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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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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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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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PEMBERDAYAAN IBU-IBU PKK MELALUI EDUKASI DAN SOSIALISASI BANK SAMPAH BERBASIS MASYARAKAT
Puspita, Maria Entina
; Nurrahmawati, Dwi
; Hidayat, Fajar
; Krisnadwiva, Krisnadwiva
; Puspita, Maria Entina
Perwira Journal of Community Development
Vol 6
, No 1
(2026)
This activity aims to provide education and socialization of community-based waste management through waste banks to PKK group mothers in RT 15 RW 5 Kutowinangun Lor, Tingkir, Salatiga City. Education and socialization activities are carried out through presentations by speakers from the Salatiga Waste Bank (BSI), as well as discussions and simulations. The target of this Community Service activity is the PKK group mothers in RT 15 RW 5 Kutowinangun Lor, Tingkir, Salatiga City. Through this educ...
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PENGARUH EPS (EARNING PER SHARE), PER (PRICE EARNING RATIO), NPM (NET PROFIT MARGIN), DAN FINANCIAL DISTRESS TERHADAP HARGA SAHAM
Perwira Journal of Economics and Business
Vol 6
, No 1
(2026)
This study aims to empirically test the effect of EPS (Earning Per Share), PER (Price Earning Ratio), NPM (Net Profit Margin), and Financial Distress on stock prices. The type of research used is quantitative. The population of this study was 31 trading companies in the retail trade subsector listed on the Indonesia Stock Exchange in 2020-2023, while the sample of this study was 12 companies selected using a purposive sampling technique, so that the total sample that can be used for 4 years is 4...
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Peranan Perkebunan Kelapa Sawit dalam Pembangunan Ekonomi Daerah di Kabupaten Nagan Raya
DHARMA EKONOMI
Vol 33
, No 1
(2026)
Oil palm plantations constitute a leading subsector that plays a strategic role in regional economic development, particularly in Nagan Raya Regency, which is predominantly based on the agricultural sector. This study aims to analyze the role of the oil palm plantation subsector in promoting regional economic development using the Economic Base Theory as an analytical approach. A descriptive qualitative method with a literature study was employed. The data used consist of longitudinal secondary...
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Pengaruh Kenaikan Pajak Pertambahan Nilai (PPN) dan Inflasi Terhadap Volume Penjualan Studi Kasus pada PT Astra International Tbk Tahun 2022 - 2024
DHARMA EKONOMI
Vol 33
, No 1
(2026)
This study aims to analyze the impact of the increase in Value Added Tax (VAT) and inflation on the sales revenue of PT Astra International Tbk during the 2022–2024 period. The research employs a quantitative approach using multiple regression analysis to examine the relationship between VAT, inflation, and sales revenue. Secondary data were obtained from the company’s financial statements, inflation data from Statistics Indonesia (BPS), and VAT rate information from the Directorate General of T...
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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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PENGARUH FINTECH, LITERASI KEUANGAN DAN GAYA HIDUP HEDONIS TERHADAP PERILAKU KEUANGAN MAHASISWA FAKULTAS EKONOMI DAN BISNIS UNIVERSITAS YPPI REMBANG
Jurnal Ilmiah Serat Acitya
Vol 15
, No 1
(2026)
Perilaku keuangan mahasiswa di Fakultas Ekonomi dan Bisnis Universitas YPPI Rembang diteliti untuk mengidentifikasi dampak fintech, literasi keuangan, dan gaya hidup hedonis. Studi ini memakai pendekatan kuantitatif dengan mengumpulkan data memakai kuesioner. Dengan memakai teknik pemilihan acak bert stratified proporsional, 75 partisipan dipilih sebagai sampel. Regresi linier berganda digunakan untuk analisis data. Hasil penelitian memperlihatkan perilaku keuangan mahasiswa terpengaruh secara p...
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