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Muhamad Yusniza Mahendra; Kasih Aprilia

Birokrasi: JURNAL ILMU HUKUM DAN TATA NEGARA 2026 Sekolah Tinggi Ilmu Administrasi (STIA) Yappi Makassar

Parental violence against children constitutes a serious violation of their human rights, as guaranteed by Article 5 of the 1948 Universal Declaration of Human Rights and Article 19 of the 1989 Convention on the Rights of the Child. It is also contrary to Indonesia’s family law system, as set out in Law No. 35 of 2014 on Child Protection. This study aims to analyse the forms of such violence and formulate a holistic, restorative strategy to restore children’s human rights. Using a normative-empirical approach involving the analysis of legal documents, court rulings and 2023 data from the National Commission on Violence Against Women (Komnas Perempuan), which recorded 45,000 cases annually (60% of which involved parents as perpetrators), it was found that effective strategies include medical and psychological rehabilitation via P2TP2A and TF-CBT, and restorative justice through mediation under Supreme Court Regulation (Perma) No. 4 of 2019. Socio-economic support, such as the PKH programme, is also crucial. The main obstacles are patriarchal culture and a regulatory vacuum regarding the KHI. The conclusion emphasises the need for cross-sectoral commitment and makes recommendations including the introduction of mandatory parental counselling, prioritisation of court mediation, sub-district recovery units and large-scale public awareness campaigns. This study contributes to the strengthening of child protection within Indonesian family law.

Damayanti, Nadia; Puspasari, Shinta; Suhandi, Nazori

Teknik: Jurnal Ilmu Teknik dan Informatika 2026 LPPM Sekolah Tinggi Ilmu Ekonomi - Studi Ekonomi Modern

Nature tourism is one of the sectors that plays an important role in supporting the development of regional tourism, including in Lahat Regency, which has significant waterfall tourism potential. Currently, many visitors share their reviews and experiences through digital platforms such as Google Maps. This review can be used as a source of information to understand the public's evaluation of the quality of tourist attractions. This study aims to examine public perception of tourist attractions in Lahat Regency using the Support Vector Machine (SVM) method. Research data were collected through scraping from Google Maps, totaling 500 reviews from five tourist attractions, namely Curup Maung, Curup Buluh, Senyawe Waterfall, Panjang Waterfall, and Green Canyon. The research stages include data preprocessing, consisting of cleaning, case folding, normalization, tokenization, stopword removal, and stemming. After that, feature extraction was carried out using the TF-IDF method and the classification process using the SVM algorithm. Based on the research results, the Support Vector Machine (SVM) method is able to perform sentiment classification quite well, although the accuracy level varies for each tourist attraction. Curup Maung and Panjang Waterfall achieved the highest accuracy level of 90%. Nevertheless, most visitor reviews were dominated by negative sentiments. This indicates that there are still several aspects that need to be improved, particularly related to tourist facilities and services. This research is expected to serve as a consideration for tourism managers and local governments in efforts to improve management quality as well as the development of tourism in Lahat Regency.

Falah Faustabi Akbar; Esti Wulandari; Dika Ayu Safitri

Jurnal Riset Rumpun Ilmu Teknik 2026 Pusat riset dan Inovasi Nasional

Rapid population growth in Sidoarjo Regency has triggered massive land-use changes, resulting in increased surface runoff and reduced performance of the drainage system. This study aims to evaluate the hydraulic capacity of drainage channels in the Pondok Sidokare Indah Housing area against design flood discharges with return periods of 2, 5, and 10 years. The method used is a descriptive quantitative approach, involving hydrological analysis using maximum daily rainfall data from 2015–2025 and hydraulic modeling of the existing channel along 350 meters. The frequency analysis results indicate that the Log Pearson Type III distribution is the most suitable method based on statistical parameters and the Smirnov-Kolmogorov goodness-of-fit test. The calculation of design flood discharge using the rational method yields values of 0.749 m³/s (2-year), 1.003 m³/s (5-year), and 1.164 m³/s (10-year). Meanwhile, the maximum capacity of the existing channel ranges only between 0.534 m³/s and 0.733 m³/s. The comparison between hydrological load and channel capacity shows that all observation points (Sta 0+000 to Sta 0+350) are in overflow condition, even for the lowest return period flood discharge. This condition confirms that the current channel dimensions are no longer adequate and require normalization to mitigate annual flooding in the area.

