practical test by 3 practi- tators was 0.97, and the effectiveness test of twenty people was 0.92.

Sabrina Fitri Jasmine

Jurnal Pendidikan, Bahasa dan Budaya 2023 Pusat Riset dan Inovasi Nasional

The high cost of education in Indonesia makes it difficult for people from the middle to lower economic classes to continue their education to a higher level. Due to budget constraints, many students decide not to continue their education to a higher level. The Indonesian government seeks a solution to deal with this problem by providing a financial assistance program in the form of KIP-K scholarships to outstanding students from the middle to lower economic classes. The KIP-K scholarship program also seeks to develop quality human resources. One of them is registered in the Education Management study program at Surabaya State University. The purpose of this study was to determine whether the provision of KIP-K scholarships has an impact on the academic performance of Surabaya State University students class of 2021 enrolled in the Education Management study program. This study uses quantitative research methods with data collection techniques in the form of questionnaires. Data analysis techniques use normality test calculations, T tests and simple regression analysis. The results of the study state that there is an influence between the provision of KIP-K scholarships on the learning achievement of Surabaya State University Education Management students class of 2021, with a coefficient value of 54.1%.

Restu Fazar Febrianto; Elfan Arya Rakha; Rizky Adi Zuliansah; Risma Aprillia; Ahmad Solehudin +3 more

JURNAL TEKNIK MESIN, INDUSTRI, ELEKTRO DAN INFORMATIKA 2023 Pusat Riset dan Inovasi Nasional

This study aims to provide an overview of the suitability of machining engineering majors in the world of work. When the Covid-19 case is on the increase, especially in Indonesia, many graduates of vocational high schools have difficulty finding jobs according to the majors they are interested in, especially in the field of machining engineering expertise. This research method uses descriptive quantitative methods with field data obtained from the results of questionnaires distributed to vocational high school students in the field of machining engineering expertise so that 33 respondents can be analyzed. The results of the study show that there is suitability and incompatibility in finding work due to the impact of Covid-19, factors that can cause this such as students' lack of understanding of distance learning when affected by the Covid-19 outbreak and remote practicum which hinders the growth of students' competence that should be obtained to enter the world of work. In addition, the lack of information related to the world of work was also felt by students when the Covid-19 outbreak attacked Indonesia. Therefore, this research was conducted to find out how suitable graduates of vocational high schools are in finding jobs and in accordance with what they are interested in in their areas of expertise

Erwin Simon Paulus Olak Wuwur; Dwi Yani; Ahmad Saifullah; Nine Sekumi Hasiholan

GARUDA : Jurnal Pendidikan Kewarganegaraan dan Filsafat 2023 International Forum of Researchers and Lecturers

There are still many challenges in the world of education in Indonesia, so that the goals of education have not been fully realized. one of the problems in Indonesian education is that learning outcomes at the elementary and secondary school levels are very minimal due to an imbalance in the effectiveness of learning and learning in the classroom. In 2019, the average teacher competency score (UKG) was 57 out of 100, with a teacher pedagogical average of 49.34 and a teacher professional average. The low literacy and competence of teachers is a benchmark for the success of education in Indonesia. This study aims to analyze the relationship between a teacher's pedagogical competence and students' cultural literacy and citizenship abilities through PKN subjects. The method used in this research is descriptive-qualitative, with the subject being a class V teacher and students at an elementary school in Mojokerto. The results of the study show that there is a relationship and influence between the pedagogical competencies possessed by teachers on the cultural literacy and citizenship abilities of students in PKN subjects. This can be seen from the readiness of the teacher to design and design learning tools, implementing learning in the classroom to evaluating learning.    

