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All Journal International Journal of Electrical and Computer Engineering International Journal of Evaluation and Research in Education (IJERE) Jurnal Pendidikan Vokasi Jurnal Ekonomi dan Pendidikan Cakrawala Pendidikan Jurnal Kependidikan: Penelitian Inovasi Pembelajaran JPMS (Jurnal Pendidikan Matematika dan Sains) Jurnal Penelitian dan Evaluasi Pendidikan JOURNAL OF EDUCATION INFORMASI DIKSI INOTEKS : Jurnal Inovasi Ilmu Pengetahuan, Teknologi, dan Seni Pythagoras: Jurnal Matematika dan Pendidikan Matematika RADIASI: Jurnal Berkala Pendidikan Fisika Statistika Jurnal Pendidikan Matematika dan IPA Indonesian Journal of Applied Linguistics (IJAL) Jurnal Pendidikan Indonesia CAUCHY: Jurnal Matematika Murni dan Aplikasi Journal of Education and Learning (EduLearn) Journal on Mathematics Education (JME) Journal on Mathematics Education (JME) Tadris: Jurnal keguruan dan Ilmu Tarbiyah JURNAL EVALUASI PENDIDIKAN Jurnal Riset Pendidikan Matematika Jurnal Akuntabilitas Manajemen Pendidikan Jurnal Prima Edukasia AKSIOMA: Jurnal Program Studi Pendidikan Matematika Journal of Educational Science and Technology JINOP (Jurnal Inovasi Pembelajaran) Jurnal Inovasi Pendidikan IPA Jurnal Varidika JIPM (Jurnal Ilmiah Pendidikan Matematika) AlphaMath: Journal of Mathematics Education Jurnal Elemen Jurnal Pengukuran Psikologi dan Pendidikan Indonesia (JP3I) QUANTUM: Jurnal Inovasi Pendidikan Sains Bhineka Tunggal Ika: Kajian Teori dan Praktik Pendidikan PKN Al-Jabar : Jurnal Pendidikan Matematika NUMERICAL (Jurnal Matematika dan Pendidikan Matematika) JURNAL IQRA´ Al Ishlah Jurnal Pendidikan Jurnal Obsesi: Jurnal Pendidikan Anak Usia Dini REiD (Research and Evaluation in Education) Taman Cendekia : Jurnal Pendidikan Ke-SD-an Jurnal Penelitian Pendidikan IPA (JPPIPA) Jurnal Analisa JMPM: Jurnal Matematika dan Pendidikan Matematika JPF (Jurnal Pendidikan Fisika) Universitas Islam Negeri Alauddin Makassar PRISMA BAREKENG: Jurnal Ilmu Matematika dan Terapan Tunjuk Ajar: Jurnal Penelitian Ilmu Pendidikan JTAM (Jurnal Teori dan Aplikasi Matematika) ORBITA: Jurnal Pendidikan dan Ilmu Fisika MATEMATIKA DAN PEMBELAJARAN International Journal on Emerging Mathematics Education Diglosia: Jurnal Kajian Bahasa, Sastra, dan Pengajarannya JURNAL TARBIYAH Beta: Jurnal Tadris Matematika Buana Matematika : Jurnal Ilmiah Matematika dan Pendidikan Matematika Journal of Educational Research and Evaluation Jurnal Ilmiah Sekolah Dasar Jurnal Ilmiah Pendidikan Profesi Guru Jurnal Math Educator Nusantara: Wahana Publikasi Karya Tulis Ilmiah di Bidang Pendidikan Matematika Cakrawala : Jurnal Kajian Manajemen Pendidikan Islam dan Studi Sosial Islamic Guidance and Counseling Journal JURNAL MATHEMATIC PAEDAGOGIC Psychology, Evaluation, and Technology in Educational Research Al-Ta'lim Golden Age: Jurnal Ilmiah Tumbuh Kembang Anak Usia Dini Wiyata Dharma: Jurnal Penelitian dan Evaluasi Pendidikan International Journal for