Suarni; Muhammad Rakib; Mahmuddin

Entrepreneurship Study Programme students at Universitas Negeri Makassar's Faculty of Economics and Business had their digital literacy and relationship-building skills examined to see how they affected their entrepreneurial decision-making. Additionally, it determines if entrepreneurial drive is a factor in the relationship between these variables. Data for the study is collected quantitatively via questionnaires. The 427 students who completed the programme between 2019 and 2024 are the ones included in the study. With a 5% margin of error, 207 students were selected by proportional random sampling using the Slovin algorithm. A Google Form questionnaire was used to gather the data. After that, SmartPLS version 4 was used to analyse the data using the PLS-SEM approach. According to the findings, digital literacy significantly impacts entrepreneurial decision-making for the better. Entrepreneurial decision-making is positively and significantly impacted by the capacity to develop connections. There was a positive and statistically significant association between digital literacy and the capacity to form relationships, which in turn influenced entrepreneurial drive. There was a positive and statistically significant relationship between entrepreneurial motivation and entrepreneurial decision-making. Students' entrepreneurial decision-making is influenced by their entrepreneurial drive, which in turn is influenced by their digital literacy and relationship-building abilities.

Adiesta Zuhdi Rifki Ma’ruf; Hanuring Ayu; Nourma Dewi

Birokrasi: JURNAL ILMU HUKUM DAN TATA NEGARA 2026 Sekolah Tinggi Ilmu Administrasi (STIA) Yappi Makassar

The use of firearms by the Indonesian National Police (Polri) to incapacitate criminals constitutes an exercise of state authority in maintaining public security and order. However, their use often raises legal concerns regarding the limits of police authority, the protection of human rights, and the legal accountability of officers. This study aims to analyze the position of Polri in the use of firearms and to examine the forms of legal responsibility arising from the abuse of such authority.This research employs a normative legal method using statutory and conceptual approaches. Primary, secondary, and tertiary legal materials were analyzed qualitatively. The study focuses on relevant regulations, including Law Number 2 of 2002 concerning the Indonesian National Police, regulations governing the use of force in police actions, and human rights principles in law enforcement. The findings show that the authority to use firearms is an attributive power granted by law to support Polri’s functions of protection, public service, and law enforcement. Firearms may only be used in specific situations as a measure of last resort (ultimum remedium), while adhering to the principles of legality, necessity, proportionality, and accountability. Responsibility for misuse may involve administrative, criminal, and civil liability. Strengthening oversight, improving professionalism, and refining regulations are essential to balance effective law enforcement with human rights protection.

Muhammad Miftah Fathurrohman; Isop Syafei

Perspektif: Jurnal Pendidikan dan Ilmu Bahasa 2026 STAI YPIQ BAUBAU, SULAWESI TENGGARA

This study aims to analyze the forms of tasybīh ḍimnī in Dīwān al-Imām al-Syāfi‘ī by Imam al-Shafi‘i, identify its elements (musyabbah, musyabbah bih, and wajh al-syabah), and examine the Islamic educational values contained within it. This research employs a descriptive qualitative approach using the content analysis method. The data consist of poetic verses containing tasybīh ḍimnī, focusing on 10 representative stanzas selected from 279 poems. The results show that tasybīh ḍimnī is an implicit form of simile that does not explicitly employ comparative particles, but is instead understood through contextual meaning relations. From the perspective of balaghah, this form is characterized by its implicit and argumentative nature, as well as its ability to construct meaning through logical analogy. The elements of tasybīh can still be identified through meaning reconstruction, even though they are not directly stated. Furthermore, the study reveals Islamic educational values encompassing the dimensions of īmān, islām, and ihsān. The value of īmān is reflected in dependence upon Allah, the value of islām in social life practices, and the value of ihsān in the cultivation of moral virtues such as patience and qanā‘ah (contentment). Thus, tasybīh ḍimnī functions not only as an aesthetic element, but also as an integrative educational medium.