Nurul Fitri; Atmazaki Atmazaki

Jurnal Motivasi Pendidikan dan Bahasa 2023 International Forum of Researchers and Lecturers

This study aims to describe the effect of using the jigsaw cooperative learning model on the writing skills of review texts of class XI MAN 2 Padang City students. This type of research is quantitative with experimental methods. The research design used was The Posttest Only Control Group Design. The study population was class XI MAN 2 Padang City using a purposive sampling technique for sampling. The selected sample consists of two classes, namely the experimental class and the control class. The data in this study were scores of students' review text writing skills in class XI MAN 2 Padang City using the jigsaw cooperative learning model and conventional learning models. The research instrument is a performance test. Based on the results of data management, it shows that the average value of students using the jigsaw cooperative learning model is 85.42 while the average value of students using the conventional method is 73.50. The results of the hypothesis test show that tcount > ttable (6.09 > 1.68). Thus, it shows that the jigsaw type cooperative learning model is better than using conventional methods.

Eko Setiono; Zahidah Ismah Nabilah; Febriana Fitri; Aniek Indrawati; Ludi Wishnu Wardana

Research objectives 1) application of character education 2) Implementation of Entrepreneurship Learning for elementary school formal education students. Character Education, especially at the Elementary School level, in entrepreneurship learning has a big challenge to be able to provide enlightenment to students through the learning process about the need for entrepreneurial behavior that is not only self-interest oriented, but economic behavior that must also be oriented to the interests of the people, through learning. entrepreneurship. The method used in this research is Systematic Literature Review (SLR) by collecting and analyzing journals related to keywords. Based on the literature study conducted, it was found that Entrepreneurship character education at the Elementary School level applies habituation and cultivation of several entrepreneurial values, namely the value of honesty, Discipline Value, Independent Value, Leadership Value, Creative Value. several models of entrepreneurship learning, namely market day which is routinely carried out by schools. There are 2 main activities carried out by the school in one year, the first is holding a book exhibition bazaar, and a culinary exhibition bazaar by grade 6 students at the end of each semester. Marketday is in the form of a book fair, usually schools cooperate with malls or publishers.

Salsaufy Brilliant Nadila; Reza Dwi Prayitno; Aniek Indrawati; Ludi Vishnu Wardana; Angga Martha Mahendra

Efforts to Increase Child Entrepreneurship in PAUD/TK institutions. Everyone needs to have an entrepreneurial spirit, including children at an early age. Entrepreneurship education is not just about educating prospective entrepreneurs or teaching children how to make money from an early age, but also about growing and developing the character that already exists in children. The purpose of this study was to: find out whether there are changes in children's habits and attitudes after doing fun activities in farming and increasing entrepreneurial spirit from an early age. This research uses the Systematic Literature Review (SLR) method by collecting and analyzing journals related to the word key. Based on the literature study conducted, it was found that the importance of planting and increasing understanding of the concept of entrepreneurship from an early age starting from early childhood education, this implementation needs examples in the form of activities carried out by playing to provide a good understanding of students. Another problem, students are less motivated to look for reference materials related to the material provided. Based on the analysis of learning tools, the entrepreneurship material being taught is still not sustainable so that the expected competencies are not clear. In addition, learning activities are still centered on the teacher. The results of the analysis of reference books to see the contents of the material, especially the main economic activity material. Instilling an entrepreneurial spirit from an early age makes children have a strong business spirit, sense of responsibility and independence. Efforts to Increase Child Entrepreneurship in PAUD/TK institutions. Everyone needs to have an entrepreneurial spirit, including children at an early age. Entrepreneurship education is not just about educating prospective entrepreneurs or teaching children how to make money from an early age, but also about growing and developing the character that already exists in children. The purpose of this study was to: find out whether there are changes in children's habits and attitudes after doing fun activities in farming and increasing entrepreneurial spirit from an early age. This research uses the Systematic Literature Review (SLR) method by collecting and analyzing journals related to the word key. Based on the literature study conducted, it was found that the importance of planting and increasing understanding of the concept of entrepreneurship from an early age starting from early childhood education, this implementation needs examples in the form of activities carried out by playing to provide a good understanding of students. Another problem, students are less motivated to look for reference materials related to the material provided. Based on the analysis of learning tools, the entrepreneurship material being taught is still not sustainable so that the expected competencies are not clear. In addition, learning activities are still centered on the teacher. The results of the analysis of reference books to see the contents of the material, especially the main economic activity material. Instilling an entrepreneurial spirit from an early age makes children have a strong business spirit, sense of responsibility and independence.

