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Analisis Penerapan Mutual Information pada Klasifikasi Status Studi Mahasiswa Menggunakan Naïve Bayes Situju, Sulfayanti; Nur, Nahya; Halal, Nursan
Journal of Applied Computer Science and Technology Vol 6 No 1 (2025): Juni 2025
Publisher : Indonesian Society of Applied Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52158/jacost.v6i1.1106

Abstract

Early identification of Student Study Status is essential for higher education institutions to implement proactive and strategic measures that facilitate timely completion of studies and mitigate dropout rates. This research intends to predict student study status with the Naïve Bayes method based on the features obtained from the implementation of Mutual Information. Feature selection through Mutual Information seeks to analyse the factors that most significantly impact the classification of student study status. The study status is categorized into three classes: dropout, enrolled, and graduate, based on 36 factors. The Mutual Information approach is employed to diminish data dimensions by discarding less relevant features while preserving critical information based on score values to achieve enhanced predictive accuracy. The selection of appropriate attributes enables the model to maintain simplicity while incorporating critical information aspects that significantly impact performance. Experiments were performed on a dataset comprising student academic variables, with data partitioning ratios of 80:20, 70:30, and 50:50 for training and testing datasets. The classification outcomes utilizing Naïve Bayes, without the use of Mutual Information across the three testing ratios, exhibited the accuracy of 68.29% in the 70:30 data split. Simultaneously, the classification outcomes utilizing Mutual Information across three test ratios are as follows: 71.64% accuracy at an 80:20 ratio with 10 selected attributes, 72.06% at a 70:30 ratio with 10 selected attributes, and the highest accuracy of 72.65% at a 50:50 ratio using 15 attributes. The utilization of the Naïve Bayes method for classifying student study status demonstrates enhanced accuracy when integrated with Mutual Information for feature selection. The findings of this study demonstrate that Mutual Information can streamline data by considering the quantity of attribute selections according to the ranking of their score values.
ANALISIS KEBERHASILAN PENGGUNAAN EDUCATION MANAGEMENT INFORMATION SYSTEM (EMIS) 4.0 MENGGUNAKAN METODE DELONE AND MCLEAN Sofiani, Efin; Mulyani, Evi Dewi Sri; Mufizar, Teuku
JRIS : Jurnal Rekayasa Informasi Swadharma Vol 5, No 1 (2025): JURNAL JRIS EDISI JANUARI 2025
Publisher : Institut Teknologi dan Bisnis (ITB) Swadharma

