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Heri Retnawati

Universitas Negeri Yogyakarta

Author-ID : 2413781

Religion Agriculture, Biological Sciences & Forestry Arts Humanities Biochemistry, Genetics & Molecular Biology Chemical Engineering, Chemistry & Bioengineering Chemistry Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Earth & Planetary Sciences Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Materials Science & Nanotechnology Mathematics Mechanical Engineering Medicine & Pharmacology Physics Public Health Social Sciences Transportation Other

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PENYETARAAN PERANGKAT TES IPA SMP BERDASARKAN TEORI TES KLASIK DAN TEORI RESPONS BUTIR Saputra, Isnu Bima; Retnawati, Heri
Jurnal Statistika dan Sains Data Vol 2, No 2 (2025): Jurnal Statistika dan Sains Data
Publisher : Universitas Negeri Yogyakarta

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.21831/jssd.v2i2.21895

Penelitian ini bertujuan untuk 1) Mendeskripsikan karakteristik butir perangkat tes IPA dengan berdasarkan parameter yang digunakan dalam penelitian ini; 2) Mengetahui hasil penyetaraan perangkat tes IPA dengan menggunakan teori tes klasik dan modern (teori respons butir); 3) Mengetahui perbedaan keakuratan hasil penyetaraan perangkat tes UNBK IPA SMP tahun 2016 dengan pendekatan teori tes klasik dan modern (teori respons butir).Data yang digunakan adalah jawaban dari peserta tes UNBK IPA SMP tahun 2016 dengan total peserta sebanyak 16.765 dan terdapat 5 paket soal. Karakteristik butir dan penyetaraan tes dilakukan dengan pendekatan teori tes klasik dan teori respons butir. Pada pendekaran teori respons butir, analis data akan menggunakan model 3PL. Penyetaraan tes dengan teori tes klasik menggunakan 2 metode yaitu linear dan equipercentile, sedangkan dengan teori respons butir menggunakan metode mean-mean, mean-sigma, haebara, dan stocking-lord.Pada pendekatan teori tes klasik dan teori respons butir, karakteristik butir UNBK IPA SMP se-DIY memiliki rata - rata tingkat kesukaran butir, daya beda, dan guessing berkategori baik. Penyetaraan tes menghasilkan skor konversi yang bervariasi terdapat skor konversi yang naik ataupun turun jika dibandingkan dengan skor awal. Sementara hasil penyetaraan tes metode haebara merupakan metode yang paling akurat dibandingkan metode lainnya.

IMPACT OF FEATURE SELECTION ON DECISION TREE AND RANDOM FOREST FOR CLASSIFYING STUDENT STUDY SUCCESS Satiranandi Wibowo, Firdaus Amruzain; Retnawati, Heri; Sakti, Muhammad Lintang Damar; Khoirunnisa, Asma; Batubara, Angella Ananta; Berlian, Miftah Okta; Ibrahim, Zulfa Safina; Jailani, Jailani; Sumaryanto, Sumaryanto; Prasojo, Lantip Diat
BAREKENG: Jurnal Ilmu Matematika dan Terapan Vol 19 No 3 (2025): BAREKENG: Journal of Mathematics and Its Application
Publisher : PATTIMURA UNIVERSITY

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30598/barekengvol19iss3pp2083-2096

The advancement of technology has a profound impact on the field of education. Education plays a crucial role in enhancing quality of life, particularly in higher education, where one of the key parameters is student success. This study investigates the influence of feature selection on the performance of machine learning models, particularly Decision Tree and Random Forest, in classifying student academic success. Utilizing a dataset of 19,061 students, the research aims to identify significant variables impacting classification outcomes. Feature selection was conducted using LASSO regression, resulting in a refined dataset of critical predictors. To address data imbalance, Synthetic Minority Over-sampling Technique (SMOTE) was applied, improving the representation of underrepresented classes. Both Decision Tree and Random Forest models were trained on balanced datasets, with performance evaluated using accuracy, precision, recall, and F1-score metrics. The Random Forest model demonstrated superior accuracy (96.41%) compared to the Decision Tree (67.15%), as well as higher AUC values. Model interpretability was enhanced using SHAP (SHapley Additive exPlanations). This study underscores the utility of advanced machine learning techniques in educational analytics, paving the way for data-driven decision-making to support student achievement.