Juandi Rizki Ilhami; Cut Khairunnisa; Nina Herlina

Inovasi Kesehatan Global 2026 Lembaga Pengembangan Kinerja Dosen

Clean and healthy living habits (PHBS) is the essence and human right to maintain the continuity of life. Clean and healthy living habits is a set of behaviors that are practiced on the basis of awareness as a result of learning, which makes a person, family, group or community able to help themselves (independently) in the health sector and play an active role in realizing public health. The impacts of families who do not practice PHBS are numerous, this problem comes from unhealthy behavior and environments. Clean and Healthy Living Behavior in Cemparam Lama Village, Bener Meriah Regency, based on the results of observations made by the Mesidah District Health Center, Bener Meriah Regency, in 2022 is 1.8%. The aim of this research is to see the description of clean and healthy living behavior in the household structure in Cemparam Lama Village, Mesidah District, Bener Meriah Regency. This type of research is purely descriptive which aims to see the description of clean and healthy living habits in the family structure in Cemparam Lama Village, Bener Meriah Regency. Results of this research were good knowledge of respondents with a percentage of 93.9%, positive attitudes of respondents with a percentage of 95.6%, and good actions of respondents with a percentage of 94. 7%. Conclusion of this research is that the majority of families in Cemparam Lama Village, Mesidah District, Bener Meriah Regency have a good description of characteristics, knowledge, attitudes and actions regarding Clean and Healthy Living Habits.  

Eko Apriliyanto; Sarno Sarno

Jurnal Teknologi Pangan dan Ilmu Pertanian 2026 International Forum of Researchers and Lecturers

The quality of rice that is suitable for consumption, one of which is determined by the absence of associated components when the rice is in storage. Rice storage is carried out by means of long shelf life and good rice quality. Damage to rice due to pest attacks causes a decrease in quality and quantity. Environmentally friendly efforts are needed to control the rice weevil Sitophilus oryzae using vegetable materials. This study sought to ascertain the death rate of rice weevils treated with lemongrass stem (Cymbopogon citratus), bay leaves (Syzygium polyanthum), and pandan leaves (Pandanus amaryllifolius). The study employed a fully randomized design with three treatments in the form of simplicia plant components. There were 21 study units because each treatment included seven repetitions. Each treatment used 20 rice weevil imago breeding results which were infested in a jar containing 200 g of rice for 4 weeks in the laboratory. The use of pandan leaf, bay leaf, and lemongrass simplicia at 7 days after treatment showed the proportion of rice weevil mortality was 59,29%, 39,29%, and 50,00%, respectively. As for the observations of 14 day after treatments, 21 day after treatments, and 28 day after treatments showed that the mortality rate of all rice beetles was above 50%. Regarding the percentage of rice powder, hollow rice, and rice weight loss, the findings of observations on rice weevil mortality did not reveal any significant variations across all treatments.

Dian Putri Kusumaningtyas; Titik Akriningsih

Jurnal Teknologi Pangan dan Ilmu Pertanian 2026 International Forum of Researchers and Lecturers

This study aims to determine the production process and the level of consumer acceptance of Bandung nagasari cake utilizing stevia as a natural sweetener and butterfly pea flower extract (Clitoria ternatea) as a natural coloring agent. The research employed a quantitative approach with an experimental method through organoleptic testing involving 20 panelists. Data collection techniques consisted of literature review, questionnaires, and organoleptic evaluation covering taste, texture, aroma, and appearance. The obtained data were analyzed using descriptive quantitative analysis with percentage calculations. The findings indicated that the Bandung nagasari formulation containing stevia and butterfly pea flower extract was more preferred than the formulation using granulated sugar. Approximately 90% of panelists preferred the taste attribute due to its healthier perception, while 80% of panelists favored the texture, aroma, and appearance attributes because of the softer texture and the attractive natural coloration produced by the butterfly pea flower extract. Furthermore, the product demonstrated a shelf life of 12 hours at room temperature and up to 3 days under refrigerated storage conditions. The study concludes that the incorporation of stevia and butterfly pea flower extract may serve as an innovative development of traditional Bandung nagasari cake without eliminating its traditional characteristics and shows favorable consumer acceptance.

