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Penerapan Metode K-Means Clustering Dalam Menentukan Predikat Kelulusan Mahasiswa Untuk Menganalisa Kualitas Lulusan

Novita Sari, Venny, Yupianti, Yupianti, Maharani, Dewi
Abstract: Abstract: The increasing number of students who graduated each year causes a lot of student data that need to be processed, causing difficulties in grouping the data. In this research apply Data Mining by using Clustering… g method to classify the quality of graduate students of Faculty of Computer Science Dehasen University of Bengkulu based on GPA and Study Program. The algorithm used is K-Means Clustering, where the data are grouped based on the same characteristics will be entered into the same group and the data set entered into the group does not overlap. Information displayed in the form of group ?? a group of graduate students who dominate the Study Program, so it is known to the group that has the best graduate quality. The results of this study will assist the University in analyzing the quality of graduated students and the most potential study programs. Software used to help this grouping is Rapid Miner. Keywords: K-Means Clustering, Study Program, Graduate Quality, Rapid Miner   Abstrak: Semakin meningkatnya jumlah mahasiswa yang diluluskan setiap tahunnya menyebabkan banyaknya data mahasiswa yang perlu diolah sehingga menyebabkan kesulitan dalam pengelompokan data tersebut. Pada penelitian ini menerapkan Data Mining dengan menggunakan metode Clustering untuk mengelompokkan kualitas lulusan mahasiswa Fakultas Ilmu Komputer Universitas Dehasen Bengkulu berdasarkan IPK dan Program Studi. Algoritma yang digunakan yaitu K-Means Clustering, dimana data dikelompokkan berdasarkan karakteristik yang sama akan dimasukkan ke dalam kelompok yang sama dan set data yang dimasukkan ke dalam kelompok tidak tumpang tindih. Informasi yang ditampilkan berupa kelompok – kelompok lulusan mahasiswa yang mendominasi Program Studi, sehingga diketahui kelompok yang memiliki kualitas lulusan terbaik. Hasil penelitian ini akan membantu pihak Universitas dalam menganalisa kualitas mahasiswa yang diluluskan dan program studi yang paling berpotensi diminati. Software yang digunakan untuk membantu pengelompokan ini adalah Rapid Miner.   Keyword:  K-Means Clustering, Program Studi, Kualitas Lulusan, Rapid Miner    

PENERAPAN METODE BACKPROPAGATION UNTUK MEMPREDIKSI JUMLAH KUNJUNGAN WISATAWAN BERDASARKAN TINGKAT HUNIAN HOTEL

Aulia, Romy
Abstract: Tourism is one of the most important factors for the revenue of an area. To attract the interest of tourists takes some supporting factors, one of which is the hotel or the guesthouse. In the process of prediction of tourists… rists visit, required data the number of tourists staying in order to predict for the next time. The prediction method used in this system is a method of Backpropagation Neural Network based on time series data forecasting component variansi random or random process beginning with autocorrelation for determination of input variables. Method of Backpropagation itself is known quite well used in the forecasting of time series data. The result of the method of Backpropagation is a number of predictions that tourists visit can be a reference for related officials in taking decisions for the period ahead.  

PENENTUAN PRIORITAS KPI UNTUK PERFORMANCE MEASUREMENT PEMELIHARAAN PLTA MENGGUNAKAN METODE ANALYTICAL HIERARCY PROCESS (AHP)

Meri, Mufrida, Dila, Vera
Abstract: Abstract : Currently hydropower is a power plant that has a high potential to be developed in Indonesia because it has an adequate water source. Evaluation of plant maintenance performance becomes one important factor because… cause it is one of the company's strategy to achieve its goals. For that we need a method to determine the priority of KPI where the company prioritized that can provide a balanced point of view of the overall system performance one of them is by implementing Analytical Hierarcy Process (AHP). Based on the AHP method of 16 KPIs consisting of 6 KPIs for Corporate Level, 6 KPIs for Strategic Level and 4 KPIs for Functional Level. From the results of the assessment of respondents involved KPI is the most prioritized PLTA LubukGadang Power Plant, South Solok Regency is known that the most priority factor companies at corporate level that is the number of kWh produced with a weight of 0.420. For strategic level that is capacity factor with weight 0,478 while for functional level that is rework maintenance with weight equal to 0,540. KeyWord :Decision Support System, KPI, AHP,CompanyStrategy, Weighting Abstrak :Saat ini PLTA merupakan pembangkit listrik yang memiliki potensi yang tinggi untuk dikembangkan di Indonesia karena memiliki sumber air yang memadai.Evaluasi kinerja pemeliharaan pembangkit menjadi salah satu faktor yang penting karena merupakan salah satu strategi perusahaan untuk mencapai tujuannya.Untuk itu diperlukan suatu metode untuk menentukan prioritas KPI mana yang diprioritaskan perusahaan yang dapat memberikan sudut pandang yang seimbang terhadap keseluruhan system kinerja salah satu diantaranya adalah dengan mengimplementasikan Analytical  Hierarcy Process (AHP). Berdasarkan metode AHP dari 16 KPI yang terdiri dari 6 KPI untuk Corporate Level, 6 KPI untuk Strategic Level dan 4 KPI untuk Functional Level. Dari hasil penilaian responden yang terlibat didapatkan KPI  yang paling diprioritaskan PLTA Unit Pembangkit Listrik Lubuk Gadang, Kabupaten Solok Selatan  diketahui bahwa faktor yang paling diprioritaskan perusahaan pada corporate level yaitu banyaknya kWh yang diproduksi dengan bobot 0,420. Untuk strategic level yaitu capacity factor dengan bobot 0,478 sedangkan untuk functional level yaitu maintenance rework dengan bobot sebesar 0,540. KeyWord :Sistem Pengambilan Keputusan, KPI, AHP, strategi perusahaan, pembobotan