Afdan Mutahhir Bangsu; Sukri Syamsuri; Basse Syukroni Baso

Jurnal Motivasi Pendidikan dan Bahasa 2023 International Forum of Researchers and Lecturers

The aims of the study were to improve: 1) the learning process of reading comprehension using the whole language approach, and 2) the ability to read comprehension through the whole language approach in fourth grade students at SD Negeri 6 Bontokamase, Gowa The type of research used in this research is collaborative Classroom Action Research. The subjects of this study were 35 grade IV students at SD Negeri 6 Bontokamase, Gowa. The research design used is the Kemmis and Mc.Taggart model. The data collection methods used in this study were: 1) tests, 2) observations, 3) documentation, and 4) field notes. Data analysis techniques were carried out in a quantitative and qualitative descriptive manner.The results of the study show that learning to read comprehension through the whole language approach can increase student activity and attention. Seen from the involvement of students in various learning activities.Learning to read comprehension uses a whole language approach improve students' KKM. The results of tests, observations, documentation, and field notes show that through a whole language approach can improve reading comprehension skills in fourth grade students of SD Negeri 6 Bontokamase, Gowa. The increase in reading comprehension skills in the first cycle was 8.18, the initial conditions increased from 62.28 to 70.46.    

Herdi Herdi; Mulyawan Safwandy Nugraha

Ta'rim: Jurnal Pendidikan dan Anak Usia Dini 2023 Sekolah Tinggi Agama Islam Yayasan Pendidikan Ilmu Qur'an Baubau

An education system without functioning education management or management is unlikely to be able to foster school growth. Management procedures must be implemented systematically and dynamically in the National Education System. The principal as a manager with executive and leadership functions needs to align his internal capabilities in responding to the pressing needs of his environment. Managerial is a process or framework that involves guiding or directing a group of people towards organizational goals or real purposes. For the sake of achieving a successful institution in the realm of education, of course, it is very much determined by the quality of the teacher's performance guided by the Principal. Specifically, this research is intended to explore, analyze and obtain data on planning, organizing, implementing and evaluating the managerial implementation of school principals in improving the quality of teacher performance at Masagi Islamic Middle School, Sukabumi Regency. This study uses a descriptive method with a qualitative approach. Data collection techniques are carried out through observation, interviews and documentation. The research subject is the principal of the school. The results of the research, namely: (1) Planning has been carried out in accordance with applicable guidelines, (2) Organizing is carried out in a balanced manner by prioritizing performance, competence and rank order, (3) Implementation of managerial competencies by seeking effective learning, (4) Evaluation school principals in improving teacher performance by carrying out monitoring and evaluation of each activity that has been carried out, making reports on program implementation and following up on evaluation results. The obstacles faced in efforts to improve teacher performance professionally include the problem of limited human resources in implementing teacher professional capacity building.