Dampak Program Pendidikan Profesi Guru Matematika: Studi Bibliometrik pada Database Scopus 2013-2023 Hapsan, Amran; Mulyatiningsih, Endang; Retnawati, Heri; Suyanto, Slamet; Jailani, Jailani
Jurnal Analisa Vol. 10 No. 2 (2024): Volume 10 Nomor 2 Tahun 2024
Publisher : Department of Mathematics Education, UIN Sunan Gunung Djati Bandung, West Java, Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.15575/ja.v10i2.33755

Program pendidikan profesi guru, khususnya dalam konteks pendidikan matematika, masih menjadi sorotan yang menarik dalam dunia pendidikan. Penelitian ini dilakukan untuk menjelajahi lebih mendalam aspek tersebut dengan fokus pada pemetaan tren penelitian, kolaborasi ilmiah, dan tema-tema utama dalam publikasi terkait pengembangan profesi guru matematika. Tujuan penelitian ini adalah untuk mendapatkan wawasan mengenai data publikasi ilmiah terkait Program Pengembangan Profesi Guru dalam Pembelajaran Matematika, termasuk trennya dalam kurun waktu sepuluh tahun terakhir, disertai dengan visualisasi network, overlay, dan density, serta interpretasi dari ketiga visualisasi tersebut. Analisis bibliometrik menggunakan perangkat lunak VOS Viewer dilakukan terhadap penelitian yang telah dipublikasikan di jurnal yang terindeks Scopus di berbagai belahan dunia. Penelitian ini merupakan jenis literatur review dengan fokus pemetaan. Sebanyak 1.080 artikel dikumpulkan dari basis data Scopus dalam rentang waktu 2013-2023 dengan topik yang berkaitan dengan program pendidikan profesi guru matematika. Hasilnya menunjukkan bahwa tema yang paling sering diangkat dalam pemetaan penelitian adalah pengembangan profesi dan keterkaitannya dengan perkembangan profesi guru, pendidikan guru, dan pengembangan pendidikan guru berkelanjutan. Sebaliknya, aspek pengembangan pendidikan, pengetahuan konten pedagogik, dan pengembangan pendidikan berkelanjutan masih jarang dibahas, dan penelitian di masa depan disarankan untuk lebih memfokuskan pada tema-tema tersebut

Mathematical reasoning and communication word problems with mathematical problem-solving orientation: A relation between the skills Aljura, Ahmad Naufal; Retnawati, Heri; Dewanti, Septinda Rima; Kassymova, Gulzhaina Kuralbayevna; Sotlikova, Rimajon; Septiana, Atut Reni
Journal on Mathematics Education Vol. 16 No. 2 (2025): Journal on Mathematics Education
Publisher : Universitas Sriwijaya in collaboration with Indonesian Mathematical Society (IndoMS)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.22342/jme.v16i2.pp529-558

Developing students’ mathematical reasoning skills (MRS) and mathematical communication skills (MCS) is crucial, as both are foundational to effective mathematical problem-solving (MPS). Despite their theoretical interconnectedness, limited empirical evidence exists on how MRS and MCS relate to MPS, particularly in problem-based contexts. This study investigates the relationship between MRS and MCS within an MPS-oriented framework using a quantitative, descriptive correlational design. A modified mathematical word problem (MWP) essay test was administered to 117 students across two pilot classes. The test items were designed to elicit reasoning and communication processes associated with MPS. Psychometric analyses—including evidence of content validity (Aiken’s V), consequential validity, reliability indices (α and ω), and item-level metrics (discrimination and difficulty)—confirmed the instrument’s robustness. Factor analysis supported a unidimensional structure aligned with MPS. Correlational analyses revealed significant positive associations between MRS and MCS, meeting bivariate normality assumptions. Pearson’s r was 0.529 (95% CI: 0.261–0.722), Spearman’s ρ was 0.493 (95% CI: 0.215–0.697), and Kendall’s τ was 0.400 (95% CI: 0.101–0.632), indicating a strong relationship. These findings underscore the interdependence of reasoning and communication skills in the context of MPS. The study also offers a detailed analysis of student obstacles in solving MWPs, offering a nuanced understanding of cognitive and linguistic dimensions in MPS. Implications are discussed for researchers, policymakers, and educators, particularly in designing instructional interventions that strengthen MRS and MCS in support of MPS.

