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Komparasi Model IndoBERT dan IndoGPT untuk Analisis Sentimen pada Produk E-commerce Moch. Habibi, Fajar; Gelar Guntara, Rangga; Nuryadin, Asep
Jurnal Algoritma Vol 22 No 2 (2025): Jurnal Algoritma
Publisher : Institut Teknologi Garut

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33364/algoritma/v.22-2.3070

Abstract

The growth of the e-commerce industry in Indonesia has generated a huge volume of user comments, which contain important opinions for business people and NLP researchers. Automatic processing of comments through deep learning models poses a challenge, especially in the context of sentiment classification. This study aims to compare the performance of two transformer-based models, namely IndoBERT and IndoGPT, in sentiment analysis tasks on Indonesian-language e-commerce beauty product comments. The method used is quantitative comparative with testing two hyperparameter scenarios (variations in batch size, learning rate, and epoch), and using evaluation metrics in the form of precision, recall, f1-score, and accuracy. The main contribution of this research is to present a head-to-head evaluation of IndoBERT and IndoGPT on an informal Indonesian-language e-commerce dataset, a context that has not been directly tested in previous literature. The results of the experiment show that IndoBERT consistently provides superior results compared to IndoGPT on all sentiment labels. The highest accuracy was achieved by IndoBERT at 83 percent, surpassing IndoGPT, which only reached 80 percent. These findings indicate that IndoBERT is more effective in handling class imbalance and language complexity in product reviews, making it more suitable for application in automated opinion analysis systems on e-commerce platforms.
KOL Credibility Influence on Generation Z TikTok Skincare Purchase Decision-Making Process: Mediated by Brand Image and Digital Consumer Behavior Izqulby, Mochammad Revo; Syti Sarah Maesaroh; Asep Nuryadin
Al-Kharaj: Journal of Islamic Economic and Business Vol. 7 No. 4 (2025): All articles in this issue include authors from 3 countries of origin (Indonesi
Publisher : LP2M IAIN Palopo

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24256/kharaj.v7i4.8239

Abstract

This study aimed to analyze the influence of Key Opinion Leader (KOL) Credibility on TikTok on the Purchase Decisions-Making Process of skincare products among Indonesian Generation Z, examining the mediating roles of Brand Image and Digital Consumer Behavior. Employing a quantitative, causal-correlational survey design, data were collected from 265 Indonesian Generation Z respondents (ages 15-25, 79.2% female, 90.2% daily TikTok users) interested in skincare, with KOL Credibility measured by expertise, trustworthiness, and attractiveness; Brand Image by brand associations; Digital Consumer Behavior by information search, engagement, and purchase intention; and Purchase Decision-Making Process by frequency and probability of purchase, analyzed using SPSS and PROCESS Macro Hayes. Results indicated that KOL Credibility significantly influenced Purchase Decision Making-Process directly (Direct Effect = .116, p=.005), and also significantly impacted Brand Image (.625) and Digital Consumer Behavior (.460), both of which positively and significantly influenced Purchase Decision- Making Process (.231 and .620 respectively). Bootstrapping confirmed the mediating roles of Brand Image (.144, CI: .064-.214) and Digital Consumer Behavior (.285, CI: .190-.374), with Digital Consumer Behavior showing a significantly larger mediating contribution. Implications suggest that skincare brands should focus on credible KOLs and content strategies that foster active digital engagement, contributing to digital marketing theory by highlighting the dominance of the Digital Consumer Behavior mediation pathway among young audiences
Evaluating Marketing Strategy GrabFood Through Agile Marketing Capability Framework: A Case Study of XYZ Coffee Rahmawati, Wulan Yuniar; Adam Hermawan; Asep Nuryadin
Al-Kharaj: Journal of Islamic Economic and Business Vol. 7 No. 4 (2025): All articles in this issue include authors from 3 countries of origin (Indonesi
Publisher : LP2M IAIN Palopo