Educational and Vocational Studies Musamus Journal of Primary Education Perspektif Pendidikan dan Keguruan Jurnal Eduscience (JES) KARST : Jurnal Pendidikan Fisika dan Terapannya CERMIN: Jurnal Penelitian JLA (Jurnal Lingua Applicata) Physics Education Research Journal Indonesian Journal of Electrical Engineering and Computer Science Indonesian Journal of Islamic Education Studies (IJIES) PROGRES PENDIDIKAN Indonesian Journal of Educational Assesment Range : Jurnal Pendidikan Matematika Primatika : Jurnal Pendidikan Matematika Jurnal Sains dan Edukasi Sains Journal of Innovation in Educational and Cultural Research Didaktika: Jurnal Kependidikan Jurnal Kependidikan: Jurnal Hasil Penelitian dan Kajian Kepustakaan di Bidang Pendidikan, Pengajaran dan Pembelajaran Mosharafa: Jurnal Pendidikan Matematika International Journal of Robotics and Control Systems International journal of education and learning Jurnal Tarbiyah dan Ilmu Keguruan Borneo Measurement In Educational Research Prisma Sains: Jurnal Pengkajian Ilmu dan Pembelajaran Matematika dan IPA IKIP Mataram Journal of Mathematics Instruction, Social Research and Opinion Edukasia: Jurnal Pendidikan dan Pembelajaran Cendekia: Jurnal Kependidikan dan Kemasyarakatan Edumatica: Jurnal Pendidikan Matematika JURNAL PENELITIAN BIDANG PENDIDIKAN Jurnal Inovasi Pembelajaran Matematika: PowerMathEdu (PME) Jurnal Ilmiah Ilmu Terapan Universitas Jambi Studies in English Language and Education Madani: Multidisciplinary Scientific Journal Jurnal Tatsqif JNPM (Jurnal Nasional Pendidikan Matematika) Tematik: Jurnal Konten Pendidikan Matematika Jurnal Statistika dan Sains Data Jurnal Pedagogi Matematika Indonesian Educational Research Journal Attadrib: Jurnal Pendidikan Guru Madrasah Ibtidaiyah JUMPA : Jurnal Manajemen Pendidikan Indonesian Journal of Islamic Education Studies (IJIES) International Journal of Applied Mathematics and Computing. Advance Sustainable Science, Engineering and Technology (ASSET) Jurnal Pendidikan MIPA Jurnal Pendidikan Progresif Journal on Mathematics Education Taawun: Jurnal Pengabdian kepada Masyarakat Dinamika Pendidikan Indonesian Journal on Learning and Advanced Education (IJOLAE) Jurnal Didaktik Matematika COUNS-EDU: The International Journal of Counseling and Education Al Ibtida: Jurnal Pendidikan Guru MI Eduma : Mathematics Education Learning and Teaching JPP (Jurnal Pendidikan dan Pembelajaran)
Heri Retnawati
Universitas Negeri Yogyakarta
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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Predicting Physics Students’ Achievement Using In-Class Assessment Data: A Comparison of Two Machine Learning Models Santoso, Purwoko Haryadi; Santosa, Hayang Sugeng; Istiyono, Edi; Haryanto, Haryanto; Retnawati, Heri
Physics Education Research Journal Vol. 5 No. 2 (2023)
Publisher : Faculty of Science and Education, UIN Walisongo Semarang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.21580/perj.2023.5.2.14217