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.56486/jris.vol5no1.713

Abstract

The Ministry of Religious Affairs launched the REP-MEQR project to improve primary and secondary education management standards. One of its programs is the Education Management Information System (EMIS) application, a data management platform and data collection centre for schools under the Ministry of Religious Affairs. As a new system, it requires input and feedback, both positive and negative. The DeLone and McLean model is widely used to evaluate information systems. This study analyzes the success of using EMIS by applying the DeLone and McLean model. This quantitative research collects data through questionnaires distributed to 117 MT operators in Ciamis Regency. Data processing was carried out using SPSS and SmartPLS applications. The Descriptive analysis for this research uses a Likert scale to measure user perceptions of the six dimensions of DeLone and McLean in EMIS 4.0. The descriptive analysis states that all research indicators for the six dimensions of DeLone and McLean, namely system quality, information quality, service quality, use, user satisfaction, and net benefits, are rated positively. The hypothesis test was conducted to measure the influence between the variables of the DeLone and McLean dimensions. The research results indicate that not all variables influence other variables. Out of the nine hypotheses, only five were accepted. This research can be used as one of the evaluation materials by the Ministry of Religious Affairs based on the opinions of a small portion of EMIS 4.0 users as input to improve the quality of EMIS 4.0 to become an optimal information system as the central school information system in the Ministry of Religious Affairs.Kementerian Agama meluncurkan proyek REP-MEQR untuk meningkatkan standar pengelolaan pendidikan dasar dan menengah. Salah satu programnya adalah aplikasi Education Management Information System (EMIS) sebagai platform pengelolaan data dan pusat pengumpulan data untuk sekolah di Kementerian Agama. Sebagai sistem baru, sistem ini memerlukan masukan serta umpan balik baik yang bersifat positif maupun negatif.  Metode DeLone and McLean banyak digunakan untuk melakukan evaluasi sistem informasi. Penelitian ini bertujuan untuk melakukan analisis keberhasilan penggunaan EMIS dengan menerapkan metode DeLone and McLean. Penelitian ini bersifat kuantitatif dengan mengumpulkan data melalui kuesioner disebarkan kepada 117 operator MTs se-Kabupaten Ciamis. Pengolahan data menggunakan aplikasi SPSS dan SmartPLS. Analisis deskriptif skala likert untuk mengukur persepsi pengguna terhadap enam dimensi DeLone and McLean pada EMIS 4.0. Analisis deskriptif menyatakan semua indikator penelitian untuk keenam dimensi DeLone and McLean yaitu kualitas sistem, kualitas informasi, kualitas layanan, penggunaan, kepuasan pengguna dan manfaat bersih bernilai baik. Uji hipotesa penelitian dilakukan untuk mengukur pengaruh antar variabel dimensi DeLone and McLean. Hasil penelitian menunjukan bahwa tidak semua variabel mempengaruhi variabel lainnya. Dari sembilan hipotesa, hanya lima hipotesa yang diterima. Penelitian ini dapat dijadikan salah satu bahan evaluasi oleh Kementerian Agama dari pendapat sebagian kecil pengguna EMIS 4.0 sebagai masukan untuk meningkatkan kualitas dari EMIS 4.0 agar menjadi sistem informasi yang optimal sebagai pusat sistem informasi sekolah di Kementerian Agama.
Implementation of 360° Virtual Reality using Sky View as Information Media for Infrastructure Infrastructure in Education Sector Latifah, Ayu; Rizal Nurul Hadi, Muhamad
Jurnal Sistem Cerdas Vol. 8 No. 1 (2025)
Publisher : APIC

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37396/jsc.v8i1.451

Abstract

The rapid advancement of information technology has had a significant impact on various sectors, including education. One educational institution in Garut, Yayasan Al Musaddadiyah, faces challenges in effectively conveying information to prospective students. Traditional media such as brochures and pamphlets often fail to provide a comprehensive depiction and better visualization of the facilities and educational environment at the institution. As a solution, this research developed a Virtual Reality (VR) 360° media with a Sky View perspective to visualize the existing facilities and infrastructure at Yayasan Al Musaddadiyah. The study utilized the Multimedia Development Life Cycle (MDLC) method in the VR application development process. MDLC was chosen because it provides a systematic approach at each development stage, from concept to implementation and evaluation. In this research, various multimedia elements such as images, videos, and audio were integrated into the VR application to create an immersive and interactive experience for users. By leveraging VR 360° Sky View technology, prospective students and parents can directly view the educational environment and available facilities at the institution without physically visiting the location. Evaluation results showed that the use of VR-based information media successfully increased the interest and understanding of prospective students towards Yayasan Al Musaddadiyah. Additionally, this application proved effective in expanding the reach of information about the institution, particularly in the increasingly connected digital era. Thus, the development of VR-based information media not only provides a practical solution to the institution’s communication challenges but also opens up new opportunities as a promotional or marketing strategy for educational institutions in the future.
Integration of Sentinel Imagery and Geographic Information System for Analysing Spatial Distribution of Senior and Vocational High School Education Facilities in West Bandung Regency, Indonesia Hadibasyir, Hamim Zaky; Amin, Choirul; Wulandari, Retna Dwi; Maulidianti, Putri; Firdaus, Nada Salsabila
Dinasti International Journal of Management Science Vol. 6 No. 5 (2025): Dinasti International Journal of Management Science (May - June 2025)
Publisher : Dinasti Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.38035/dijms.v6i5.4054