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24256/kharaj.v7i4.8255

Abstract

The rapid growth of digital food delivery platforms has transformed marketing practices among micro and small enterprises (MSMEs), requiring greater adaptability and data-driven decision-making. This study aims to evaluate how Soulja Coffee’s digital marketing strategy on the GrabFood platform demonstrates the four dimensions of the Agile Marketing Capability (AMC) framework: adaptability, collaborative integration, continual innovation, and forecasting and monitoring of market needs. An explanatory sequential mixed-method design was employed. The quantitative phase analyzed six-month Grab Merchant Dashboard data (January–June 2025), including sales trends, advertising performance indicators such as click-through rate and return on ad spend, and promotional outcomes. The qualitative phase involved semi-structured interviews with two internal informants (a manager and a marketing staff member) to contextualize the quantitative findings. Results indicate evidence of adaptability through rapid promotional adjustments following sales declines; collaboration through routine coordination between management, marketing, and frontline staff; and innovation through dashboard-based experimentation, including the use of a discount calculator, which contributed to an increase in ROAS from 1.68 in March to 37.43 in June. Forecasting and monitoring practices were still descriptive, relying on manual dashboard review rather than predictive analysis. Overall, Soulja Coffee demonstrates early-stage marketing agility that remains operational rather than strategically institutionalized. The study extends AMC application to Indonesian micro-MSMEs, showing how informal learning, platform-provided tools, and iterative experimentation shape marketing agility under resource constraints, offering guidance for MSMEs to strengthen data-driven decision-making in platform-based commerce.
The Effect of Product Quality and Price Perception on Purchase Decision-Making Process Mediated by Brand Image in EdTech Start-Up Astrid Nurul Azizah; Syti Sarah Maesaroh; Asep Nuryadin
Al-Kharaj: Journal of Islamic Economic and Business Vol. 7 No. 4 (2025): All articles in this issue include authors from 3 countries of origin (Indonesi
Publisher : LP2M IAIN Palopo

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24256/kharaj.v7i4.8256

Abstract

The quick development of digital technology has changed consumer behavior and sped up the expansion of Indonesian educational technology (EdTech) platforms.  Among these, one of the digital training platforms is crucial for enhancing digital proficiency.  With brand image acting as a mediating variable, this study attempts to investigate how product quality and price perception affect the decision to buy.  205 respondents, who were both participants and alumni of Dibimbing's bootcamp programs, participated in a quantitative study that used a convenience sample strategy. The findings reveal that the purchase decision-making process is positively and significantly impacted by both price perception (β = 0.214; p < 0.000) and product quality (β = 0.397; p < 0.000). Moreover, The impacts of Price Perception (indirect effect β = 0.123; p < 0.000) and Product Quality (indirect effect β = 0.183; p < 0.000) on the Purchase Decision-Making Process are considerably mediated by Brand Image. The direct effect of Product Quality remains stronger than the mediated one, suggesting that perceived quality is the dominant factor influencing purchasing behavior in EdTech contexts. These results highlight the strategic importance of enhancing product quality, implementing value-driven pricing, and strengthening brand image through testimonials and digital innovation to improve users’ purchasing decisions
Analysis Of The Communication Style Of Tiktok Shop Live Streaming Hosts Based On The Aida Model Stages Nazwa Syahda Anisa; Btari Mariska Purwaamijaya; Asep Nuryadin
Al-Kharaj: Journal of Islamic Economic and Business Vol. 7 No. 4 (2025): All articles in this issue include authors from 3 countries of origin (Indonesi
Publisher : LP2M IAIN Palopo

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24256/kharaj.v7i4.8267

Abstract

The rapid growth of social commerce in Indonesia has given rise to live streaming commerce, an interactive marketing strategy that merges entertainment, communication, and real-time sales. Within this context, hosts act as cruciall role as the primary mediators between products and audiences. This study examines TikTok Shop hosts communication styles in relation to the AIDA model stages. A qualitative approach was employed using a case study of the TikTok Shop account @alamme.official, a brand specializing in healthy food products. Data were collected through audio-visual content observation, semi-structured interviews, and key data metrics. The audio-visual observation data were analyzed using the Reflexive Content Analysis (RCA) technique, while the interview and performance data were utilized to provide contextual and complementary insights for interpreting the results. The findings reveal three distinct communication style patterns which interaction-oriented with emotive characteristics (Host A), task-oriented with emotive characteristics (Host B), and a combination of task-oriented with supportive characteristics (Host C). Among these, the task-oriented and supportive communication style was most successful in optimizing all stages of the AIDA model, as reflected in the highest levels of audience interaction, product clicks, and transactions compared to other communication styles identified in this study. Base on findings, this study conclude that a warm, empathetic, and responsive communication style contributes significantly to enhancing marketing communication effectiveness within the live streaming commerce. This research contributes for developing effective live streaming commerce style communication and recommends further analysis to assess the scalability of task-oriented and supportive interactions across diverse live commerce environments.
ANALYZING STUDENTS’ EXPERIENCE IN LMS SPOT UPI USING THE UEQ Azhari, Fairuz Azka; Asep Nuryadin; Muhammad Dzikri Ar Ridlo
JURTEKSI (jurnal Teknologi dan Sistem Informasi) Vol. 12 No. 1 (2025): Desember 2025
Publisher : Lembaga Penelitian dan Pengabdian Kepada Masyarakat (LPPM) STMIK Royal Kisaran