Analisis Konten Kemampuan Berpikir Tingkat Tinggi (HOTS) Dalam Buku Matematika Kelas VII Kurikulum Merdeka

Juwita, Nazwa Alyanda Putri, Luri Nursucita, Nita Kurnia Sari, Hera Azhari Bangun, Maisahara Dalimunthe, Elfira Ramhadani
Abstract: Penelitian ini bertujuan untuk menganalisis konten latihan dan soal yang merepresentasikan kemampuan berpikir tingkat tinggi (HOTS) pada buku teks Matematika kelas VII SMP terbitan Kementerian Pendidikan, Kebudayaan, Riset,… et, dan Teknologi sebagai bahan ajar Kurikulum Merdeka. Anifarka & Rosnawati (2023) menyatakan bahwa buku teks yang berkualitas seyogianya mampu memfasilitasi perkembangan kognitif peserta didik selaras dengan capaian pembelajaran yang ditetapkan. Metode yang diterapkan dalam kajian ini adalah analisis isi dengan pendekatan deskriptif kualitatif. Instrumen analisis merujuk pada dimensi kognitif C4 (Menganalisis), C5 (Mengevaluasi), dan C6 (Menciptakan) berdasarkan revisi taksonomi Bloom oleh Anderson & Krathwohl (2001). Temuan penelitian mengindikasikan bahwa dari total 485 butir soal dan aktivitas yang tersebar pada enam bab, sebanyak 147 butir (30,31%) tergolong dalam kategori HOTS. Distribusi HOTS tertinggi ditemukan pada Bab 5 tentang Persamaan dan Pertidaksamaan Linear Satu Variabel (38,46%), sedangkan terendah pada Bab 1 tentang Bilangan (22,80%). Level kognitif yang paling dominan adalah C4-Menganalisis (58,50%), diikuti C5-Mengevaluasi (28,57%), dan C6-Mencipta (12,93%). Temuan ini mengindikasikan bahwa buku teks Kurikulum Merdeka telah mengintegrasikan HOTS secara lebih sistematis dibandingkan kurikulum sebelumnya (Fanani, 2018)meskipun proporsinya perlu ditingkatkan untuk memenuhi tuntutan pembelajaran abad ke-21. This study aims to analyze the content of exercises and questions representing higher-order thinking skills (HOTS) in the Mathematics textbook for grade VII junior high school published by the Ministry of Education, Culture, Research, and Technology as teaching materials for the Independent Curriculum. Anifarka & Rosnawati (2023) stated that a quality textbook should be able to facilitate students' cognitive development in line with the established learning outcomes. The method applied in this study is content analysis with a qualitative descriptive approach. The analysis instrument refers to the cognitive dimensions C4 (Analyzing), C5 (Evaluating), and C6 (Creating) based on the revised Bloom's taxonomy by Anderson & Krathwohl (2001). The research findings indicate that of a total of 485 questions and activities spread across six chapters, 147 items (30.31%) are classified as HOTS. The highest HOTS distribution was found in Chapter 5 on Linear Equations and Inequalities with One Variable (38.46%), while the lowest was in Chapter 1 on Numbers (22.80%). The most dominant cognitive level is C4-Analyzing (58.50%), followed by C5-Evaluating (28.57%), and C6-Creating (12.93%). This finding indicates that the Independent Curriculum textbooks have integrated HOTS more systematically than the previous curriculum (Fanani, 2018), although the proportion needs to be increased to meet the demands of 21st-century learning. 