Abstract

Data is the primary source to scaffold physics teaching and learning for teachers and students, mainly reported through in-class assessment. Machine learning (ML) is an axis of artificial intelligence (AI) study that immensely attracts the development of physics education research (PER). ML is built to predict students’ learning that can support students’ success in an effective physics achievement. In this paper, two ML algorithms, logistic regression and random forest, were trained and compared to predict students’ achievement in high school physics (N = 197). Data on students’ achievement was harvested from in-class assessments administered by a physics teacher regarding knowledge (cognitive) and psychomotor during the 2020/2021 academic year. Three assessment points of knowledge and psychomotor were employed to predict students’ achievement on a dichotomous scale on the final term examination. Combining in-class assessment of knowledge and psychomotor, we could discover the plausible performance of students’ achievement prediction using the two algorithms. Knowledge assessment was a determinant in predicting high school physics students’ achievement. Findings reported by this paper recommended open room for the implementation of ML for educational practice and its potential contribution to supporting physics teaching and learning.
Is there any item or test bias in the Business English Test at Universitas Terbuka? Santoso, Agus; Retnawati, Heri; Pardede, Timbul; Rahayu, Dyah Paminta; Rosyada, Munaya Nikma; Tuanaya, Rugaya; Sotlikova, Rimajon; Atymtaevna, Begimbetova Guldana
Diksi Vol. 33 No. 2: DIKSI (SEPTEMBER 2025)
Publisher : Fakultas Bahasa, Seni, dan Budaya, Universitas Negeri Yogyakarta

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.21831/diksi.v33i2.84570

Abstract

In an exemplary test implementation, the items used should be fair and free from bias. This biased content threatens the validity that will affect the interpretation of the test results. This study aims to analyze the biased content of items and tests on the test device for the Commercial English Course, with the code ADBI4201, a course in the Business Administration Study Program at the Faculty of Law, Social, and Political Sciences, Open University (UT). It uses the quantitative approach. Data were collected through documentation in the form of grids and responses from final semester test participants in January 2024. Data analysis was carried out by (1) estimating item parameters using classical test theory and item response theory for tests, (2) estimating item parameters based on regional groups and based on gender, which are used to identify DIF content, (3) testing the significance of DIF with a maximum likelihood comparison. The study's findings showed 26 items contained DIF by gender and 25 items contained DIF by region. The results of the test bias detection showed that the test slightly favored the female group and the students from the Java region.
The Secret to Effective Learning: The Magic of Formative Assessment in Mathematics Class Lele, Marten Luter Ke; Marsigit, Marsigit; Retnawati, Heri
Mosharafa: Jurnal Pendidikan Matematika Vol. 13 No. 3 (2024): July
Publisher : Department of Mathematics Education Program IPI Garut

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31980/mosharafa.v13i3.2062

Abstract

Penelitian ini dilakukan untuk menentukan efektivitas penilaian formatif dalam pendidikan Matematika melalui metode tinjauan pustaka. Metode penelitian yang digunakan adalah studi literatur meliputi buku, tesis, disertasi, artikel, dan sumber lain yang relevan. Data dianalisis menggunakan teknik analisis integratif. Hasil penelitian menunjukkan bahwa penilaian formatif sangat penting karena memberikan pemahaman yang lebih mendalam tentang kekuatan dan kelemahan siswa dalam menguasai konsep-konsep matematika. Hal ini memungkinkan guru untuk melakukan penyesuaian strategi pengajaran secara real-time guna mendukung pemahaman siswa secara optimal. Dalam pendidikan Matematika, penilaian formatif diidentifikasi sebagai katalis yang sangat penting dalam menyediakan pengalaman belajar yang lebih mendalam dan bermakna bagi siswa. Penilaian formatif sangat efektif dalam pendidikan Matematika, membantu guru memahami sejauh mana siswa telah menguasai materi yang diajarkan, mengidentifikasi area yang memerlukan perbaikan, dan menyesuaikan pengajaran untuk memenuhi kebutuhan siswa. Selain itu, penilaian formatif lebih efektif dibandingkan penilaian sumatif dalam hal meningkatkan motivasi akademik, mengurangi kecemasan terhadap ujian, dan meningkatkan keterampilan regulasi diri.Mathematics education through the literature review method. The research method used is literature study including books, theses, dissertations, articles and other relevant sources. Data were analyzed using integrative analysis techniques. The research results show that formative assessment is very important because it provides a deeper understanding of students' strengths and weaknesses in mastering mathematical concepts. This allows teachers to adjust teaching strategies in real-time to optimally support student understanding. In Mathematics education, formative assessment is identified as a very important catalyst in providing deeper and more meaningful learning experiences for students. Formative assessment is very effective in Mathematics education, helping teachers understand the extent to which students have mastered the material being taught, identify areas that need improvement, and adapt instruction to meet students' needs. In addition, formative assessment is more effective than summative assessment in terms of increasing academic motivation, reducing test anxiety, and improving self-regulation skills.
Development of irtawsi: A User-Friendly R Package for IRT Analysis Susanto, Hari Purnomo; Agus Maman Abadi; Haryanto; Retnawati, Heri; Ali, Rade Muhammad; Djidu, Hasan
JP3I (Jurnal Pengukuran Psikologi dan Pendidikan Indonesia) Vol. 14 No. 1 (2025): JP3I
Publisher : FAKULTAS PSIKOLOGI UIN SYARIF HIDAYATULLAH JAKARTA