Abstract

Disparity in the distribution of educational facilities in developing regions is an issue to achieve equity in access to education. For example, access to senior high school (SMA) and vocational high school (SMK) has remained unequal across different sub-districts within West Bandung Regency of Indonesia and will pose a problem in attaining 12 years of compulsory education. In this research, the methods of remote sensing and GIS were integrated for analyzing the spatial distribution and accessibility to senior and vocational high school. Using data from Google Maps in 2021 and Sentinel imagery, the ANN and kernel density methods have been used in identifying the distribution pattern, while conducting buffer analysis to map coverages. In fact, there is a clustered distribution in sub-districts like Lembang, Padalarang, and Cipongkor, with isolated sub-districts like Parongpong and Rongga showing huge accessibility gaps where settlement exists over 7.5 km away from the school. These findings raise awareness of the pressing need for concerted infrastructure planning and investment at sub-national levels in pursuit of equal opportunities that are imperative for sustainable development and social equity in developing countries.
Strategy for Securing TNI Information Systems to Face Global Challenges in The Future Dimas, Dimas; Pujiati, Herni
Dinasti International Journal of Management Science Vol. 6 No. 5 (2025): Dinasti International Journal of Management Science (May - June 2025)
Publisher : Dinasti Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.38035/dijms.v6i5.4573

Abstract

The current and future situation and conditions of scientific and technological development have raised the nature of threats to the national defense system. TNI seeks to face all kinds of threats, challenges, obstacles and disturbances that arise against national defense. Pusinfolahta TNI is tasked with preparing information and carrying out data processing on the use of TNI forces in the fields of administration and operations, organizing information technology support and securing information systems. The approach used in this research is a qualitative research method with descriptive analysis method. The results of the study recommend that a TNI Information System Security Strategy is needed in order to face the Global Challenge, through several innovative ideas including training and fostering human resources in the IT field, developing modern technology infrastructure and forming a monitoring team and strengthening TNI information system security. It is expected to support the main task of Pusinfolahta TNI in creating a TNI information system security strategy in facing the Global Challenge both now and in the future.
Promotion of Information Reception Readiness for Ineffective Health Management in The Community with Hypertension Dwiyanti, Faradilah Mulya; Ati, Niken Asih Laras; Susumaningrum, Latifa Aini; Ardhani, Ni Ketut
Jurnal Kesehatan Komunitas Indonesia Vol 5 No 1: April 2025
Publisher : Al-Hijrah Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.58545/jkki.v5i1.380

Abstract

Introduction: Hypertension is a cardiovascular disease in the heart and blood vessels and a serious health problem worldwide. This condition can be characterized by systolic blood pressure ≥ 140 mmHg and diastolic blood pressure ≥ 90 mmHg. An unhealthy lifestyle and a deficit of information account for most of the elements that cause hypertension, and problems arise with ineffective health management. Objective: This study aims to determine the description of community nursing care with Ineffective Health Management: Hypertension in the community of neighborhood 03 in Jumerto Village. Method: This study uses descriptive analysis with a total sampling of 33 samples. Data were collected using a DASH questionnaire, which was carried out before and after the intervention. Data analysis used the Wilcoxon test, with the research results showing a p-value. Result: The results of the intervention showed that there was a significant difference in systolic and diastolic blood pressure before and after the intervention with a significance level (p-value< 0.05), and there is an increase in health education about the hypertension diet with a p-value of 0.000 (p value< 0.05). Conclusion: Health education interventions and demonstrations of giving bay leaf decoction drinks as non-pharmacological therapy can overcome the problem of ineffective health management nursing.
The Role of Job Satisfaction as a Mediator on the Implementation of Human Resource Information System (HRIS) On Employee Performance at PT. Hardo Soloplast Sari, Ella Ayu Puspita; Waskito, Jati
Majapahit Journal of Islamic Finance and Management Vol. 5 No. 1 (2025): Islamic Finance and Management
Publisher : Department of Sharia Economics Institut Pesantren KH. Abdul Chalim Mojokerto