Yetriyanti Yetriyanti; Charles Charles; Arifmiboy Arifmiboy; Afrinaldi Afrinaldi

Jurnal Bintang Pendidikan Indonesia 2023 Pusat Riset dan Inovasi Nasional

The background of this research is that some students have a low level of awareness in participating in PAI learning activities, especially about historical material. Students are less enthusiastic in participating in learning and students are less involved in the process of teaching and learning activities. From the problems that exist, researchers are interested in examining the application of the time line method in PAI learning at SMAN 1 Tanjung Mutiara and its inhibiting factors. This study aims to find out how the application of the Time line learning method and its inhibiting factors. This type of research is descriptive qualitative research which describes the application of the time line method in PAI learning at SMAN 1 Tanjung Mutiara. In collecting data researchers used observation techniques, interviews and documentation. Meanwhile, to analyze it, the researcher uses data reduction, data presentation and conclusion drawing. Researchers checked the data that had been obtained from various research instruments, namely teachers, principals and students using source triangulation, researcher triangulation and method triangulation. So as to produce a credible conclusion. From the research that has been done, it can be concluded that the application of the time line method in PAI learning at SMAN 1 Tanjung Mutiara starts with teacher planning in preparing lessons by making lesson plans which serve as teacher guidelines in teaching and learning activities carried out in the classroom. The application of the Time Line method in learning is carried out through three activities, namely preliminary activities, core activities and closing activities. The essence of applying the time line method is that students observe, analyze and discover for themselves related to learning in discussion activities. The inhibiting factors found were the short time allocation, the teacher's ability to link learning, students playing around during discussions, and female students being more active than male students.

Kurnia Fatmawati; Estu Setyo Purwantiningsih; Ryzka Anggar Kusuma; Aniek Indrawati; Ludi Wishnu Wardana +1 more

The purpose of this study was to determine the management of Business Centers in Vocational High Schools (2) the effectiveness of the role of Business Centers as entrepreneurship learning units in Vocational High Schools, (3) Empowerment of Business Centers as a means of fostering entrepreneurial characteristics in students. The method used in this research is Systematic Literature Review (SLR) by collecting and analyzing journals related to keywords. Based on the literature study conducted, it was found that the Management of Vocational High School Business Centers has an average of 3 sections. The first part is the photocopy room, used for the practical activities of students majoring in Office Administration and Sharia Banking, the second part is the production room, used for the practical activities of the marketing department, the third is the entrepreneurship room, used for students majoring in Marketing, but students majoring in Office Administration, Accounting, Banking Syariah is also actively involved in the management of the Business Center in the entrepreneurship space. (2) The role of the Business Center as an entrepreneurship learning unit in Vocational High Schools is very good as can be seen from the increasing enthusiasm of students in participating in entrepreneurship learning, with the Business Center students have a place to practice entrepreneurship theory that has been taught by the teacher. In addition, students become tenacious, creative and active in doing entrepreneurial assignments given by the teacher. (3) Empowerment of the Business Center as a means of cultivating entrepreneurial characteristics for students has gone well, it can be seen from some students, most of the students have been able to read business opportunities, and can manage sales finances. Thus it can foster the characteristics of an entrepreneurial spirit in students.

Agus Grasia Halawa

Jurnal Pendidikan Agama dan Teologi 2023 International Forum of Researchers and Lecturers

Based on research on guitar music training for youth in church (GKSI) one of the goals is to help increase the independence of congregations for worship. teaching youth to play the guitar is in the ministry at the GKSI EBENHAEZER BAWUAYA church. One of the methods that will be held by God's servants for youth is one of the approaches. the method of approach used by God's servants in training skills/proficiencies for young people learning to play music (guitar) and so that it produces good and correct music playing techniques. in guiding mentoring and also teaching playing music (guitar) both done individually and collectively for the music team with the aim of increasing self-confidence to worship so that activities to learn to play music (guitar) can be carried out patiently and happily. In the process of learning to play the guitar, it is carried out using the training and mentoring method. through this method is done either orally or also in theory and also in practice. In training activities, results are assessed. We can do it together with the music training team with the song leader in the last music (guitar) playing activity carried out by the trainer.

Muh Andis Hidayatullah; Nawung Asmoro Girindraswari; Utari Yolla Sundari

Student Scientific Creativity Journal 2023 Pusat Riset dan Inovasi Nasional

The ability to understand and utilize technology, especially for learning media, is very supportive in learning more creative Tridimensional designs. Information Technology is a method that should be used in the learning process, it is hoped that it will optimize the learning of fine arts in the Sendratasik study program. The purpose of this research is to develop references for learning the three-dimensional nirmana and increase the competence of students in the Sendratasik Study Program at the University of Palangka Raya in learning fine arts, namely the tri-dimensional nirmana. In this study used the Research and Development (R&D) method. The Research and Development stage is the development of learning references by making tridimensional nirmana infographics using the Canva application. Until a nirmana infographic design is produced. Then the Development stage is continued by presenting the results of the infographic design through a workshop to determine the level of student understanding of the three-dimensional nirmana learning references.