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.15408/jp3i.v14i1.32091

Abstract

The complexity of the IRT analysis makes it difficult to perform manually, therefore requiring easy-to-use software. While many software options exist for IRT analysis, the high cost of paid software can make it inaccessible for many students and lecturers in Indonesia. While the mirt package provides a complete, free option for IRT analysis, proficiency in the R programming language is required. This study aims to develop an R package for IRT analysis, equipped with a user-friendly interface based on the mirt package, designed to be easy to use for beginners in IRT analysis. The System Development Life Cycle (SDLC) model is used for development and includes five stages: Planning, Analysis, Design, Implementation, and System. The resulting package is named irtawsi and includes functionality comparable to paid software. This package can calibrate both test and non-test instruments using various IRT models, such as the Rasch, 2PL, 3PL, 4PL, GRM, PCM, and GPCM models. The irtawsi package functionality includes: (1) an easy-to-use user interface, (2) automatic interpretation of analysis results, (3) a guide for IRT analysis, (4) recommendations when assumptions are not met, (5) an HTML report format for analysis results,(6) support for two languages (Indonesian and English), (7) it is free, and (8) can be installed on Windows, macOS, and Linux operating systems. The results of this development contribute to the calibration process, making it easier for practitioners and researchers to calibrate the instruments being developed, especially for beginners who are learning IRT.
Optimal Scale Points for Reliable Measurements: Exploring the Impact of Scale Point Variation Ismail, Raoda; Retnawati, Heri; Sugiman, Sugiman; Setiawati, Farida Agus; Imawan, Okky Riswandha; Santoso, Purwoko Haryadi
JP3I (Jurnal Pengukuran Psikologi dan Pendidikan Indonesia) Vol. 13 No. 1 (2024): JP3I
Publisher : FAKULTAS PSIKOLOGI UIN SYARIF HIDAYATULLAH JAKARTA

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.15408/jp3i.v13i1.34173

Abstract

Ensuring reliable measurements is crucial for minimising errors in assessments. The assessmentcommunity commonly employs the evaluation of reliability coefficients to estimate the dependability oftest scores. Despite its significance, limited research has explored the relationship between the estimated reliability coefficient and the number of scale points utilised. This study aims to provide valuable insights to practitioners by investigating the optimal number of scale points required for the most accurate reliability coefficient estimation. Using simulated data, the research scrutinises scales with varying points, ranging from 2 to 11. The results reveal a substantial impact of the number of scale points on reliability estimation. The most accurate estimate of reliability is obtained for scales with 8 points. This study helps us understand the optimal number of scale points for reliable measurements and guides future assessment improvements.
Comparison of KMO Results, Eigen Value, Reliability, and Standard Error of Measurement: Original & Rescaling Through Summated Rating Scaling Astuti, Nuryani Dwi; Hajaroh, Mami; Prihatni, Yuli; Setiawan, Ari; Setiawati, Farida Agus; Retnawati, Heri
JP3I (Jurnal Pengukuran Psikologi dan Pendidikan Indonesia) Vol. 13 No. 2 (2024): JP3I
Publisher : FAKULTAS PSIKOLOGI UIN SYARIF HIDAYATULLAH JAKARTA

