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Nuur Wachid Abdul Majid
Universitas Pendidikan Indonesia
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Journal : recursive journal of informatics

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Human-Centered AI in Practice: Peer Facilitators as Technostress Reducers in a Mixed-Methods LMS Study Ilham Agung Pambudi; Nuur Wachid Abdul Majid; Muhamad Akda Fathul Barri; Ayu Permata Sari
Recursive Journal of Informatics Vol. 4 No. 2 (2026): September 2026
Publisher : Universitas Negeri Semarang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.15294/rji.v4i2.64092

Abstract

Purpose: While the rapid integration of generative artificial intelligence (AI) offers significant pedagogical potential, it often outpaces the psychological scaffolding that anxious learners require, creating a severe affective barrier known as technostress. To address this critical gap, this study investigates whether structured peer facilitation, embedded within a Learning Management System (LMS) based AI course, can effectively reduce undergraduate students' AI anxiety and strengthen their conceptual understanding. Methods/Study design/approach: An explanatory sequential mixed-methods design was conducted involving 33 undergraduate students encountering generative AI instruction for the first time. Quantitative data encompassing AI anxiety, conceptual understanding, and technical self-efficacy were collected pre- and post-intervention, followed by analysis using Wilcoxon signed-rank tests and Spearman's rank correlation. Subsequently, qualitative data from open-ended evaluations were examined through reflexive thematic analysis to contextualize and deeply explain the quantitative shifts. Result/Findings: The intervention yielded a statistically significant reduction in AI anxiety (Z = -2.151, p = .032) alongside a significant improvement in conceptual understanding (Z = -1.990, p = .047). Although technical self-efficacy and career projection improved, the changes did not reach statistical significance. Furthermore, facilitator evaluation exhibited a significant negative correlation with anxiety reduction (rs = -.389). Thematic analysis confirmed that peer facilitators effectively acted as technical translators and technostress reducers, establishing the psychological safety necessary for learning. Novelty/Originality/Value: This research uniquely repositions peer mediation as the vital affective "more capable other" within Vygotsky's Zone of Proximal Development, prioritizing the resolution of emotional barriers before cognitive engagement with AI tools. The study extends Human-Centered AI (HCAI) theory by delivering robust empirical evidence that pairing generative AI modules with human peer facilitation creates a synergistic learning ecosystem. This provides educators with a scalable, practical solution for mitigating technostress in modern digital education.
A Comparative Analysis of the Effectiveness and Efficiency of Manual and Automated Testing in Software Quality Assurance Amara Seviany Agustin; Nuur Wachid Abdul Majid; Md Baharuddin Bin Abdul Rahman
Recursive Journal of Informatics Vol. 4 No. 2 (2026): September 2026
Publisher : Universitas Negeri Semarang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.15294/rji.v4i2.64137