Tasyabbuh dalam Perayaan Valentine: Kajian Hadis dan Persepsi Generasi Z Muslim Indonesia

Gabrani, Pastrian, Nasrulloh Nasrulloh
Abstract: This study examines the Islamic legal status of Valentine's Day celebrations through a hadith based approach and explores how Indonesian Muslims understand the phenomenon. The study addresses the tension between the prohibition… ibition of tasyabbuh in the hadith “Man tasyabbaha bi qaumin fahuwa minhum” and the growing practice of Valentine's Day celebrations among young Muslims. Using a sequential mixed-methods design, the study combines desk research including analysis of the sanad, matn, and fiqh of hadith from six journal articles and one primary hadith source with an online survey of 47 Indonesian Muslims aged 16–28 selected through purposive and snowball sampling. The textual analysis found that the hadith is hasan (Islamic law) and that the prohibition of tasyabbuh specifically relates to the imitation of religious symbols and rituals, not all forms of cultural practices. The survey findings support this conclusion: most respondents understand the hadith (80.9%), have never actively celebrated Valentine's Day (89.3%), and believe the prohibition applies primarily to religious or symbolic imitation (55.3%). This study concludes that the primary concern among contemporary Indonesian Muslims is not the religious origins of Valentine's Day, but rather the associated practices, particularly khalwat, which risk violating sharia principles.

Differences in Growth and Yield Responses of Several Cayenne Pepper (Capsicum frutescens L.) Varieties in Cocoa (Theobroma cacao L.) Interrows

Nazatul Bairia, Hilda Pratiwi, Mizan Maulana
Abstract: This study aimed to analyze the response of several cayenne pepper varieties (Capsicum frutescens L.) on the growth and yield of cayenne pepper cultivated in the cocoa (Theobroma cacao L.) alley cropping system. The research… arch was conducted from April to July 2025 at Mon Jambe Village, Jeumpa District, and the Kopbun Suka Tani Sejahtera Business Research Center, Kota Juang District, Bireuen Regency. The experiment employed a Randomized Block Design (RBD) with four varieties as treatments and three replications, resulting in 12 experimental units. The tested varieties were Rajo, Genie, Bara, and Tetra Hijau. Data were collected through observations of plant height, number of leaves, number of fruits, fruit weight, and fresh biomass weight, and were analyzed using analysis of variance (ANOVA) to determine differences among treatments. The results showed that the varietal factor had a highly significant effect on leaf number and a significant effect on fruit number and fruit weight. The Bara variety exhibited the most adaptive and productive performance under the cocoa alley cropping system, as indicated by superior vegetative growth and yield compared to other varieties. The novelty of this study lies in emphasizing that varietal selection is a key factor in optimizing the utilization of cocoa alley spaces for cayenne pepper cultivation. These findings are expected to provide a scientific basis for developing cayenne pepper cultivation technologies in cocoa alley systems and to serve as a reference for further research on adaptive variety development under such environmental conditions.

Principles of Emotions Affecting Learning and Social Learning in Elementary School

Resyi Abdul Gani, Asep Supena
Abstract: This study aims to develop a comprehensive constellation model and identify optimal strategies for strengthening lecturers’ professional commitment in the largest private universities in Bogor. Penelitian ini mengkaji secara&#8230; secara mendalam bagaimana emosi dan belajar sosial memengaruhi proses pembelajaran di sekolah dasar melalui perspektif neuropedagogik dan brain‑based learning. A mixed methods approach was used by combining quantitative analysis (meta-analysis of 173 respondents and 47 indicators of NP, EC, OB, MS, BS) and descriptive qualitative analysis using thematic analysis techniques on semi-structured interviews with five elementary school teachers. The meta-analysis results showed a very strong average effect of the latent construct relationship (t(128) = 12.92; p < 0.001; r ≈ 1.00) with almost zero heterogeneity (Qₑ(128) = 1.67; τ² = 0; I² = 0%), and no significant moderating effects were found for all indicators; the partial meta-regression coefficients for all items were very close to zero and the R² value was 0.000. Qualitatively, three main themes emerged: (1) positive emotions as the foundation of learning readiness, (2) social interaction as a reinforcement of meaning formation, and (3) contextual learning that integrates cognitive, emotional, and social dimensions. Although most teachers have not yet mastered the concepts of neuropedagogy and brain-based learning theoretically, they have intuitively implemented its principles through motivation, praise, humor, group work, collaborative projects, and learning experiences relevant to students' real lives. These findings support the latest theory that places emotions and social interactions as the main drivers of brain function in learning (Immordino Yang, 2016; Tyng et al., 2017; Vygotsky, 1978; Jensen, 2008), and emphasizes the importance of strengthening teachers' competence in understanding and designing brain- and emotion-based learning to support the holistic development of elementary school students.