Hidayat, Miwan Kurniawan; Na'am, Jufriadif; Ernawan, Ferda

Journal of Computing Theories and Applications 2026 Universitas Dian Nuswantoro

Abstract: Detecting chili leaf diseases remains challenging due to the non-uniform manifestation of symptoms, local discoloration, small lesion regions, and visual similarity between disease patterns and natural leaf background variations. Although YOLO-based detectors provide favorable computational efficiency, lightweight variants often struggle to distinguish subtle lesion characteristics, while conventional attention mechanisms such as CBAM primarily rely on global feature aggregation and may overlook regional activation variability. To address these limitations, this study proposes a YOLOv9s-based detection framework integrated with a Region-Dispersion Channel Spatial Attention (RDCSA) module. The proposed module incorporates regional dispersion statistics, namely mean, standard deviation, and range, as channel descriptors to capture inter-region feature variability before applying spatial attention refinement. Experiments were conducted on the COLD dataset containing 532 original images from five chili leaf condition categories using a split-before-augmentation protocol to ensure objective evaluation. RDCSA was integrated at the P5 feature level and evaluated through attention placement analysis, component-wise ablation, sensitivity analysis, stability assessment, and comparison with modern attention mechanisms. The proposed YOLOv9s + RDCSA model achieved an mAP@50 of 0.894, mAP@50–95 of 0.773, precision of 0.858, recall of 0.861, and an F1-score of 0.859 with only a marginal increase in model parameters. The results suggest that regional dispersion-based attention improves feature discrimination while preserving computational efficiency, particularly for disease symptoms characterized by heterogeneous spatial patterns. Nevertheless, performance remains influenced by visually ambiguous symptom categories, indicating that further validation across multiple datasets and field conditions is required. Overall, the proposed RDCSA module enhances detection capability without substantially increasing computational overhead, making it a promising attention mechanism for lightweight plant disease detection systems.

Hariyono Rakhmad; Agus Purwadi; Surateno; Elly Antika

Jurnal Suara Pengabdian 45 2026 LPPM Universitas 17 Agustus 1945 Semarang

Program Pengabdian kepada Masyarakat ini bertujuan meningkatkan kualitas pelayanan pelanggan pada usaha jasa pengetikan Metronet di Kecamatan Ambulu, Kabupaten Jember, melalui optimalisasi tiga fitur produktivitas Microsoft Office: autocorrect, autoformat, dan template dokumen. Tim pelaksana memakai metode riset tindakan partisipatif dengan menggabungkan metode ini dengan pelatihan dan bimbingan. Pelaksanaan program menunjukkan hasil yang jelas pada semua parameter evaluasi. Kemampuan karyawan meningkat sekitar 93,2%. Waktu penyelesaian dokumen berkurang rata-rata 58%. Tingkat kesalahan juga turun menjadi 1,2%. Kapasitas layanan bertambah 40%, dan adanya pelanggan baru dari kecamatan lain yang dapat dilayani. Ditemukan bahwa perbaikan kecil ini dengan tetap terfokus pada perangkat lunak perkantoran sehari-hari mampu mempertajam kualitas pelayanan usaha mikro dan memperluas jangkauan pasarnya dalam waktu relatif singkat.

