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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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Comparative Analysis of Multiple Linear Regression and Random Forest in Predicting Student Academic Performance
Digital Business Intelligence Journal
Vol 2
, No 1
(2026)
This study aims to compare the performance of Multiple Linear Regression (MLR) and Random Forest Regression (RFR) in predicting student performance based on academic scores. Student performance is defined as the average of math scores, Reading Scores, and writing scores. This study uses a quantitative approach with a comparative design based on predictive modeling. The data used is secondary data from the Student Prediction dataset obtained through the Kaggle platform, which was processed using...
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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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TRANSFORMASI STRATEGI PROMOSI DIGITAL UMKM MELALUI PELATIHAN FOTO PRODUK BERBASIS PRAKTIK MEDIA SOSIAL
Muafi, Siti Liza
; Asmiarti, Yufrida
; Kusumaningtyas, Nadya
; Rohman, Farkhan Nur
; Franscikal, Aditya
; Pamungkas, Yoma Bagus
Inovasi Teknologi Informasi Dan Komputer Untuk Masyarakat
Vol 6
, No 1
(2026)
Abstract
The development of social media has made visual content a crucial element in MSME promotional strategies. However, many MSME actors still face limitations in producing attractive product photographs that align with the characteristics of social media platforms. This Community Service Program (PKM) aimed to enhance the understanding and skills of MSME actors in Jomblang Subdistrict in product photography to support the optimization of digital promotion. The implementation method employed...
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PERBAIKAN KOMPUTER DAN PRINTER UNTUK MENINGKATKAN MUTU PELAYANAN SEKOLAH PADA MIS AL-ISLAMIYAH BATU PUTIH DESA ALILA TIMUR KECAMATAN KABOLA, KABUPATEN ALOR-NTT
Karsa, Karolina
; Potmo, Nimrot Ambrosius
; Botau, Merari
; Laure, Junaldi
; Padahana, Melisa Asnat
; Maniyeni, Ishak
; Molina, Jon Idrison
; Selly, Julminggu J.
Inovasi Teknologi Informasi Dan Komputer Untuk Masyarakat
Vol 6
, No 1
(2026)
The development of information technology requires educational institutions to have adequate facilities to support administrative services and learning activities. However, limited technological infrastructure remains a challenge for schools in rural areas, including MIS Al-Islamiyah Batu Putih, Alila Timur Village, Kabola District, Alor Regency. This community service activity aims to improve school service quality through the repair of damaged computers and printers. The implementation method...
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Analysis Of Digital Learning Media In Physical Education
Journal of Education and Sport Science
Vol 7
, No 1
(2026)
The development of digital technology has driven the transformation of physical education (PJOK) learning from conventional approaches to more interactive and contextual learning. However, the use of digital learning media in PJOK still faces various challenges, both in terms of the media's suitability to students' needs and the readiness of the learning ecosystem. This article aims to analyze the need for digital learning media in physical education based on a literature review of previous rese...
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Deep Learning-based Interactive E-module to Enhance English Learning Motivation in Elementary School
ETERNAL: English Teaching Journal
Vol 17
, No 1
(2026)
This study investigates the impact of a Deep Learning-based interactive e-module on the motivation of primary school students learning English as a foreign language. A quasi-experimental design with a pre-test and post-test control group was employed, involving 60 fifth-grade students in West Java, Indonesia. The experimental group (n=30) used the Deep Learning-based module, while the control group (n=30) received traditional instruction. Motivation levels were measured using a validated questio...
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Pre-Service EFL Teachers’ Perceptions of Formative Assessment Literacy in Indonesian
ETERNAL: English Teaching Journal
Vol 17
, No 1
(2026)
The current study investigates the formative assessment literacy of Indonesian pre-service English teachers by adopting a sequential mixed-method approach. The survey data revealed that participants had a moderate level of formative assessment literacy (M = 3.02), with varying scores across three components. The conceptual domain scored the highest (M = 3.12), followed by the socio-emotional domain (M = 2.98) and the practical domain (M = 2.96). The second finding gained from the second part of...
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