Abstract

Purpose: This study aims to analyze the effectiveness, bottlenecks, and reliability of automated testing and manual testing, as well as to compare the two approaches in detecting bugs and supporting software product quality. Accelerating release cycles can be counterproductive if functional stability is ignored; thus, evaluating these two quality assurance methods is crucial to finding an optimal balance in software development. Methods/Study design/approach: The study employed a quantitative approach through a survey of 105 respondents, comprising QA Engineers, software developers, and academics, using a five-level Likert scale questionnaire. The collected data were rigorously analyzed using descriptive statistics, the Wilcoxon Signed-Rank Test, and the Friedman Test to objectively evaluate the performance, reliability, and operational bottlenecks of both testing methods. Result/Findings: The results demonstrate that automated testing is highly effective for regression testing and repetitive execution, while manual testing remains significantly effective for UI/UX evaluation and complex dynamic cases. Both methods face distinct challenges. Automated testing is bottlenecked by script maintenance efforts and flaky tests, whereas manual testing is hindered by lengthy execution times and human error. Automated testing was found to be significantly more accurate in detecting recurring functional bugs. Furthermore, an integrated combination of both automated and manual testing was proven to substantially reduce escaped defects. Novelty/Originality/Value: This research provides empirical evidence confirming that despite the strong push for automation in modern Agile and DevOps environments, neither method can completely replace the other. Both testing approaches are most effective when utilized complementarily according to their intrinsic characteristics. This synergy is essential to prevent bottlenecks in the software release cycle and ensure superior product quality.
Co-Authors Abdullah Nasih Ulwan Afika Rianti Afika Rianti Agitya Ratu Thifana Agus Muharram Ahmad Fauzi Ai Siti Nuratilah Aisyah Cinta Putri Wibawa Alfathin, Aulia Alfira Putri Febryanis Amara Seviany Agustin Amron Rosyada Andina Aisyah Eka Jati Andri Pramuntadi Andrian, Rian Anggita Fitri Permatasari Anida Uswatun Hasanah Anis Hidayatul Ummah Ari Budi Riyanto Arlya, Zaky Khairul Fajar Asri Andriyani Oswita Assyifa Azzahra Muthmainnah Aulia Abukhair Aulia Alfathin Aulia Alfathin Aulia Sodikin, Reisa Ayi Suherman Ayi Suherman Ayu Pangestu Ayu Permata Sari Ayu Permata Sari Ayumi Febrianty Azim, Fauzan Azman, Mohamed Nor Azhari Barri, Muhamad Akda Fathul Beni Ari Hidayatullah Cantika, Melvi Chairunnisa, Ananda Alma Chandra Motilal Cici Isnawati Dedi Setiawan Desti Setianingsih Deti Indah Kiranti Dian Permata Sari Dian Permata Sari Dian Permata Sari Dicka Assokawati Suryadi Diky Zakaria Dimas Aditama Dita Dwi Andriyani Diyan Anjani Dwi Octaviani Putri Dzaki Syauqi Anthera Mumtaz Elysa Nensy Irawan Endi Permata Fahrur Aslami Fakhirah Azhar Farhan Badrani Fasya Amalia Pitaloka Fatimah Nur Robiyah Fauzan Azim Fauzi , Ahmad Febviana Sulthanah Huwaida Fitri Nuraeni Friska Amalia Ganesh Lindung Nusantara Gartika Dwi Jayanti Goro Fujita Hadi Putri, Dewi Indriati Hafiziani Eka Putri, Hafiziani Eka Hamzah, Muhammad Bilal Hashina Qiamu Mumtaziah Hendriyana Hendriyana Herlandy, Pratama Benny Hikmawan, Rizki Ilham Agung Pambudi Ilham Ramadhan Intan Dwiyanti Ismaya Febrianti Isnantyo, Fajar Danur Ivandio Zahran Bahy Kasmad, Mamad Khairul Azhar Mat Daud Khurilyn Jannah Ladayya, Ulfa Laila Fajriyanti Lana, Muhammad Isfa' Levy Husnul Lailina Linda Supriatin Liptia Venica Lutfi Haidar Ummah M. Sukarno Maharani, Nurnissa Mark Jhon Ramos Prestoza Masnur Maulana Yusuf Maulana Yusuf Md Baharuddin Abdul Rahman Md Baharuddin bin Abdul Rahman Md Baharuddin Haji Abdul Rahman Meisha Humaira Fauziah Mila Oksanti Miladia Nurunnisa Mipta Miftahul Jannah Mochamad Bruri Triyono Moh Fauzan Fakhira Nasihin Mohamed Nor Azhari Azman Mohamed Nor Azhari Azman Mohamed Nor Azhari Azman Mohamed Nor Azhari Azman Muhamad Akda Fathul Barri Muhammad Dzikri Danuarteu Muhammad Iqbal Shaleh Muhammad Isfa’Lana Muhammad Khoirul Fajri Muhammad Musyaffa Muhammad Nurtanto Muhammad Nurtanto Muhammad Rafli Muhammad Raihan Zaki Muhammad Rizalul Wahid Mumtaziah, Hashina Qiamu Mustofa Abi Hamid Mutohhari, Farid Muzaitun Khoiriyah Nabila, Khansa Nabilah Azhar Nadia Tiara Antik Sari Nadia Tiara Antik Sari Nadzifah Nadzifah Najma Azzahro Aulia Naldi, Wahyu Naura Meyriska Neneng Sri Wulan Neng Dhenis Sukmawati Neng Riski Ayu Utami Neng Sholihat Nida Adilah Rahmah Nofrendy Azin Nopi Krisnawati Nova Mira Rizky Wulandari Noviyanti Nurjannah Nur Indah Septiani Nur Kholifah Nurfalah, Hana Nurkhotimah, Vidanisa Nurul Ilmi Ovie Ayunda Rahmaputri Isnawan Pahmi Pahmi Pahmi Pahmi Pahmi Pamungkas, Agung Satria Perdana, Zia Imam Pramudita, Reza Pratiwi, Irra Prestoza, Mark Jhon Ramos Puji Rahayu Puji Rahayu Putri Alina Sidik, Legira Putri Apriyanti Putu Sudira Rachma Wardani Rafli Arrasyid Rahel Sonia Ambarita Rahma Zaimatul Azhar Rania Roka Rasyad Amhar Ratih Suci Aryanti Rhezwan Dhaifullah Romdhoni Rhezwan Dhaifullah Romdhoni Rian Andrian Rima Irfiani Riska Riska Rizal Aglal Faozi Rizki Hikmawan Robi Ah Al Adawiyah Rochmah, Eliya Salma Ayunda Zahra Salsabila Aulia Choirunisa Sarah Agustin Sari, Dian Permata Sembiring, Vladio Sada Arihta Septi Sulistyorini Septy Qurrotu Aini Farradhillah Sholehah, Ragil Siti Siti Mariyam Siti Sripatimah Siti, Ragil Siti Sholehah Sodikin, Reisa Aulia Sofi Kamilatus Sa’diah Sofyan Iskandar, Sofyan Suprih Widodo Suprih Widodo, Suprih Suyitno Suyitno Syifa Aulia Azzahra Syifaul Fuada Tara Lestari Safitri Tati Sumiati Taufik Ridwan Taufik Ridwan, Taufik Teresia Ratna Calista Tuhfah Humaira Mufidah Tuhfah Humaira Mufidah Turmudi Ulfa Ladayya Ulwan, Abdullah Nasih WARJU Weby Khamelia Yohanes Adi Nugroho Yumna Ashri Nabilah Yuniar, Rani Zhaza Nabila Zahra