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33330/jurteksi.v12i1.4247

Abstract

Abstract: The rapid expansion of digital learning environments has increased students’ reliance on Learning Management Systems (LMS), including SPOT UPI. However, limited studies have examined the platform’s overall user experience across all User Experience Questionnaire (UEQ) dimensions. This study aims to evaluate the user experience (UX) of SPOT UPI, identify its strengths and weaknesses, and provide recommendations for system improvement. A quantitative-dominant mixed-method design was applied, involving 81 student respondents for the UEQ survey and two participants for follow-up semi-structured interviews selected through purposive sampling. The UEQ data were analyzed to generate mean scores for six UX dimensions, while interview data were thematically analyzed to support the interpretation of quantitative findings. The results indicate that Perspicuity (1.05) and Efficiency (0.78) achieved the highest scores, reflecting adequate clarity and functionality. In Contrast, Stimulation (0.50) and Novelty (-0.15) were the lowest, indicating limited engagement and innovation. Overall, pragmatic quality (0.84) outperformed hedonic quality (0.17), suggesting that users value functionality more than enjoyment. In conclusion, SPOT UPI is generally usable but lacks aesthetic appeal, emotional engagement, and innovative features, highlighting the need for interface redesign and performance optimization to enhance the overall learning experience. Keywords: learning management system; user experience; user experience questionnaire Abstrak: Perkembangan pembelajaran digital membuat mahasiswa semakin bergantung pada Learning Management System (LMS), termasuk SPOT UPI. Meski digunakan secara luas, evaluasi pengalaman pengguna secara komprehensif berdasarkan seluruh dimensi User Experience Questionnaire (UEQ) masih belum banyak dilakukan. Penelitian ini bertujuan untuk mengevaluasi user experience (UX) pada SPOT UPI, mengidentifikasi keunggulan dan kelemahannya, serta memberikan rekomendasi perbaikan sistem. Penelitian menggunakan desain penelitian mixed-method dominan kuantitatif, melibatkan 81 responden pada survei UEQ dan dua partisipan pada wawancara semi-terstruktur yang dipilih melalui purposive sampling. Data UEQ dianalisis untuk memperoleh nilai rata-rata pada enam dimensi UX, sedangkan data wawancara dianalisis secara tematik untuk memperkaya interpretasi temuan kuantitatif. Hasil menunjukkan bahwa Perspicuity (1,05) dan Efficiency (0,78) menjadi dimensi dengan skor tertinggi, mencerminkan bahwa SPOT UPI mudah dipahami dan cukup membantu dalam menyelesaikan tugas. Sebaliknya, Stimulation (0,50) dan Novelty (-0,15) memperoleh skor terendah, menandakan rendahnya tingkat keterlibatan dan inovasi yang dirasakan pengguna. Secara keseluruhan, pragmatic quality (0,84) lebih tinggi dibandingkan hedonic quality (0,17), menunjukkan bahwa pengguna lebih mengutamakan aspek fungsional daripada kenyamanan emosional. Temuan tersebut mengindikasikan bahwa SPOT UPI sudah layak digunakan secara fungsional, tetapi masih memerlukan peningkatan pada interface, pengalaman visual, dan fitur inovatif agar dapat memberikan pengalaman belajar digital yang lebih menarik dan optimal. Kata kunci: learning management system; pengalaman pengguna; user experience questionnaire
Perancangan Strategi Pembuatan Konten Pemasaran Instagram Melalui 7 Tahap Content Marketing Framework (Studi Kasus Personality Kopi) hafiz, zhafran; Nuryadin, Asep; Maesaroh, Syti Sarah
RIGGS: Journal of Artificial Intelligence and Digital Business Vol. 4 No. 4 (2026): November - January
Publisher : Prodi Bisnis Digital Universitas Pahlawan Tuanku Tambusai