Erika Nauli Sibarani; Lenggang Nalaswari; Muhammad Ihya Ulumuddin H; Yulia Hana Nurlatifah; Siti Hamidah

Jurnal Bintang Pendidikan Indonesia 2023 Pusat Riset dan Inovasi Nasional

This article reviews the influence of netizen comments on the mental health of parents of children with special needs. The research analyzed in the article is based on the background of the problem that negative comments have a significant impact on the mental health of parents with disabilities, so this research aims to address the stigmatization and discrimination of persons with disabilities and their families on social media and encourage people to treat them with the same respect and understanding as other people. This type of research is qualitative research with a naturalistic paradigm. The method used in the assignment article for the Indonesian Language Education course is a systematic literature review (SLR). The research instrument is a survey and the researcher is the key instrument. The data source for this research is the results of a survey of several comments on the social media accounts of parents of children with special needs. The result is making learning media in the form of posters or videos, and others about the effect of bad comments on the mental health of parents of children with special needs as well as the importance of being responsible and being wise in writing comments on social media.

Mahyeldi Ansarulloh; Supriadi Supriadi; Alimir Alimir; Iswantir Iswantir

Jurnal Pendidikan, Bahasa dan Budaya 2023 Pusat Riset dan Inovasi Nasional

This research is motivated by a phenomenon from the author's observations about the low student learning outcomes caused by several factors, including the low attention of students in attending Islamic Religious Education lessons. One of the causes of the problems that arise is the inaccuracy of the use of methods in learning. So, in this study the researcher will choose a method that is considered to be able to improve student learning outcomes, namely by using the demonstration method. This research uses a quantitative experimental approach. Collecting data in this study the authors obtained through tests and documentation. This study used 44 students as a population and 44 students as a sample. The data analysis technique that the author did was a prerequisite analysis test in the form of a data normality test, homogenesis. Then the final data analysis the author uses is the t-test. Based on the results of the study it can be understood that the results of the researchers' calculations using the t-test and SPSS 20 where the t-test obtained the results tcount = 4.11713736 and ttable = 1.714, then tcount > ttable then H0 is rejected and H1 is accepted, and calculations using SPSS 20 yield results which are 2-tailed significant values or sig values. (2-tailed) = 0.000 at the significance level α = 0.05. Because the significant value of 2-tailed <α, i.e. 0.000 <0.05, H0 is rejected. So it can be concluded that demonstrations are effective in improving student learning outcomes in class VIII.2 PAI subjects at SMPN 4 Kec. Lareh Sago Halaban.

Siti Zailiah

Concept: Journal of Social Humanities and Education 2023 Sekolah Tinggi Ilmu Administrasi Yappi Makassar

This article discusses Efforts to Foster Student Behavior Through PAI Learning at SMP Ikhlasiyah Palembang. This type of research is qualitative with a descriptive approach, data collection methods through observation, interviews and documentation. Data analysis techniques, namely starting from data collection, data presentation and drawing conclusions on the data obtained. While the technique of checking the validity of the data is through triangulation which consists of triangulation of time, sources and methods. From the results of the discussion that the efforts made by the school in fostering student behavior through PAI learning activities have been carried out well, the activities carried out include learning activities in PAI lessons and other activities namely reading the Koran, reading asmaul husna, praying dzuhur together, Commemoration of Islamic Holidays (PHBI), and Friday alms. All of these activities are routinely carried out in schools with the aim of fostering and instilling good character in students at SMP Ikhlasiyah Palembang.    