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.15408/jp3i.v13i2.36684

Abstract

This study aims to compare the results of KMO MSA analysis, Eigen Value, reliability, and Standard Error Measurement (SEm) between raw scores (original) and standardized scores (rescaling) through the summated rating scaling method on critical reasoning attitudes of vocational students in Yogyakarta City. This study used a quantitative descriptive approach involving 204 private vocational students as subjects. The instrument used to measure critical reasoning attitudes has gone through thorough validity and reliability testing before the research was carried out. The analysis process was carried out by calculating the KMO MSA, Eigen Value, reliability, and SEm values on both raw and standardized scores. The results of the two types of scores were then compared to identify any differences. Based on the results of the analysis, it was found that the raw score had a KMO MSA of 0.87, reliability of 0.823, and SEm of 0.337. After rescaling, the KMO MSA value decreased slightly to 0.86, the reliability also decreased slightly to 0.821, while the SEm increased to 0.406. Eigenvalue analysis showed that both the raw and standardized scores yielded seven factors with Eigenvalues greater than 1. The differences found between these two types of scores, namely 0.01 for KMO MSA, 0.002 for reliability, and -0.069 for SEm, indicate small but significant changes, especially in terms of the increase in SEm after rescaling, which impacts the level of measurement accuracy.
Comparing IRT Models: Summated Scaling Effects on Critical Thinking in Vocational Students Manggaberani, Andi Abdurrahman; Samsul Hadi; Nur Hidayanto Pancoro Setyo Putro; Fajri, Abrar Syahrul; Retnawati, Heri
JP3I (Jurnal Pengukuran Psikologi dan Pendidikan Indonesia) Vol. 14 No. 2 (2025): JP3I
Publisher : FAKULTAS PSIKOLOGI UIN SYARIF HIDAYATULLAH JAKARTA

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.15408/jp3i.v14i2.42886

Abstract

This study investigates the comparative efficacy of Summated Rating Scales (SRS) and traditionalordinal scales (raw Likert-type responses) in measuring critical thinking skills among vocationalstudents, employing Item Response Theory (IRT) to evaluate their psychometric properties.Addressing the limitations of ordinal scales notably inconsistent intervals between responsecategories the research adopts a descriptive quantitative methodology involving 269 students fromstate vocational high schools in Yogyakarta, Indonesia. Data were collected using a five-pointLikert scale instrument, validated for content (Aiken’s V = 0.94), and analyzed through two IRTframeworks: Polytomous IRT for unscaled ordinal data and Continuous Response Model (CRM)IRT for SRS-transformed interval data. Key findings reveal that SRS enhances measurementprecision by normalizing response distributions into proportional intervals (e.g., recalibrated scores:0.00, 0.73, 1.46, 2.07, 2.84), thereby resolving issues of unequal category spacing inherent toordinal scales. Polytomous IRT demonstrated robust item fit (e.g., Partial Credit Model fit for 5/6items) and strong difficulty parameter invariance (r = 0.84), yet exhibited instability in abilityestimates (r = 0.37) due to extreme response patterns. Conversely, CRM IRT applied to scaleddata produced stable ability estimates (r = 0.46) and eliminated infinite values in MaximumLikelihood Estimation, underscoring its superiority in handling continuous metrics. However, ordinalscales retained higher consistency in difficulty calibration across subgroups. The study concludesthat integrating SRS with CRM IRT offers a refined approach for critical thinking assessments,balancing precision and fairness, while ordinal scales remain pragmatic for contexts prioritizingsimplicity. These insights advocate for the adoption of advanced scaling techniques in vocationaleducation to improve the validity of competency evaluations, with recommendations for futureresearch to explore hybrid models and longitudinal applications.
Polytomous scoring correction and its effect on the model fit: A case of item response theory analysis utilizing R Santoso, Agus; Pardede, Timbul; Apino, Ezi; Djidu, Hasan; Rafi, Ibnu; Rosyada, Munaya Nikma; Retnawati, Heri; Kassymova, Gulzhaina K.
Psychology, Evaluation, and Technology in Educational Research Vol. 5 No. 1 (2022)
Publisher : Research and Social Study Institute

