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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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PEMANFAATAN TEKNOLOGI DIGITALISASI BISNIS DI BIDANG PEMASARAN, PRODUKSI DAN KEUANGAN UNTUK MENINGKATKAN OMSET PENJUALAN PADA UMKM DI DESA KARANG SARI, DIENG KULON, BATUR, BANJARNEGARA
Perwira Journal of Community Development
Vol 6
, No 1
(2026)
Micro, Small, and Medium Enterprises (MSMEs) make a substantial contribution to Indonesia’s economy; however, they continue to face various challenges, particularly in the areas of marketing, production, and financial management. This community service program was implemented at UD. Maju Bareng, an MSME engaged in the production of carica preserves, located in Karang Sari Village, Dieng Kulon, Banjarnegara. Currently, UD. Maju Bareng has not optimally utilized digital technology in conducting it...
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Perkembangan dan Efektivitas Early Warning System Berbasis Artificial Intelligence dalam Prediksi Financial Distress Perusahaan: Systematic Literature Review
DHARMA EKONOMI
Vol 33
, No 1
(2026)
Financial distress is a condition of declining financial health of a company that can develop gradually and lead to business failure if not detected early. With the increasing complexity of the business environment and the limitations of conventional statistical methods, Artificial Intelligence/AI is increasingly being adopted in the development of early warning systems (EWS) to predict financial distress. This study aims to examine the development of AI-based EWS research, identify the most wid...
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Volunteer Selection Model in a Community-Based Qur’anic Learning Center: A Case Study of Abata Movement Indonesia: Model Seleksi Relawan pada Taman Pendidikan Al Qur’an Berbasis Komunitas: Studi Kasus pada Abata Movement Indonesia
RADIANT: Journal of Applied, Social, and Education Studies
Vol 7
, No 1
(2026)
The Qur’anic Learning Center (TPQ) plays an important role in community-based character education, but limitations in human resources and funding make the role of volunteers crucial. The mismatch between institutional needs and volunteer capacity highlights the importance of clear criteria for determining volunteers. This study uses a qualitative approach with a case study at TPQ Abata Movement Indonesia. Data were collected through interviews, observation, and document analysis. The results sho...
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