Silvia FardilaSoliha

Teknik: Jurnal Ilmu Teknik dan Informatika 2023 LPPM Sekolah Tinggi Ilmu Ekonomi - Studi Ekonomi Modern

Main Objective: Tujuan dari penelitian ini adalah untuk mengetahui penyebab dari flaky test yang paling umum terjadi pada proyek Python dengan membandingkan penelitian yang berfokus pada proyek Java sebelumnya. Background problem: Tes tidak stabil dapat gagal atau lulus tanpa ada perubahan pada kode yang diuji, ini dapat menghancurkan kepercayaan pengembang pada rangkaian pengujian dan jika diabaikan menyebabkan bug dalam kode yang dirilis.  Novelty: penelitian menggunakan pendekatan empiris dari proyek Python open-source paling populer di GitHub. Sejumlah 197 komitmen dengan kata kunci yang menunjukkan kelemahan uji diperiksa secara manual dan dikategorikan menurut akar penyebab kelemahan masing-masing. Research Method: metode analisis pengujian flakiness digunakan dengan urutan tahap filtering commit dan dua analisis. Finding/Result: hasil penelitian dibandingkan dengan studi proyek Java sebelumnya, dan ditemukan dua penyebab kelemahan yakni presisi dan pelatihan (jaringan Machine learning). Flakiness presisi disebabkan oleh pernyataan dengan ambang batas yang terlalu tinggi atau terlalu rendah. Kelemahan pelatihan disebabkan oleh pengaturan pelatihan yang salah dari jaringan Machine learning dalam pengujian. Sebagian besar tes dalam proyek Python ditemukan tidak stabil karena masalah dengan menunggu asinkron, presisi, dan jaringan.  Conclusion: Developer Python dimasa depan akan mendapat manfaat dari pengetahuan tentang jebakan umum yang dapat menyebabkan kelemahan dalam rangkaian pengujian mereka. Hasil dari penelitian ini dapat digunakan sebagai referensi bagi para peneliti di masa depan dengan area penlitian tes flakiness atau area serupa lainnya..

Milka Wijayanti Sunarto; Dendy Kurniawan; Edy Siswanto; Haris Ihsanil Huda

Teknik: Jurnal Ilmu Teknik dan Informatika 2023 LPPM Sekolah Tinggi Ilmu Ekonomi - Studi Ekonomi Modern

Tujuan Utama: Tujuan dari penelitian ini adalah untuk mengembangkan algoritma deteksi anomali yang lebih efektif dan akurat menggunakan Extended Isolation Forest (EIF) dan mengimplementasikannya ke dalam platform sumber terbuka Machine Learning (ML) H2O-3. Background problem: Algoritma Isolation Forest (IF) asli menghadirkan bentuk deteksi baru, meskipun algoritme mengalami bias yang berasal dari percabangan pohon. Perpanjangan algoritme menghilangkan bias dengan menyesuaikan percabangan, dan algoritme asli hanya menjadi kasus khusus. EIF diimplementasikan ke dalam platform sumber terbuka ML H2O-3. kebaharuan: Kebaruan dari penelitian ini adalah penggunaan algoritma EIF dalam deteksi anomali. Selain itu, penelitian ini juga mengimplementasikan EIF ke dalam platform sumber terbuka ML H2O-3 untuk dijalankan pada sistem komputasi terdistribusi dengan pustaka Map/Reduce. Research Method: Penelitian ini menggunakan metode deteksi anomali dengan fokus pada algoritma EIF.  temuan: Hasil pengujian menunjukkan bahwa Extended Isolation Model perlu disesuaikan. Tes kinerja deteksi anomali mengungkapkan sedikit ketidaksempurnaan dalam deteksi struktur data jika dibandingkan dengan satu-satunya implementasi algoritma Python yang tersedia. Hasil ujian untuk tahap evaluasi dinyatakan lulus dan waktu komputasi secara logaritmik lebih kecil dengan jumlah utas.  Kesimpulan: pada penelitian selanjutnya, algoritma dapat ditingkatkan lebih lanjut dengan menskalakan anomali deteksi untuk data dimensi tinggi. Ini dapat diimplementasikan dengan menambahkan parameter lain yang memungkinkan metode pemilihan fitur dalam perhitungan..