IMPLEMENTASI KURIKULUM MERDEKA OLEH GURU MATEMATIKA SMP DI KULON PROGO (STUDI FENOMENOLOGI) Deron Manuella, Regina Griselnada; Retnawati, Heri
Jurnal Pedagogi Matematika Vol 11, No 1 (2025): Jurnal Pedagogi Matematika
Publisher : Universitas Negeri Yogyakarta

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.21831/jpm.v11i1.22201

AbstrakPenelitian ini bertujuan untuk: (1) Mendeskripsikan implementasi Kurikulum Merdeka oleh guru matematika SMP; (2) Menganalisis problematika atau kendala yang dihadapi oleh guru matematika dalam implementasi Kurikulum Merdeka; (3) Menganalisis solusi untuk mengatasi problematika atau kendala dalam implementasi Kurikulum Merdeka. Jenis penelitian ini deskriptif kualitatif dengan pendekatan studi fenomenologi, melibatkan 7 SMP di Kabupaten Kulon Progo yang telah menerapkan Kurikulum Merdeka dengan program sekolah penggerak dan sekolah mandiri berubah. Data dikumpulkan menggunakan teknik observasi, wawancara, dan dokumentasi. Berdasarkan penelitian tersebut didapatkan bahwa Implementasi Kurikulum Merdeka oleh guru matematika SMP di Kabupaten Kulon progo telah terlaksana. Faktor penghambat atau kendala yang guru rasakan bersifat eksternal maupun internal. Solusi yang dilakukan guru adalah meningkatkan motivasi peserta didik, saling mendukung antar guru dan meningkatkan kualitas pembelajaran, serta peningkatan sarana dan prasarana dari sekolah dan pemerintah.Kata kunci: Implementasi, Kabupaten Kulon Progo, Kurikulum Merdeka, Pembelajaran Matematika.

Eclectic approach: A search for more effective assessment ways to meet EFL assessment principles Thamrin, Nur Sehang; Madya, Suwarsih; Putro, Nur Hidayanto Pancoro Setyo; Mustakim, Siti Salina; Hassan, Aminuddin; Retnawati, Heri
Studies in English Language and Education Vol 10, No 2 (2023)
Publisher : Universitas Syiah Kuala

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24815/siele.v10i2.26682

The current EFL curriculum for high schools in Indonesia demands integrating cognitive, affective, and psychomotor domains in assessment. Therefore, teachers must consider these domains in designing assessment instruments and use them, including in a full-online class. In this type of class, they must choose effective methods with principled eclecticism that meet the assessment principles. This study examines the teachers assessment process, from constructing the assessment devices to implementing the test in virtual classrooms. The qualitative research approach was used to explore the online-based assessments involving 16 English teachers recruited through convenience sampling techniques. Accordingly, the data were collected using virtual semi-structured interviews through a WhatsApp call. The data were analysed descriptively through a thematic analysis integrated with an interactive technique to locate and identify common patterns of meaning in a data set. The findings show that teachers used several methods to design their tests in the planning stage, considering several aspects based on the eclectic approach principles for effective assessment practices. However, teachers need more assessment literacy regarding their knowledge of test quality. This research employed qualitative data from a small number of teachers, so future studies that include more teachers from different locations and consider different viewpoints, including those of students, families, and policymakers, on how to evaluate student achievement virtually are recommended.

Pedagogical Content Knowledge (PCK) Mathematics Pre-service Teachers in Developing Content Representations (CoRes) Suripah, Suripah; Suyata, Suyata; Retnawati, Heri
International Journal on Emerging Mathematics Education IJEME, Vol. 5 No. 1, March 2021
Publisher : Universitas Ahmad Dahlan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.12928/ijeme.v5i1.19954

This study aimed to determine the pedagogical content knowledge (PCK) of pre-service teachers in developing CoRes as a support for designing mathematics learning. Data were collected by reviewing documents of CoRes development results by 32 pre-service teachers after analyzing school mathematics learning documents in the form of syllabi and lesson plans prepared by experienced teachers. The analysis of the results of the pre-service CoRes document made by the pre-service teachers is done using descriptive statistics that are by calculating the mean. The results of the data analysis show that 18.8% of the pre-service teachers achieved very good qualification, 56.3% with good qualification, 15.6% with sufficient qualification, and 9.4% with poor qualification. Although there were still pre-service teachers belonged to the poor qualification, there were no pre-service teachers who failed in developing CoRes. Some individual students still seem to have difficulty developing CoRes. However, the CoRes document that has been prepared is very useful for carrying out further activities. Thus, it can be concluded that the development of CoRes can be used by pre-service teachers as a support to design learning.