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31004/riggs.v4i4.4301

Abstract

Penelitian ini memiliki tujuan utama untuk merancang dokumen strategi pembuatan konten pemasaran Instagram yang komprehensif dan terukur bagi merek Personality Kopi, sebagai respons terhadap urgensi strategi konten yang terstruktur dalam pemasaran digital. Metode yang digunakan adalah studi kasus deskriptif dengan menerapkan 7 tahap Content Marketing Framework yang sistematis. Proses ini melibatkan analisis mendalam terhadap data operasional historis merek, data analitik kinerja Instagram, dan tren industri, untuk menentukan fondasi strategis yang relevan dan kuat. Hasil dari perancangan ini adalah sebuah deck strategi konten yang lengkap dan siap diimplementasikan. Dokumen tersebut secara eksplisit mendefinisikan pilar konten yang dibagi menjadi fokus engagement (edukasi, hiburan, interaksi) dan fokus promotion (penawaran, testimoni). Selain itu, strategi ini menetapkan brand voice yang konsisten, memetakan alur produksi konten dari ideasi hingga publikasi, dan merumuskan Key Performance Indicators (KPIs) yang spesifik dan selaras dengan tujuan bisnis Personality Kopi. Strategi ini memberikan panduan operasional yang jelas, yang dirancang untuk secara signifikan meningkatkan interaksi audiens yang berkualitas, mendorong pertumbuhan pengikut yang loyal, dan pada akhirnya, memperkuat pencapaian target konversi serta posisi pasar Personality Kopi dalam ranah digital. Implementasi strategi ini diharapkan dapat mengoptimalkan penggunaan sumber daya pemasaran digital merek secara efektif. Secara keseluruhan, kontribusi penelitian ini adalah menyediakan cetak biru praktis untuk keberhasilan pemasaran konten di sektor kuliner.
Perancangan Desain User Interface (UI) dan User Experience (UX) Website Multi-Platform Bachman Decoration dengan Menggunakan Metode Design Thinking Sutrisno, Sastro; Nuryadin, Asep; Ar Ridlo, M Dzikri
RIGGS: Journal of Artificial Intelligence and Digital Business Vol. 4 No. 4 (2026): November - January
Publisher : Prodi Bisnis Digital Universitas Pahlawan Tuanku Tambusai

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31004/riggs.v4i4.4611

Abstract

Penelitian ini bertujuan merancang desain User Interface (UI) dan User Experience (UX) website multi-platform Bachman Decoration menggunakan metode Design Thinking sebagai solusi atas permasalahan tingginya pertanyaan berulang dari pelanggan terkait harga, isi paket, serta portofolio dekorasi yang selama ini hanya disampaikan melalui media sosial. Keterbatasan informasi pada Instagram dan WhatsApp membuat calon pelanggan kesulitan memperoleh detail layanan secara mandiri, sehingga berpengaruh terhadap efektivitas komunikasi dan kualitas pelayanan. Melalui pendekatan Design Thinking yang terdiri dari tahapan Understand, Observe, Define, Ideate, Prototype, dan Test, penelitian ini menggali kebutuhan pengguna secara mendalam melalui wawancara, observasi lapangan, serta analisis pola komunikasi pelanggan. Proses perancangan menghasilkan prototype website yang menyajikan informasi layanan secara lebih lengkap, terstruktur, dan mudah dinavigasi, dengan fokus pada tampilan responsif untuk perangkat mobile sebagai platform yang paling sering digunakan pelanggan. Evaluasi usability dilakukan menggunakan System Usability Scale (SUS) untuk mengukur aspek efektivitas, efisiensi, dan tingkat kepuasan pengguna terhadap desain yang dihasilkan. Hasil pengujian SUS menunjukkan bahwa prototype website memiliki tingkat kegunaan yang baik dan mampu meningkatkan kemudahan akses informasi, mengoptimalkan alur navigasi, serta memberikan pengalaman pengguna yang lebih nyaman dan intuitif. Secara keseluruhan, penelitian ini memberikan solusi digital yang tidak hanya meningkatkan kualitas pelayanan Bachman Decoration, tetapi juga memperkuat citra profesional serta mendorong efektivitas komunikasi dalam proses promosi dan penyampaian informasi kepada calon pelanggan.
Pengembangan Strategi Campaign Menggunakan Metode Design Thinking Pada Aster Florist Legasfino, Zahri; Purwaamijaya, Btari Mariska; Nuryadin, Asep
RIGGS: Journal of Artificial Intelligence and Digital Business Vol. 4 No. 4 (2026): November - January
Publisher : Prodi Bisnis Digital Universitas Pahlawan Tuanku Tambusai

