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Comparison of Multiple Linear Regression and Random Forest for Predicting Student Final Grades Using Google Colab
Digital Business Intelligence Journal
Vol 2
, No 1
(2026)
A student's learning success is largely determined by their academic evaluation. Estimating a student's final grade can assist educational institutions in conducting initial assessments of academic achievement. This study aims to analyze the performance of the Multiple Linear Regression (MLR) and Random Forest (RF) algorithms in predicting students' final grades using Google Colab. This research method uses a quantitative approach using secondary data that includes age, mid-term exam scores, fin...
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Integrated Transportation Model to Improve the Efficiency of Urban Public Transportation Management (Case Study: BRT Trans Jatim Porong–Sidoarjo–Surabaya)
Media Komunikasi Dunia Ilmu Sipil
Vol 7
, No 2
(2026)
This study aims to design an integrated transportation model to improve the efficiency of urban public transportation governance, with a case study on the Bus Rapid Transit (BRT) Trans Jatim corridor Porong–Sidoarjo–Surabaya. The study uses a quantitative approach with a simple linear regression method. Data were collected through questionnaires distributed to BRT users and analyzed using SPSS software. The analysis showed that mode integration has a significant influence on the efficiency of pu...
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ANALISIS FAKTOR YANG MEMENGARUHI EKSPOR TEKSTIL INDONESIA-AMERIKA SERIKAT MELALUI MULTIVARIATE ANALYSIS MENGGUNAKAN VAR MODEL
Hanafi, Athaya Artanti
; Politeknik Keuangan Negara STAN
; Suwarno, Erlinda Maretnaningsih
; Politeknik Keuangan Negara STAN
; Zahratu, Mutyara
; Politeknik Keuangan Negara STAN
; Saproni, Saproni
; Politeknik Keuangan Negara STAN
Probisnis
Vol 19
, No 1
(2026)
Industri Tekstil dan Produk Tekstil (TPT) merupakan sektor vital bagi perekonomian Indonesia, namun kinerjanya yang fluktuatif kini menghadapi tantangan baru berupa kenaikan tarif impor Amerika Serikat (AS) sebesar 19% yang berlaku efektif 1 Agustus 2025. Penelitian ini bertujuan untuk menganalisis faktor-faktor yang mempengaruhi ekspor TPT Indonesia ke AS dan membangun model prediktif untuk meramalkan trennya. Dengan menggunakan kerangka Cross Industry Standard Process for Data Mining (CRISP-DM...
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DIGITALISASI MANAJEMEN PERSEDIAAN UMKM MELALUI IMPLEMENTASI ERP ODOO PADA SESERAHAN HANALUNA PEMALANG
Inovasi Teknologi Informasi Dan Komputer Untuk Masyarakat
Vol 6
, No 1
(2026)
Inventory management is a crucial aspect in ensuring the smooth operation of business activities, yet many micro, small, and medium enterprises (MSMEs) still rely on manual recording systems that are prone to errors and inefficiencies. Enterprise Resource Planning (ERP) systems such as Odoo provide an integrated platform to automate the recording, monitoring, and reporting of inventory transactions in real-time. This community service project was conducted at Seserahan Hanaluna, an MSME in Pemal...
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PENINGKATAN LITERASI AI DAN EFISIENSI ADMINISTRASI GURU MELALUI MODEL POWERPROMPT GURU DI SMAN 1 SUSUKAN
Saefurrohman, Saefurrohman
; Soelistijadi, R
; Santosa, Dwi Budi
; Noor S, Rina Candra
; Sutanto, Felix Andreas
Inovasi Teknologi Informasi Dan Komputer Untuk Masyarakat
Vol 6
, No 1
(2026)
This community service program aims to improve teachers’ skills in utilizing artificial intelligence through prompt engineering at SMAN 1 Susukan, Semarang Regency. The activity was motivated by the high administrative workload and the inconsistent quality of teaching materials in implementing the Merdeka Curriculum. The Powerprompt Guru training emphasized hands-on practice in designing effective prompts using ChatGPT, enabling teachers to produce learning artifacts and school documents more qu...
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PENDAMPINGAN PENINGKATAN KOMPETENSI GURU MGMP REKAYASA PERANGKAT LUNAK DALAM PEMANFAATAN TEKNOLOGI KECERDASAN BUATAN UNTUK PEMBELAJARAN
Sulastri, Sulastri
; Zuliarso, Eri
; Diartono, Dwi Agus
; Utomo, Agus Prasetyo
; Hadikurniawati, Wiwien
Inovasi Teknologi Informasi Dan Komputer Untuk Masyarakat
Vol 6
, No 1
(2026)
Di era digital, guru Musyawarah Guru Mata Pelajaran (MGMP) Rekayasa Perangkat Lunak (RPL) menghadapi tantangan dalam mengoptimalkan Kecerdasan Buatan (AI) karena keterbatasan pemahaman dan pelatihan yang aplikatif. Kegiatan pengabdian ini bertujuan untuk meningkatkan literasi teknologi dan kompetensi praktis guru MGMP RPL dalam mengimplementasikan AI (seperti ChatGPT, Canva AI) dan platform digital untuk menciptakan pembelajaran inovatif sesuai Kurikulum Merdeka. Program ini dilaksanakan d...
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Undergraduate Students’ English Self-Efficacy and Technology-Assisted Self-Regulated Learning
ETERNAL: English Teaching Journal
Vol 17
, No 1
(2026)
Greater access to learning sources resulting from the advancement of the Internet and information technology helps students regulate their learning habits and achieve specific learning targets, including English language learning. This study analyzed English self-efficacy and technology-assisted self-regulated learning strategies among undergraduate students and how the two variables correlate. A total of 510 undergraduate students at Sam Ratulangi University, Indonesia, participated in the stud...
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Bridging Languages: How EMI Teachers Use Language-related Teaching Strategies in their Classrooms
ETERNAL: English Teaching Journal
Vol 17
, No 1
(2026)
The rapid expansion of English-medium Instruction (EMI) in higher education worldwide presents opportunities and challenges, particularly in non-English-s contexts. While EMI aims to enhance global competitiveness, academic quality, and intercultural awareness, its implementation often faces language-related barriers affecting both students and instructors. This study investigated the language-related teaching strategies international EMI teachers employed to facilitate content delivery and enha...
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Enhancing Speaking Skills through Digital Storytelling: A case study
ETERNAL: English Teaching Journal
Vol 17
, No 1
(2026)
This research assessed how digital storytelling (DST) could enhance the junior high school students' oral proficiency skills in speaking the English language in the context of Islamic schooling in Indonesia. The research deployed a quasi – experimental design within the context of an Islamic school setting. The sample consisted of 64 students. 31 students comprised the experimental class who received instruction through the use of DST while 33 students made the control class who were taught usin...
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EFL Teacher’s Perspectives on Integrating AI into Reading Comprehension Teaching in Papua
ETERNAL: English Teaching Journal
Vol 17
, No 1
(2026)
This study explores EFL teachers’ perspectives on integrating Artificial Intelligence (AI) technologies into reading comprehension instruction in Papua, Indonesia. This study employed a quantitative descriptive survey, conducted with 17 teachers from elementary, junior high, and senior high schools. Data were collected through an online questionnaire and analyzed using descriptive statistics. Findings showed that teachers were generally familiar with AI and express confidence in its use, particu...
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