Bibliometric Research Trends of Local Wisdom in Science Education: Mapping Publications, Collaborations, and Implications Sutrimo, Moh Slamet; Retnawati, Heri; Ulwiyah, Sa'adatul; Fauzan, Muh Ikhwan; Salsabila, Azkiya; Iqbal, Muhammad
Prisma Sains : Jurnal Pengkajian Ilmu dan Pembelajaran Matematika dan IPA IKIP Mataram Vol 13, No 3: July 2025
Publisher : Universitas Pendidikan Mandalika

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33394/j-ps.v13i3.15401

This study aims to map research trends related to local wisdom in educational science through a bibliometric approach. By analyzing 64 articles obtained from the Scopus database from 2009 to 2024, this study explores publication patterns, cross-country collaborations, dominant keywords, relevant topics, and their implications. The analysis was carried out with the help of the R program application. The results show that publications related to local wisdom have experienced a significant increasing trend from previous years. Indonesia is the main contributor with institutional affiliations such as Padang State University and Surabaya State University. Local wisdom keywords dominate with a strong relationship to science learning and character education. This study is able to provide an overview of the importance of research related to local wisdom related to educational science and provide important insights regarding the integration of local wisdom in science to support the sustainability of local culture while meeting the challenges of global education. Keyword co-analysis reveals that “local wisdom” frequently co-occurs with themes such as science education, character education, and ethnoscience, reflecting efforts to contextualize science learning within cultural frameworks. While the integration of local wisdom presents potential for curriculum development and culturally responsive pedagogy, these implications should be interpreted within the scope of the descriptive bibliometric findings. Further research is recommended to explore practical models and cross-national collaboration strategies. Futre recommendation is for developing a model for integrating local wisdom into STEM and character-based education.

Diagnosing students’ learning difficulties in the eyes of Indonesian mathematics teachers Wijaya, Ariyadi; Retnawati, Heri; Setyaningrum, Wahyu; Aoyama, Kazuhiro; Sugiman
Journal on Mathematics Education Vol. 10 No. 3 (2019): Journal on Mathematics Education
Publisher : Universitas Sriwijaya in collaboration with Indonesian Mathematical Society (IndoMS)

Show Abstract | Download Original | Original Source | Check in Google Scholar

Teachers’ diagnostic practice on students-difficulties is one of the important steps in designing and managing classroom lessons. The purpose of this study was to explore teachers’ perception and practices regarding diagnosing students’ learning difficulties. The participants of the study were 28 Indonesian mathematics teachers of Junior High School. The data was collected through a Focus Group Discussion and a teacher questionnaire. The data were analyzed qualitatively to describe how the teachers perceive learning difficulties and how the teachers diagnosed students’ learning difficulties. The results of the analysis reveal that the teachers do not yet perform an in-depth diagnosis of students’ difficulties in learning mathematics. The teachers only focus on the mathematics topics and non-mathematical issues, instead of on students’ thinking process. The teachers also do not differentiate the diagnosis, evaluation, and prediction test. With regard to the strategies used by the teachers to diagnose students’ difficulties, analyzing students’ responses to tests was the majority. In this respect, observing students’ learning process during classroom activities is rarely done by the teachers in the purpose of diagnosing students’ learning difficulties. The results of the diagnosis are mainly used as the basis for remedial and drill and practices. The results imply that more support is needed for teachers to improve their competences particularly in diagnosing students’ thinking process difficulties when learning mathematics.

Multivariate analysis on gross participation rate in primary school or equal by indicators of gender, residence and expenditure in indonesia year 2018, 2019 and 2020 Bahtiar, Reza Syehma; Retnawati, Heri
International Journal for Educational and Vocational Studies Vol. 3 No. 4 (2021)
Publisher : Universitas Malikussaleh

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29103/ijevs.v3i4.4370

Primary school education is an important factor for the success of the next level education. Several changes have been made to the education system in Indonesia to expand access of education in rural areas, improve the quality of education, building initiatives since 2001. In this study, the method used was Multivariate to explore the relationship between several independent variables, i.e. gender, residence and expenditure groups. Prerequisite tests performed showed that the data were normally distributed. The results of this study indicate that in the Hierarchical Cluster analysis, four clusters were found in number of gross participation rate (APK) of primary schools or equal in Indonesia year 2018, 2019 and 2020. The hypothesis test showed that gender, residence and expenditure group has no significant effect on APK of primary schools or equal students. This indicates that in year 2018, 2019 and 2020, primary schools or equal students have received education evenly in ratio of gender, residence and expenditure group.