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31004/riggs.v4i4.5093

Abstract

Perkembangan pemasaran digital mendorong pelaku Usaha Mikro, Kecil, dan Menengah (UMKM) untuk mengadopsi metode komunikasi pemasaran yang lebih interaktif dan beorientasi pada pengalaman. Salah satu cara yang tepat adalah experiential marketing, yang menekankan keterikatan emosional pelanggan melalui pengalaman yang nyata. Tujuan penelitian ini adalah untuk mengeksplorasi fungsi Instagram dalam mendukung strategi experiential marketing UMKM Aster Florist serta merancang panduan kampanye dengan menggunakan Integrated Marketing Communication (IMC) melalui metode Desain Thinking. Penelitian ini menggunakan pendekatan kualitatif dengan metode studi kasus. Teknik pengumpulan data dilakukan melalui wawancara mendalam, observasi konten di Instagram, serta dokumentasi dari kegiatan experiential marketing seperti workshop dan pop-up booth. Temuan penelitian menunjukkan bahwa penggunaan Instagram sebagai media untuk experiential marketing masih kurang maksimal, terutama pada elemen storytelling, konsistensi dalam pesan, dan keterlibatan audiens. Penerapan metode Design Thinking menghasilkan rencana pedoman kampanye  yang menggabungkan unsur advertising, promosi penjualan, dan hubungan masyarakat. Desain ini dinilai dapat meningkatkan keterlibatan audiens serta memperkuat pengalaman merk di platform digital. Hasil penelitian menunjukkan bahwa pemanfaatan Instagram sebagai media experiential marketing masih belum optimal, khususnya dalam aspek storytelling, konsistensi pesan, dan keterlibatan audiens. Penerapan metode Design Thinking menghasilkan rancangan pedoman kampanye yang mengintegrasikan unsur periklanan, promosi penjualan, dan hubungan masyarakat. Strategi ini dinilai mampu meningkatkan interaksi audiens serta memperkuat pengalaman merek Aster Florist di ranah digital.
Chatbots in Education: A Bibliometric Analysis of Publications from 2013-2023 Widiyanto , Yovi; Abdul Muiz Lidinillah, Didin; Nuryadin, Asep
ATTA`DIB Vol. 9 No. 3 (2025): DESEMBER
Publisher : Program Studi PGMI