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33292/petier.v5i1.148

Abstract

In item response theory, the number of response categories used in polytomous scoring has an effect on the fit of the model used. When the initial scoring model yields unsatisfactory estimates, corrections to the initial scoring model need to be made. This exploratory descriptive study used response data from Take Home Exam (THE) participants in the Statistical Methods I course organized by the Open University, Indonesia, in 2022. The stages of data analysis include coding the rater’s score; analyzing frequency; analyze the fit of the model based on graded, partial, and generalized partial credit models; analyze the characteristic response function (CRF) curve; scoring correction (rescaling); and re-analyze the fit of the model. The fit of the model is based on the chi-square test and the root mean square error of approximation (RMSEA). All model fit analyzes were performed by using R. The results revealed that scoring corrections had an effect on model fit and that the partial credit model (PCM) produced the best item parameter estimates. All results and their implications for practice and future research are discussed.
Developing HOTS Instruments: Is It Difficult for Physics Teachers? Saepuzaman, Duden; Retnawati, Heri; Istiyono, Edi; Haryanto, Haryanto
Jurnal Pendidikan MIPA Vol 23, No 4 (2022): Jurnal Pendidikan MIPA
Publisher : FKIP Universitas Lampung

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

Abstract

This study aims to identify the difficulties of physics teachers in making High Order Thinking Skills (HOTS).This research is phenomenological qualitative research. Data was collected through interviews, tests followed by FGD. The participants of this study were 33 physics teachers. The data were analysed using Bogdan and Biklen with reduction stages, looking for relationships between themes and conclusions. The results showed that the teacher was very familiar with HOTS. Overall, the teacher has understood the importance of HOTS and the learning process for teaching HOTS to students. But the thing that became the teacher's obstacle was assessing HOTS through an instrument that measures HOTS. If traced to the teacher's difficulties very sequential, start planning, constructing problem questions, making stimulus, combining concepts/formulas in physics, to the validation stage.Keywords: developing instruments, physics teachers' difficulty, HOTS.DOI: http://dx.doi.org/10.23960/jpmipa/v23i4.pp1802-1826
Analysis of Items Parameters on Work and Energy Subtest Using Item Response Theory Saepuzaman, Duden; Haryanto, Haryanto; Istiyono, Edi; Retnawati, Heri; Yustiandi, Yustiandi
Jurnal Pendidikan MIPA Vol 22, No 1 (2021): Jurnal Pendidikan MIPA
Publisher : FKIP Universitas Lampung