Co-Authors 'Aziz, Hafidh . Haryanto Abdullah, Abdul Halim Adzima, Maulana Fatahillah Agus Kistian Agus Maman Abadi Agus Santoso Agus Santoso Agus Supramono Ahmad Adnan Mohd Shukri Ahmad Muhazir Ahmad Syafii Aigul Dauletkulova Aji, Ndaru Wicaksono Akbar Iskandar Alfred Irambona, Alfred Ali Mahmudi Ali Mustadi Ali, Rade Muhammad Ali, Raden Muhammad Alifa Sekar Ananda Alifiyarti, Tissa Aljura, Ahmad Naufal Amalia Annisa Amat Jaedun Aminuddin Hassan Aminuddin Hassan Amminudin bin Hassan Amrih Setyo Raharjo Anang Fathoni Andhita Dessy Wulansari Anik Twiningsih Anwar Senen Anzar, Zuari Aoyama, Kazuhiro Apino, Ezi Argianti, Atin Ari Purnawan Ari Setiawan Arifin Riadi Arini Rosa Sinensis Aristiawan, Aristiawan Ariyadi Chandra Nugraha Ariyadi Wijaya Ariyadi Wijaya Ariyatun, Ariyatun Arlinwibowo, Janu Arma Wangsa Arriza, Lovieanta Astuti, Furintasari Astuti, Furintasari Setya Astuti, Nuryani Dwi Atymtaevna, Begimbetova Guldana Aulia Hermawati Ulfah Auliaul Fitrah Samsuddin Awwaliya, Sella ‘Izzata Ayuni, Rizki Tika Azizah, Nur Lailatul Azriah Azriah Azzahra, Mazidah Badrun Kartowagiran Badrun Kartowagiran Badrun Kartowagiran Bagdaulet Kenzhalyevich Kenzhaliyev Bambang Subali Basrowi, Ray Wagiu Batubara, Angella Ananta Beatriz Eugenia Orantes Perez, Beatriz Eugenia Orantes Begimbetova, Guldana A. Begimbetova, Guldana Atymtaevna Berlian, Miftah Okta Bruri Moch. Triyono Budi Yanto Cahya Mar’a Saliha Sumantri Cahyandaru, Pramudya Cahyono, Sulistio Mukti Caly Setiawan Caturiyati Caturiyati Chairun Nisa Chudin, Soleh Cut Yuni Nurul Hajjina Damar Sakti, Muhammad Lintang Darwin, Muhammad Riza Dasih Lelani Nurina Dauletkulova, Aigul Deni Hadiana Deni Hadiana, Deni Deron Manuella, Regina Griselnada Dewanto Muhammad Zulqadri Dewi Natalia Marpaung Dewi Saputri Dewi, Fatimah Candrawati Dhoriva Urwatul Wutsqo Diah Susanti Dian Andesta Bujuri Dian Normalitasari Purnama Dian Satria Charismana Diki, Diki Djamilah Bondan Widjajanti Djemari Mardapi Djermari Mardapi Djermari Mardapi Djidu, Hasan Dodiet Enggar Wibowo Duden Saepuzaman, Duden Dwi Astuti Dwi Susanti Dwiningrum, Siti Irene A. Dyahsih Alin Sholihah Dzul Rachman, Dzul E. Kus Eddy Sartono Edi Istiyono Edi Susanto Edi Susanto Eka Ramadanti Eko Wahyunanto Prihono Elita Rachmayanti Elly Arliani Endang Listyani Endang Mulyatiningsih Enny Zubaidah Eny Sulistyaningsih Eri Yusron Eri Yusron Eri Yusron Ernida Ainun Nikmah Ervian Arif Muhafid, Ervian Arif Erwin Syahril Mubarok Evendi, Erpin Ezi Apino Fajri, Abrar Syahrul Farida Agus Setiawati Farit Mochamad Afendi Fatimah, Citra Ayu Fatmawati, Fasiha Fauzan, Muh Ikhwan Fauzani, Ratna Ainun Fitri Nur Mahmudah Fitria Lapele Fitta Ummaya Santi Gaffar Hafiz Sagala Gaspersz, Magy Guldana A. Begimbetova Gulzhaina K. Kassymova Gulzhaina K. Kassymova