Fithri Sri Mulyani; Yugi Hilmi; Dita Kumalasari; Puja Oktavia; Siti Azizah

Karya Nyata : Jurnal Pengabdian kepada Masyarakat 2026 Lembaga Pengembangan Kinerja Dosen

Geometry learning at the Junior High School (SMP) level frequently faces challenges due to the abstract nature of the objects, which impacts students' low spatial literacy. This issue is exacerbated by the dominance of conventional teaching methods that lack interactive digital media. This community service activity aims to enhance students' spatial literacy at SMP IT Qoshrul Muhajirin through learning assistance using ethnomathematics-based digibooks. The method employed consists of four stages: Planning, Acting, Observing, and Reflecting. Data were collected through observation, student response questionnaires, as well as pre-test and post-test instruments. The results indicate a significant improvement in students' spatial literacy by 22.70%, with the average score increasing from 43% in the initial stage to 65.70% following the assistance. Furthermore, 91.3% of students provided positive responses regarding the ease of use of the media, and 90.4% felt more motivated in learning. It can be concluded that the use of ethnomathematics-based digibooks is effective as an innovative learning solution capable of integrating digital technology with local cultural values to optimize students' spatial abilities.

Riana Riana; Auffia Nurachsha; Khaira Fitria

Jurnal Publikasi Ilmu Psikologi. 2026 Asosiasi Riset Ilmu Kesehatan Indonesia

Students who silmutaneously work and study often face dual responsibilities that require careful planning of their time between job duties and academic obligations. This scenario can influence academic perfomance, highlighting the importance of effective time management for optimal study outcomes. The present study investigates the influence of study time management on the academic perfomance of working student. A quantitative research method with a correlational design was employed, the study sampled 108 working the sample consisted of students selected via puposive sampling. Data were collected via an online questionnaire consisting of 12 items and acdemic achievment was measured using the responden semester grade point average (GPA). To ensure the instrument was reliable Cronbach’s alpha was calculated, resulting in a value of 0.607, indicating acceptable consistency. Analysis using sample linear regression in spss revealed that study time management significantly and positively affects academic perfomance (p=0.012<0.05). Study time management explains approximately 5.9% of the variance in academic achievement, as indicated by an (R²) of 0.059. whereas the remaining 94.1% is determined by other influences.

Kurnia Sari, Lintang Ayu; Magdalena Nany

Tax avoidance presents a unique challenge, as it is morally acceptable and does not violate the law, yet it is detrimental to the government. There are loopholes (grey areas) in the tax code that are exploited. To further examine the influence of factors including institutional ownership, audit committees, firm age, and debt (leverage) on tax avoidance, this study aims to gather data. The analysis uses multiple regression at a 5% significance level on data obtained from 177 of 59 consumer goods sector companies listed on the IDX for the 2022–2024 period. A partial and statistically significant relationship was found between fiscal policy and factors such as firm age, institutional ownership, audit committees, and leverage. Penghindaran pajak menghadirkan tantangan khusus, karena secara moral dapat diterima serta tidak pemerintah tidak melanggar hukum, namun merugikan pemerintah. Ada celah (grey area) dalam kode pajak yang dimanfaatkan. Guna mempelajari lebih lanjut berkaitan dengan berpengaruhnya faktor termasuk kepemilikan institusional, komite audit, firm age, serta utang (leverage) atas penghindaran pajak, penelitian ini bermaksud untuk mengumpulkan fakta. Analisis menggunakan regresi berganda pada tingkat signifikansi 5% pada data yang diperoleh sebanyak 177 dari 59 perusahaan sektor barang konsumsi terdaftar di BEI periodisasi 2022-2024. Ditemukan hubungan parsial serta sinifikan secara statistik kebijakan fiskal serta faktor seperti umur perusahaan, kepemilikan institusional, komite audit, serta leverage.

Budi Andresi; Nadine Sandra Agustina; Dita Septyana

JURNAL WILAYAH, KOTA DAN LINGKUNGAN BERKELANJUTAN 2026 Fakultas Teknik Universitas Cenderawasih