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

Abstract

This study aims to describe the Physics test item parameters in Work and Energy and describe students’ abilities using the item response theory approach (IRT) dichotomous scoring. This research is quantitative descriptive. The research subjects were 1175 high school class XI students in West Java and Banten provinces consisting of 450 male students and 725 female students. The instrument used was Physics of Work and Energy as many as 25 items in multiple choices with dichotomous scoring. Student response data with dichotomous scoring were analyzed using the item response theory approach using the BILOG-MG program. The results showed that most of the items fit the 2PL model. Subsequent analysis of the items’ characteristics indicates that all items have different power and a level of difficulty in the good criteria. Keywords: item parameters, item response theory, physics test. DOI: https://dx.doi.org/10.23960/jpmipa/v22i1.pp1-9  
Co-Authors 'Aziz, Hafidh . Haryanto Abdul Rahim bin Abdul Rahman Abdullah, Abdul Halim Agus Kistian Agus Maman Abadi Agus Santoso Agus Santoso Agus Supramono Ahmad Adnan Mohd Shukri Ahmad Muhazir Ahmad Naufal Aljura Ahmad Syafii Aigul Dauletkulova Aji, Ndaru Wicaksono Akbar Iskandar Alfred Irambona Alfred Irambona, Alfred Ali Mahmudi Ali Muhson 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 Ari Setiawan Arifin Riadi Arini Rosa Sinensis Aristiawan Aristiawan, Aristiawan Ariyadi Chandra Nugraha Ariyadi Wijaya Ariyatun, Ariyatun Arlinwibowo, Janu Arma Wangsa Arriza, Lovieanta Astuti, Furintasari Astuti, Furintasari Setya Astuti, Nuryani Dwi Atut Reni Septiana Atymtaevna, Begimbetova Guldana Aulia Hermawati Ulfah Auliaul Fitrah Samsuddin Awwaliya, Sella ‘Izzata Ayuni, Rizki Tika Azizah, Nur Lailatul Azkiya Salsabila Azriah Azriah Azzahra, Mazidah Badrun Kartowagiran Badrun Kartowagiran Badrun Kartowagiran Bagdaulet Kenzhalyevich Kenzhaliyev Bambang Subali Basrowi, Ray Wagiu Batubara, Angella Ananta Beatriz Eugenia Orantes Pérez Begimbetova, Guldana A. Begimbetova, Guldana Atymtaevna Berlian, Miftah Okta Bruri Moch. Triyono Budi Yanto Cahya Mar’a Saliha Sumantri Cahyandaru, Pramudya Caly Setiawan Caturiyati Caturiyati Chairun Nisa Chudin, Soleh Citra Ayu Fatimah Cut Yuni Nurul Hajjina Damar Sakti, Muhammad Lintang Darwin, Muhammad Riza Dasih Lelani Nurina Dauletkulova, Aigul Deni Hadiana Deni Hadiana, Deni Depi Ardian Nugraha 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 Dita Surwanti Djamilah Bondan Widjajanti Djemari Mardapi Djermari Mardapi Djermari Mardapi Djidu, Hasan Dodiet Enggar Wibowo Duden Saepuzaman, Duden Dwi Astuti Dwi Astuti Dwi Susanti Dwita Elfri Mayani Dyahsih Alin Sholihah Dzul Rachman, Dzul E. Kus Eddy Sartono Edi Istiyono Edi Susanto Edi Susanto Edward Phabiano Eka Ramadanti Eko Wahyunanto Prihono 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 Firyal Nabila Harsana Fitra Elnurianda Fitri Nur Mahmudah Fitri Yeni, Fitri Fitria Lapele Fitria Lapele Fitriani Fitriani Fitta Ummaya Santi Furintasari Setya Astuti Gaffar Hafiz Sagala Galby Silvia Galeh Nur Indiatno Putra Pratama Gaspersz, Magy Guldana A. Begimbetova Guldana A. Begimbetova Gulzhaina K. Kassymova Gulzhaina K. Kassymova Gulzhaina Kuralbayevna Kassymova Guntur, Muhamad Ikhsan Sahal Gupitasari, Venie Habib Ratu Perwira Negara Hajra Yansa Handayawati, Ponco Happri Novriza Setya Dhewantoro Hapsan, Amran Hari Purnomo Susanto Harman Suhadi Harun Harun HARYANTO Haryanto Haryanto Hasan Djidu Hasan Khalawi Hassan, Aminuddin Heni Purwati Herjan Haryadi Herlansyah, Rhido Heru Handoko Hery