Gulzhaina Kuralbayevna Kassymova Guntur, Muhamad Ikhsan Sahal Gupitasari, Venie Hajra Yansa Handayawati, Ponco Happri Novriza Setya Dhewantoro Hapsan, Amran Hari Purnomo Susanto Harman Suhadi Harsana, Firyal Nabila Harun Harun HARYANTO Haryanto Haryanto Hasan Djidu Hasan Khalawi Hassan, Aminuddin Heni Purwati Herjan Haryadi Herlansyah, Rhido Heru Handoko Hery Murtianto, Yanuar Hery Rosdianti Hidayah, Fitri Nur hidayah, murti ambarwati Hidayat, Opik HIDAYATI, ARINI ULFAH Hilman Hilman Himawan Putranta Himmatul Ulya Himmawati Puji Lestari I Gusti Bagus Wiksuana I Nyoman Indhi Wiradika Ibda, Hamidulloh Ibnu Rafi Ibnu Rafi Ibrahim, Zulfa Safina Ikhsanudin, Ikhsanudin Imam Machali Imam Rofiki Imam Subarkah Iman, Asrul Nur Indra Kusuma Wijayanti Indra Kusuma Wijayanti Indra Kusuma Wijayanti Indriani, Tari Insih Wilujeng irfan budiono Irfan Hilmi Irvan Budhi Handaka, Irvan Budhi Ismail, Raoda Ismiyati, Ismiyati Isnaeni Isnaeni Jailani Jailani Jailani Jailani Jamhari Jamhari Janna, Miftahul Janu Arlinwibowo Janu Arlinwibowo Jeni Dwi Prasetyo Jumini Jumini Kamhar Ngado Kana Hidayati Kardanova, Elena Kartianom Kartianom Kartianom, Kartianom Kartiko Rachman Y Prasetya Kassymova, Gulzhaina K Kassymova, Gulzhaina K. Kassymova, Gulzhaina Kuralbayevna Kazuhiro Aoyama Kharismawati, Limala Ratni Sri Khasanah Nur Hidayah Khoirotunnisa, Ulfah Khoirunnisa, Asma Khoirunnisa, Asma’ Kistantia Elok Mumpuni Kistoro, Hanif Cahyo Adi Kusnaeni Kusnaeni Kusuma, Anggun Badu Lantip Diat Prasojo Lapele, Fitria Latif Irfan Lau Yoke Yin Lele, Marten Luter Ke Lian G Otaya Linda Feni Haryati Linda Indiyarti Putri Lisner Tiurma Listyaningrum, Prabandari Lukas, Imelda Lukman Lukman Lumenyela, Rogers Andrew M. Rafi Mami Hajaroh Manggaberani, Andi Abdurrahman Maria Evarista Oktaviane Barut Barut Maria Ulfah Marpaung, Dewi Natalia Marsigit Marsigit Marsigit Marsigit Martiana, Aris Marzuki Marzuki Mathilda Susanti Mathilda Susanti Mazda Leva Okta Safitri Mbazumutima, Vianney Mega Isvandiana Purnamasari Megawanti, Priarti Minhajjul Abidin Mobinta Kusuma Mu'adzah, Zulfa Amirul Muh Farozin Muh. Asriadi AM Muhamad Farhan Muhammad Dwirifqi Kharisma Putra Muhammad Ikhsan Ghozali Muhammad Iqbal Muhammad Naim Mahmud Muhammad Rais Ridwan Muhammad Sulthon Muhardis Muhardis Mulyati Munaya Nikma Rosyada Mwakapemba, James Leonard Nasharuddin Nikmah, Ernida Ainun Niluh Sulistyani Nindy Fadlila Nisak Ruwah Ibnatur Husnul Noordin, Muhamad Kahir bin Nur Hadi Waryanto Nur Hasanah Nur Hidayanto Pancoro Setyo Putro Nur Insani Nur Sehang Thamrin Nur Sholehah Dian Saputri Nur Sholihah Nurharyanto, Dwi Widyastuti Nurmala Sari Nuryana, Zalik Nusantara, Bayuk Okky Riswandha Imawan Oni Pluntur Artiono Oni Pluntur Artiono Pardede, Timbul Permatasari, Alfelia Nugky