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

Abstract

This study aims to analyze the development trend of researching articles related to chatbots in education. The method used in this study was bibliometric analysis with the help of the VOSViewer application. Publication data was collected using the Publish or Perish application to obtain article data in Google Scholar-indexed journals. This study analyzed publications from 2013 to 2023. An initial search found a total of 606 articles. The data was then processed and double-checked using the Microsoft Excel application. After double-checking, several articles were found that were the same, so the total number of articles collected was 598. The research development trend has increased yearly related to chatbots in education, except in 2023 because this research was conducted in june 2023. Topics often discussed recently besides the keywords used in searches were covid, higher education, natural language process, context, English performance, text, online learning, AI chatbot, and language learning. Most often used keywords were chatbot, analysis, learning, student, application, study, deep learning, system, machine learning, and machine. However, some topics should be discussed more, such as fields (fields of study in subjects) and analysis (analysis). It is expected that this study can be a starting point for other researchers to develop research on these topics.
Co-Authors Adam Hermawan Adam Hermawan Adam Hermawan Adetia Adetia Adetia, Adetia Adi Prehanto Adisubagja, Balebat Dwi Agra Fadhiila Tamara Ahmad Rafli Ananda Putra Akhmad Nugraha Akmal Ramadhan Putra Setiawan Alwini, Selin Nadia Alya Aprilia Koswara Amaliyatul, Mita Ana Ratnasari, Ana Anggit Merliana Anindya, Arini Anugerah Tirta Kenanga Unggul Mitra Mandiri Apriliya, Seni Ar Ridlo, M Dzikri Ar-Ridlo, Muhammad Dzikri Arin Yulistia Arini Anindya Aryanto, Sani Asep Herry Hernawan Asti Islamiati Astrid Nurul Azizah Aulia Rahma Syadila Azhar, Azizah Azhari, Fairuz Azka Azizah Azhar Azzizah, Diah Siti Nur Balebat Dwi Adisubagja Benyamin Hartanto Benyamin Hartanto Btari Mariska Purwaamijaya Conquero, Hilzi Maulana Dahlia Sidabutar Dede Nurhidayah Deni Hadiana Dessy Nur Amelia Devina Fauziyah Devina Fauziyah Dhea Febrianti Dinda Rizki Lestari Dindin Abdul Muiz Lidinillah Djogi Banyu Adem Donny Karunia Pratama Ejah Siti Ejah Siti Hodijah Erif Ramadansyah Eva Silvia Agustin Fadhilah S.R, Shifa Fauziyah, Devina Febrianti, Dhea Fitri Indriyanti Fitri Nur Ramdaniyah Fitria Wulanadari, Riska Fitry Fakhirah Azzahra Gelar Guntara, Rangga Ghullam Hamdu Gina Cissy Aprilia Ginna Islamiati Guntara, Rangga Gelar hafiz, zhafran Hani Pertiwi Hani, Ma'iswati Hanif Pradika Indradi Henri Yawan Herdiana, Oding Hidayat, Syarip Iftia Nur Azizah Ika Fitri Apriani Indrianingsih, Reva Irni Rachmawati Putri Islamiati, Asti Izqulby, Mochammad Revo Karlimah Karlimah Khairi, Athallah Khoerunnisa, Karina Laela Nur Fauziah Legasfino, Zahri Lilis Susilawati Lilis Susilawati Ma&#039;iswati Hani Maesaroh, Syti Sarah Maharani, Melani Defina Marsanda Marsanda Marwiyyah, Linda Maulidhia, Qikha Maulidhia, Qikha Michael Abraham Siahaan Milah Nur Zaqi Moch. Habibi, Fajar Muhammad Aizuddin bin Ab Alim Muhammad Dito Marcelino Muhammad Dzikri Ar Ridlo Muhammad Fadli Al-Multazim Muhammad Naufal Nurfirmansyah Muhammad Rijal Wahid Muharram Nadiyah Husniyah Nahda Nabilaturrahma Nandang Rusmana Nandita Afifah Nazwa Syahda Anisa Nizar, Zahara Fajriati Noeryuliza Noeryuliza Noeryuliza, Noeryuliza Noor Kholis Budiman Nugraha, Ardiansyah Nugraha, Muhammad Rizki Nunuy Nurkaeti Nurfadilah, Sani Sarah Nurkaeti, Nunuy Nurmansyah, Gupi Rohman Nursaadah, Wida Octapiana Aulia Oktapiana Aula Opi Irmayani Pratiwi, Shinta Ade Purwaamijaya, Btari Mariska Puspitasari, Ina Putri Alawiyah Rabiatul Adwiah Rachmani, Nizza Nadya Rahayu Saputra, Erwin Rahmawati, Wulan Yuniar Ramadhani, Raja Almas Ramasiah, Suci Ramdaniyah, Fitri Nur Rangga Gelar Guntara Rasyid Nata Mulyana Regina Regina Regina, Regina Respati, Resa Reyhan Qatrunada Usulu Risma Rahatuningtyas Risma Rahatuningtyas Risyani, Nina Ruth, Joy Noeliona Salsabila, Khairinnisa Salwa Nur Albania Sani Aryanto Saputra, Erwin Rahayu Selin Nadia Alwini Sintya Setia Ningrum Sipa, Padilatul Sri Ariyani Desmawati Sri Ariyani Desmawati Sri Rahmayanti, Sri Suci Islami Suci Ramasiah Susilawati, Lilis Sutrisno, Sastro Swardana, Ardli Syahda Naila Rahma Syarip Hidayat Syifa Unnafsyah Taofik Hidayat Taofik Hidayat, Taofik Tasya Novita Sari Tia Komala Sari Tia Nurul Fauziah Tia Salsabila Tiara Melinda Usulu, Reyhan Qatrunada Wardah, Sansan Khaulatul Widiyanto , Yovi Windy Widya Kusuma Ningrum Winny Josephine Wulansari Wulansari Wulansari Wulansari yogi prasetyo Yulistia, Arin Yuni Nurfauziah Yunita Susanti Zam Zam Jamaludin