Rosdianti Hidayah, Fitri Nur hidayah, murti ambarwati Hidayat, Opik HIDAYATI, ARINI ULFAH Hilman Hilman Himawan Putranta Himmatul Ulya Himmawati Puji Lestari Hutkemri Zulnaidi 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 Imroh Atul Musfiroh 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 James Leonard Mwakapemba Jamhari Jamhari Janna, Miftahul Janu Arlinwibowo Janu Arlinwibowo Jeni Dwi Prasetyo Joko Supriyanto Jumini Jumini Kamhar Ngado Kana Hidayati Kardanova, Elena Kartianom Kartianom 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 Lala Fira Dwi Apriliyanti 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 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 Maulana Fatahillah Adzima Mazda Leva Okta Safitri Mbazumutima, Vianney Mega Isvandiana Purnamasari Megawanti, Priarti Minhajjul Abidin Mobinta Kusuma Moh Slamet Sutrimo Mu'adzah, Zulfa Amirul Muh Farozin Muh Ikhwan Fauzan Muh. Asriadi AM Muhamad Farhan Muhammad Dwirifqi Kharisma Putra Muhammad Ikhsan Ghozali Muhammad Iqbal Muhammad Iqbal Muhammad Naim Mahmud Muhammad Rais Ridwan Muhammad Sulthon Muhardis Muhardis Mulyati Munaya Nikma Rosyada Munaya Nikma Rosyada Nasharuddin Nikmah, Ernida Ainun Niluh Sulistyani Nindy Fadlila Nisak Ruwah Ibnatur Husnul Noordin, Muhamad Kahir bin Novi Andri Nurcahyono Nur Hadi Waryanto Nur Hasanah Nur Hidayanto Pancoro Setyo Putro Nur Insani Nur Sehang Thamrin Nur Sholehah Dian Saputri Nur Sholihah Nur'aini Muhassanah Nurharyanto, Dwi Widyastuti Nurhuda Nurhuda Nurmala Sari Nuryana, Zalik Nuryani Dwi Astuti Nusantara, Bayuk Odhistya Maharani Putri Okky Riswandha Imawan Oni Pluntur Artiono Oni Pluntur Artiono Pardede, Timbul Permatasari, Alfelia Nugky Pika Merliza Pratiwi Pujiastuti Pratomo Widodo Prihono, Eko Wahyunanto Pujiastuti Pujiastuti Pujiati Pujiati Pujiati Suyata Pulungan, Delyanti Azzumarito Purwasih, Retno Purwo Haryono Purwoko Haryadi Santoso Putri Rahmadani, Putri Putri, Faradila Ilena Qurrota A'yun Raden Rosnawati Rahayu, Dyah Paminta Rahmiliasari Samnufida Ramadhani Ramadian Radite Rasmuin Rasmuin Rasmuin, Rasmuin Retno Arianingrum Retno Purwasih REZA SYEHMA BAHTIAR Rimajon Sotlikova Rino Richardo Risky Setiawan Rita Eka Izzaty, Rita Eka Rita Sriayu Rita Sriayu Rizki Nor Amelia Robert Edy Sudarwan Rogers Andrew Lumenyela Rolina Amriyanti Ferita Rosid Bahar Rosyada, Munaya Nikma Rully Charitas Indra Prahmana Sa'adatul Ulwiyah Sabaryati, Johri Sabitu, Kamoru Sakti, Muhammad Lintang Damar Salsabila, Azkiya Samsuddin, Auliaul Fitrah Samsul Hadi Samsul Hadi SAMSUL HADI Santosa, Hayang Sugeng Saputra, Isnu Bima Saputri, Nur Sholehah Dian Saragih, Novilda Angela Satiranandi Wibowo, Firdaus Amruzain Septiana, Atut Reni Septiani, Syilvia Septinda Rima Dewanti Shaw, Rajib Sholihah, Mar'atus Sigit Sanyata Siti Irene A. Dwiningrum Siti Irene Astuti D Siti Kamilah Siti Kamilah Siti Marfu'ah Siti Ruqoyyah 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 Suhariyono Suhariyono Suherman Suherman Sujarwo Sukirno Sukirno Sulistio Mukti Cahyono Sulistyaningsih, Eny Sultan Salem 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 Syukrul Hamdi 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 Ulin Nuskhi Muti'ah Ulwatunnisa, Marwah Ulwiyah, Sa'adatul Umar Fauzan Umi Farisiyah Ummi Aisyah Ummul Karimah Valeria Kartikaningtyas Valeria Kartikaningtyas Vepi Apiati Vianney Mbazumutima Vinni Sofyaningsih Vivi RR Rianto 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 Yanuar Hery Murtianto Yasir Alsamiri 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 Zulfa Safina Ibrahim Zulnaidi, Hutkemri Zurqoni Zurqoni Zurqoni Zurqoni Zurqoni ‎, Haryanto