Optimizing The Strengthening Of Lecturer’s Professional Commitment Based On Local Wisdom And Organizational Support

Fitri Anjaswuri, Soewarto Hardhienata, Suhendra Suhendra
Abstract: This study aims to construct an integrated constellation model and determine optimal strategies for reinforcing lecturers’ professional commitment at leading private universities in Bogor. Utilizing the POP-SDM (Modeling&#8230; ng and Optimization of Management Resources) framework, the research integrates elements of local wisdom and organizational support within a systemic approach to human resource development. The exploratory qualitative phase involved in-depth interviews and focus group discussions to uncover major determinants influencing professional commitment. From the thematic analysis, four principal variables emerged—teamwork, organizational climate, religiosity, and work motivation—which were validated through expert judgment. Quantitative verification was subsequently performed using the Partial Least Squares–Structural Equation Modeling (PLS-SEM) technique to examine both direct and indirect relationships among constructs. The analysis confirmed that all variables exert positive and significant effects on lecturers’ professional commitment, with work motivation being the most dominant factor. To refine improvement priorities, the SITOREM (Scientific Identification Theory for Conducting Operational Research in Educational Management) method was applied, identifying indicators that should be improved, maintained, or further developed. The findings offer empirical and practical insights, including: (1) a validated POP-SDM–based commitment model combining cultural and organizational dimensions; (2) evidence-based strategies to enhance lecturer professionalism; and (3) an optimization framework to guide sustainable lecturer development in higher education institutions.

Analysis of the Influence of Audit Service Quality on Auditee Satisfaction in the Internal Audit Division

Zulhendrianto, Khairani Ratnasari Siregar
Abstract: The increasing complexity and dynamics of the business environment at local, regional, and global levels have driven PT PLN (Persero)’s Internal Audit Unit (SPI) to adopt a Purpose-Driven Internal Audit approach, positioning&#8230; ioning the audit function as a strategic partner for long-term organizational success. However, the Internal Stakeholder Satisfaction Index for assurance services in the Construction, Generation, and New Renewable Energy Audit Division (AKP) fell short of its targets in 2023 and 2024. This study aims to analyze the impact of audit service quality—comprising tangibles, reliability, responsiveness, assurance, and empathy—on auditee satisfaction. Using a quantitative approach with PLS-SEM and Importance–Performance Map Analysis (IPMA), data were collected from AKP Division auditees in 2024. The results show that all dimensions of audit service quality positively and significantly influence satisfaction, with responsiveness and empathy being the most dominant factors. The findings offer practical insights for SPI PLN in prioritizing service improvements based on user perceptions and provide theoretical support for the SERVQUAL model as a key psychological mechanism in fostering satisfaction within trust-based professional services

Bibliometric Analysis on Islamic Entrepreneurship, Islamic Finance and Sustainable Development Goals (SDGs): Study Based on the Scopus Database

Neni Hardiati Tresna
Abstract: Objectives - Intellectual curiosity about Islamic entrepreneurship, Islamic finance and Sustainable Development Goals (SDGs) whose issues have increased recently in various sharia sectors. Design/Methodology/approach - Based&#8230; ased on the scopus database, descriptive bibliometric analysis with the visualization tool VosViewer was used to assess 385 documents on Islamic entrepreneurship, Islamic Finance and SDGs, which peaked in 2024 based on the period of 2010-2024. Findings- This study found many articles on Islamic entrepreneurship, Islamic finance and the SDGs. According to this study, Malaysia is the country that publishes the most publications of this research compared to other countries. Then the University of Brunei Darussalam was the most prolific affiliate to publish articles on this. The history of article production growth that started from 2010-2024, continues to increase and peaks in 2024, with 55 documents and the lowest number of documents in 2010 with 10 published documents. This is increasing because there may be a need for sharia synergy to increase Islamic entrepreneurship in Islamic finance and sustainable development (SDGs). Romadoni, V as the most prolific writer about this research. Islamic entrepreneurship, Islamic finance and SDGs provide the potential for sustainable development and is in line with the goals of sharia, namely maqashid sharia for the benefit of the ummah, this encourages sustainable development (SDGs) through Islamic entrepreneurship and Islamic finance. Practical Implications - Research can be used as a useful research proposal for future researchers who use bibliometric methods in systematic literature review by introducing the network of various variables related to this research, then by getting to know famous authors in the field can provide opportunities to collaborate for further research. In addition, this study makes it easier for future researchers to be able to expand even more by looking at the variables obtained in this study as gaps to be researched further.