Post-disaster settlement recovery requires more than the provision of permanent housing; it demands an integrated approach covering social, economic, institutional, environmental, and disaster risk reduction dimensions. This study analyzes the Settlement Planning Document (RPP) of the Sibalaya Selatan Satellite Permanent Resettlement Area (Huntap) in Sigi Regency, Central Sulawesi, which accommodates 118 households displaced by the 2018 Palu liquefaction disaster. The research examines the RPP as a participatory planning instrument for sustainable post-disaster recovery. A qualitative participatory approach using the Community Action Plan (CAP) method was conducted from July to November 2024 through focus group discussions, participatory workshops, formation of a Core Planning Team (TIP), field observations, document reviews, and public consultations. Data were analyzed using descriptive, infrastructure, spatial, and strengths-problems-opportunities-challenges frameworks. The findings reveal that community social capital, reflected in active organizations, social networks, and digital communication infrastructure, has been transformed into economic capital. In addition, four dimensions of community resilience economic, social, communication, and competence capacities were identified at varying levels of development. The TIP also played a strategic role in integrating the RPP into village and regional development planning. The resulting RPP contains 39 priority programs valued at approximately IDR 340.6 million for 2024-2028 across infrastructure, economic, social-environmental, and disaster risk reduction sectors. The study demonstrates that the CAP approach effectively supports sustainable settlement development and offers a replicable model for post-disaster resettlement areas in Indonesia.

Tito Arie Ananta Mahendra; Agus Winarno; Rety Winonazada; Harjuni Hasan; Tommy Trides

Jurnal Sains dan Teknologi 2026 Fakultas Teknik Universitas Cenderawasih

PT. Bukit Baiduri Energi (BBE) is a coal mining company that utilizes hauling roads as the main infrastructure for material transportation. This study focuses on a 1.7 km road segment selected as the object of technical evaluation. The objective of this research is to analyze the effect of road geometry improvements on hauling time efficiency and equipment productivity. The method employed includes direct field measurements and calculations of operational parameters such as travel time, cycle time, and productivity. The results indicate that improvements in road grade reduced travel time from 10.13 minutes to 9.86 minutes. This reduction was followed by a decrease in cycle time from 16.29 minutes to 16.22 minutes. In addition, productivity increased from 65.4 bcm/hour to 66.69 bcm/hour. Also, improvements in curve radius and superelevation were implemented on the hauling road. These improvements resulted in a further decrease in travel time from 9.86 minutes to 8.6 minutes. Consequently, the cycle time also decreased from 16.22 minutes to 16.18 minutes. The productivity of hauling equipment increased from 66.69 bcm/hour to 67.02 bcm/hour. Overall, the evaluation of road geometry provided a positive contribution to operational performance. The productivity of overburden removal increased from 65.4 bcm/hour to 67.02 bcm/hour, representing an improvement of 2.48%.

Annisa Alfath; Moh. Mas’ud Arifin; Dadan Mardani

Al-Tarbiyah: Jurnal Ilmu Pendidikan Islam 2026 STAI YPIQ BAUBAU, SULAWESI TENGGARA

The character crisis among students has become a serious concern, marked by the rise of deviant behaviors such as bullying, drug abuse, and criminal acts committed by minors. This phenomenon underscores the urgent need to strengthen religious character through the active role of teachers in the school environment. This study aims to describe the role of teachers in shaping the religious character of Grade III students at Madrasah Ibtidaiyah Ma'had Al-Zaytun, as well as to identify the supporting and inhibiting factors in the character formation process. A qualitative approach was employed, with data collected through in-depth observation, interviews, and documentation. Research subjects were determined using snowball sampling, while data validity was verified through source triangulation, technique triangulation, and time triangulation. The findings reveal that teachers play multiple strategic roles in shaping students' religious character, including acting as educators, instructors, mentors, motivators, evaluators, facilitators, and advisors, as well as serving as role models and fostering habitual religious practices. Supporting factors in religious character formation include the availability of school facilities and infrastructure, along with various religious activities within the school environment. Inhibiting factors consist of internal factors related to students' individual characteristics and external factors stemming from the home environment. These findings affirm that the teacher's role is multidimensional and requires synergy between the school and family environment to effectively cultivate strong religious character in students.