Phabiano, Edward Pika Merliza Pratama, Galeh Nur Indiatno Putra Pratiwi Pujiastuti Pratomo Widodo Prihono, Eko Wahyunanto Pujiastuti Pujiastuti Pujiati Pujiati Pujiati Suyata Pulungan, Delyanti Azzumarito Purwo Haryono Purwoko Haryadi Santoso Putri Rahmadani, Putri Putri, Faradila Ilena Qurrota A'yun Raden Rosnawati Rahayu, Dyah Paminta Rahmat Danni Rahmiliasari Samnufida Rasmuin Rasmuin Rasmuin, Rasmuin Retno Arianingrum Retno Purwasih REZA SYEHMA BAHTIAR Rezkilaturahmi, Rezkilaturahmi Rino Richardo Rita Eka Izzaty, Rita Eka Rizki Nor Amelia Robert Edy Sudarwan Rolina Amriyanti Ferita Rosid Bahar Rosyada, Munaya Nikma RR Rianto, Vivi Sabaryati, Johri Sabitu, Kamoru Sakti, Muhammad Lintang Damar Salem, Sultan Salsabila, Azkiya Samsuddin, Auliaul Fitrah Samsul Hadi SAMSUL HADI Samsul Hadi Santosa, Hayang Sugeng Saputra, Isnu Bima Saragih, Novilda Angela Satiranandi Wibowo, Firdaus Amruzain Septiana, Atut Reni Septiani, Syilvia Septinda Rima Dewanti Shaw, Rajib Sholihah, Mar'atus Sigit Sanyata Siti Irene Astuti Dwiningrum Siti Salina Mustakim Siti Salina Mustakim Siti Salina Mustakim Sitti Mutia Umasugi Siwi Khomsiatun Slamet Suyanto Sotlikova, Rimajon Sri Andayani Sudarna, Nanong Sudji Munadi Sugiman Sugiman Sugiman Sugiman Sugiman Sugiman Sugiman Suhariyono Suhariyono Sujarwo Sujarwo SUKIRNO Sukirno Sukirno Sulistyaningsih, Eny Sumardi, Hari Sumaryanto Sumaryanto, Sumaryanto Sumin Sumin Sumin, Sumin Supahar, Supahar Suranto Suranto Suripah Suripah Susanta, Agus Susongko , Purwo Sutrimo, Moh Slamet Sutrisno , Deny Suwarsih Madya Suyanto Suyanto Suyata Suyata Suyata Suyata Syahri Ramadhan Syarief Fajaruddin Syarif, Sri Reskiani Syawahid, M Tafakur Tafakur Taufik Muhtarom Tommy Tanu Wijaya Tri Effiyanti Trie Hartiti Retnowati Trisnani, Novy Trisylia Ida Pramesti Triyono Triyono Triyono, M.Bruri Tsania Ismi Fauzia Tuanaya, Rugaya Tusyanah Tusyanah Twiningsih, Anik Ulfah, Aulia Hermawati Ulin Nuskhi Muti'ah Ulwatunnisa, Marwah Ulwiyah, Sa'adatul Umi Farisiyah Ummi Aisyah Ummul Karimah Valeria Kartikaningtyas Valeria Kartikaningtyas Vinni Sofyaningsih Wahyu Hartono Wahyu Setyaningrum Wahyudi Wahyudi Wahyudi, Andi Wajidi Sayadi Wanda Tri Utami Wardhani, Novi Sheila Wibowo, Dodiet Enggar Widayanti Widayanti Widyastuti Purbani Wilda Yumna Safitri Wiradika, I Nyoman Indhi Wisnu Budi Waluyo Wiwin Fajriah Hanna Wua Laja, Yosepha Patricia Wulandari . Wuri Wuryandani Yasir Alsamiri Yeni Fitri Yenni Muflihan Yosa Abduh Alzuhdy Yuenyong, Chokchai Yuli Prihatni Yuli Prihatni Yuliana Yusron, Eri Yustiandi - Yustiandi Yustiandi Yustiandi Yustiandi Yustiandi Yustiandi, Yustiandi Zaenal Arifin Zela Septikasari, Zela Zuari Anzar Zuhdan Kun Prasetyo Zulnaidi, Hutkemri ‎, Haryanto

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