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31538/mjifm.v5i1.364

Abstract

This study investigates the influence of Human Resource Information Systems (HRIS) on employee performance with job satisfaction as a mediating variable at PT. Hardo Soloplast, within the broader context of digital transformation in HR management. Utilizing a quantitative approach and Partial Least Squares-Structural Equation Modeling (PLS-SEM) via SmartPLS 4, the research collected data from 64 randomly selected employees. Results indicate that HRIS significantly enhances both job satisfaction and employee performance, with job satisfaction partially mediating this relationship. While the study confirms the positive impact of HRIS, it treats HRIS as a singular construct without detailing how specific functionalities such as self-service portals, performance tracking, or automated workflows affect satisfaction and performance outcomes. Moreover, the reliance on simple random sampling within a single company limits the generalizability of findings, suggesting that future research should include multi-company comparisons or more diverse sampling strategies. The literature review could be enriched by addressing conflicting evidence and exploring conditions under which HRIS might yield negative effects, such as user resistance or inadequate training. This would provide a more comprehensive and critical understanding of HRIS implementation and its varied outcomes across organizational contexts.
The Effect of Accounting Conservatism and Cash Flow on Cash Holding with Information Asymmetry as a Moderating Variable Fadilah, Annisa; Achyani, Fatchan
Majapahit Journal of Islamic Finance and Management Vol. 5 No. 1 (2025): Islamic Finance and Management
Publisher : Department of Sharia Economics Institut Pesantren KH. Abdul Chalim Mojokerto

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31538/mjifm.v5i1.377

Abstract

Cash is an asset that plays an important role in the running of a company's operational activities. Cash holding is the amount of cash and cash equivalents held by a company to meet operational needs, investments, and other sudden needs. Companies usually hold cash to meet obligations, manage risks, and take advantage of investment opportunities. Cash holding is cash held by a company to meet daily activities. The purpose of this study is to analyze the effect of accounting conservatism and cash flow on cash holding with information asymmetry as a moderating variable. The type of research used is quantitative research with a non-participant observation method. The sample used in this study was 162 energy sector companies listed on the Indonesia Stock Exchange (IDX) for the 2021-2023 period. The sample was determined using the purposive sampling method. This study uses multiple linear regression analysis and is processed using MiniTab 19. The results of the study show that: (1) Accounting Conservatism does not have a significant effect on Cash Holding (2) Cash Flow does not have a significant effect on Cash Holding (3) Information Asymmetry has a significant effect on Cash Holding (4) Information Asymmetry does not strengthen or moderate Accounting Conservatism on Cash Holding (5) Information Asymmetry does not strengthen or moderate Cash Flow on Cash Holding.
The Influence of Accounting and E-Commerce Information Systems on MSME Performance in the City of Surabaya Ramadhana, Nabilah Dita; Handayani, Susi
Majapahit Journal of Islamic Finance and Management Vol. 5 No. 1 (2025): Islamic Finance and Management
Publisher : Department of Sharia Economics Institut Pesantren KH. Abdul Chalim Mojokerto

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31538/mjifm.v5i1.389

Abstract

This study examines how accounting information systems and e-commerce adoption affect the operational performance of MSMEs. As digital transformation and efficient financial reporting become increasingly important for business sustainability, this study investigates their role in enhancing MSME growth. Using a quantitative approach, this study collected data through a survey distributed to MSME owners in Surabaya, Indonesia. Multiple linear regression analysis, conducted using SPSS, showed that a robust accounting system significantly improved market expansion and sales performance. The findings highlight that the integration of digital tools in financial management and the utilization of e-commerce platforms can improve operational efficiency, accuracy, and overall competitiveness for MSMEs in today’s digital economy.
The Effect of Accounting Knowledge, Accounting Training, and Business Experience on the Use of Accounting Information (Empirical Study of MSMEs in Boyolali) Oktaviyanto, Ryan Funky Wahyu; Sasongko, Noer
Majapahit Journal of Islamic Finance and Management Vol. 5 No. 1 (2025): Islamic Finance and Management
Publisher : Department of Sharia Economics Institut Pesantren KH. Abdul Chalim Mojokerto

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31538/mjifm.v5i1.403

Abstract

This study aims to analyze the effect of accounting knowledge, accounting training, and business experience on using accounting information (an empirical study on MSMEs in Boyolali). This research is quantitative with a descriptive approach. The population in this study was all MSMEs in Boyolali. The sampling technique in this study. Using purposive sampling. The number of samples in this study was 100 respondents. This study uses primary and secondary data. The data collection method used in this research is distributing questionnaires via Google Forms. The data analysis technique in this study uses validity test, reliability test, normality test, multicollinearity test, and heteroscedasticity test. The results of this study show that accounting knowledge affects the use of accounting information. Accounting training has no significant effect on the use of accounting information. Business Experience has a significant effect on the Use of Accounting Information.

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