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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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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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PELATIHAN PENGGUNAAN MICROSOFT WORD PADA SISWA/SISWI DI MIS AL-ISLAMIAH BATU PUTIH, DESA ALILA TIMUR KABUPATEN ALOR, PROVINSI NTT
Lengmani, Isah E
; Ailabui, Maria
; Laaduka, Mikae
; Nenu, Muhammad A.
; Gegung, Kornelius
; Molina, Jon Idrison
; Selly, Julminggu J.
Inovasi Teknologi Informasi Dan Komputer Untuk Masyarakat
Vol 6
, No 1
(2026)
The rapid development of information technology requires elementary school students to possess basic computer and word-processing skills. Microsoft Office Word is widely used in educational and administrative activities; however, initial observations revealed that many students at MIS Al-Islamiah Batu Putih lacked basic knowledge of this application. This community service activity aimed to improve students’ digital literacy and skills in using Microsoft Office Word 2016 through a structured tra...
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ANALISIS PERBANDINGAN MODEL TAFFLER, GROVER DAN ZMIJEWSKI DALAM MEMPREDIKSI KEBANGKRUTAN
Perwira Journal of Economics and Business
Vol 6
, No 1
(2026)
This study aims to determine bankruptcy prediction using the Taffler, Grover, and Zmijewski models for food and beverage companies listed on the Indonesia Stock Exchange for the 2020-2023 period. This study is a quantitative study using secondary data published by the Indonesia Stock Exchange. The research sample consisted of 20 companies. The data collection method used documentation methods with data analysis of bankruptcy prediction calculations using the Taffler, Grover, and Zmijewski models...
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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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Faktor-Faktor yang Mempengaruhi Implementasi SAK EMKM pada UMKM di Kota Semarang
KOMPAK : Jurnal Ilmiah Komputerisasi Akuntansi
Vol 19
, No 1
(2026)
This study aims to analyse the factors influencing the implementation of Financial Accounting Standards for Micro, Small, and Medium Enterprises (MSMEs) in Semarang City. Specifically, it examines the effects of accounting understanding, information technology utilisation, and MSME owners’ perceptions on SAK EMKM implementation, with SAK EMKM socialisation as a moderating variable. The research employs a quantitative approach using primary data collected through questionnaires distributed to 109...
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Analisis Faktor Promosi, Kemudahan Transaksi, dan Kepercayaan terhadap Adopsi SPayLater di Kalangan Generasi Z Kota Semarang
Jurnal Ilmiah Serat Acitya
Vol 15
, No 1
(2026)
Tujuan penelitian adalah untuk mengetahui pengaruh promosi, kemudahan transaksi dan kepercayaan terhadap menggunakan SPayLater. Populasi dalam penelitian ini adalah seluruh masyarakat Generasi Z (usia 18-29 tahun) di Kota Semarang yang menggunakan layanan SPayLater. Jumlah sampel yang digunakan dalam penelitian ini adalah 100 orang yang tersebar di 5 kecamatan yaitu Gunungpati, Banyumanik, Gajahmungkur, Tembalang, dan Pedurungan dengan menggunakan metode purposive sampling dan proporsional rando...
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YOLOv8-Based Waste Classification System with Ultrasonic Trigger for Power Efficiency
Nuraini, Yusna Salma
; Al Zahra, Nabila
; Ilham, Muhammad Faris
; Kuswandi, Irwan
; Bahri, Saeful
; Koeswara, Tya Septiani Nurfauziah
; Nur'aini, Yusna Salma
; Al Zahra, Nabila
; Ilham, Muhammad Faris
; Kuswandi, Irwan
; Bahri, Saeful
; Koeswara, Tya Septiani Nurfauziah
JUISI : Jurnal Ilmiah Sistem Informasi
Vol 5
, No 2
(2026)
Akumulasi limbah yang tidak terkelola secara efektif menimbulkan ancaman serius bagi keberlanjutan lingkungan dan kesehatan masyarakat global, khususnya di kawasan urban padat penduduk. Meskipun teknologi pemilahan sampah otomatis telah berkembang, sistem eksisting sering kali terkendala efisiensi energi yang rendah dan isu higienitas akibat ketergantungan pada kontak fisik atau penggunaan sistem kamera yang aktif terus-menerus (always-on). Penelitian ini bertujuan merancang Sistem Pemilah Sampa...
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HUBUNGAN KECANDUAN SMARTPHONE TERHADAP INDEKS MASSA TUBUH REMAJA DI SURAKARTA
Jurnal Fisioterapi dan Ilmu Kesehatan Sisthana (JUFDIKES)
Vol 8
, No 1
(2026)
Gaya hidup remaja masa kini sangat erat kaitannya dengan penggunaan smartphone, di mana hampir seluruh remaja telah memiliki smartphone pribadi. Penggunaan smartphone yang tidak terkontrol berisiko menimbulkan kecanduan yang dapat berdampak negatif terhadap kualitas hidup remaja. Kondisi ini berdampak pada status gizi yang tidak normal pada remaja, diantaranya kekurangan berat badan (underweight) maupun kelebihan berat badan (overweight). Tujuan penelitian ini adalah mengetahui hubungan kecandua...
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