Halawa, Fransisco Lucky; Heriansyah, Rudi; Permatasari, Indah

Teknik: Jurnal Ilmu Teknik dan Informatika 2026 LPPM Sekolah Tinggi Ilmu Ekonomi - Studi Ekonomi Modern

This study analyzes netizen sentiment concerning the 17+8 public aspirations circulating the digital platform X spanning the period from August 18 through October 31, 2025. 1,837 comments obtained through scraping method. Classification Research stages include data preprocessing, sentiment weighting based on lexicon, and feature extraction using TF-IDF. Data 80% used for learning purposes and the remaining 20% utilized for validation. The findings reveal that the majority of comments, amounting to 81.14%, contained negative sentiment, while the remaining 18.86% were positive. The outcomes demonstrate that community reactions toward the 17+8 People's Demands were dominated by unsupportive views. From a theoretical standpoint this scholarly work offers to enriching knowledge concerning public opinion classification on political issues through a computational approach, while also serving as a reference for future research focused on improving the accuracy of sentiment analysis related to political dynamics and the behavior of state institutions.

Syufa’a, Niha; Juwari, Juwari; Yamin, Muhammad Ikrar; Soderi, Ahmad; Rinaldo, Rinaldo

Teknik: Jurnal Ilmu Teknik dan Informatika 2026 LPPM Sekolah Tinggi Ilmu Ekonomi - Studi Ekonomi Modern

 Education in vocational high schools (SMKs) requires effective data management to improve students’ academic achievement and discipline. At SMK Islam Secang, students’ academic scores and attendance data have so far functioned merely as administrative archives, making it difficult to identify patterns of student performance. This study aims to classify students based on academic achievement and discipline by applying the K-Means Clustering algorithm using RapidMiner. The data used in this study consist of scores from six subjects and attendance records of 35 students from the Light Vehicle Engineering (TKR) department over two semesters. The data were obtained from original school records, compiled using Microsoft Excel, and processed in RapidMiner. The clustering process employed four clusters for academic achievement and two clusters for discipline, with Euclidean Distance used as the similarity measure. The results show that in the first semester, students were grouped into four academic achievement clusters: high achievement (6 students), moderate achievement (7 students), potentially problematic (14 students), and problematic (8 students). In the second semester, the distribution changed to high achievement (19 students), moderate achievement (14 students), potentially problematic (4 students), and problematic (1 student). Meanwhile, student discipline was divided into two clusters: disciplined (31 students) and undisciplined (4 students). These results demonstrate that K-Means Clustering is effective in mapping student conditions, revealing patterns in academic performance and attendance, and supporting educational evaluation, learning planning, and early detection of students who require academic or disciplinary intervention. Keywords: Data Mining, K-Means Clustering, Academic Achievement, Discipline, RapidMiner, Vocational High School (SMK)

Yeni Sirinding; Anwar Ramli; Uhud Darmawan Natsir; Romansyah Sahabuddin; Rezky Amalia Hamka

. Penelitian ini bertujuan untuk menganalisis pengaruh motivasi dan disiplin kerja terhadap kinerja pegawai pada Badan Pengembangan Sumber Daya Manusia (BPSDM) Provinsi Sulawesi Selatan secara parsial dan simultan. Fokus utama penelitian ini adalah untuk mengetahui sejauh mana motivasi dan disiplin kerja mampu meningkatkan kinerja pegawai dalam melaksanakan tugas dan tanggung jawabnya. Penelitian ini menggunakan pendekatan kuantitatif dengan jenis penelitian asosiatif. Populasi dalam penelitian ini adalah seluruh pegawai BPSDM Provinsi Sulawesi Selatan, dengan teknik pengambilan sampel menggunakan probability sampling dan penentuan jumlah sampel menggunakan rumus Slovin dengan tingkat kesalahan 5%, sehingga diperoleh sebanyak 91 responden . Pengumpulan data dilakukan melalui kuesioner, observasi, dan dokumentasi. Analisis data menggunakan regresi linear berganda dengan pendekatan statistik untuk menguji pengaruh variabel independen (motivasi dan disiplin kerja) terhadap variabel dependen (kinerja pegawai). Hasil penelitian menunjukkan bahwa motivasi dan disiplin kerja berpengaruh terhadap kinerja pegawai, baik secara parsial maupun simultan, sehingga peningkatan motivasi dan disiplin kerja akan berdampak pada peningkatan kinerja pegawai di lingkungan BPSDM Provinsi Sulawesi Selatan.