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| No | Judul & Abstrak | Penulis & Afiliasi | Jurnal & Edisi | Metadata |
|---|---|---|---|---|
| 461 |
PERKEMBANGAN PENERAPAN KURIKULUM MERDEKA DI SEKOLAH MENENGAH : TINJAUAN LITERATUR SISTEMATIS
Lihat AbstrakAbstract: The curriculum launched by the government in 2022 serves to provide opportunities for school environments to ensure the continuity of teaching and learning activities in accordance with their available facilities and capabilities. This research aims to contribute by employing a systematic approach to monitoring various learning activities related to the operation or implementation of the Kurikulum Merdeka (Independent Curriculum) in secondary schools, which also allows for the discovery of best practices and useful strategies applicable across various contexts of curriculum implementation. This study is designed to conduct a further review with the objective of gaining a deeper understanding of the implementation of the Kurikulum Merdeka within the secondary school environment, utilizing reference materials published in the most recent period from 2022 to 2025. The most frequently encountered difficulties or issues identified include: (1) teachers' difficulties in time management and preparing more varied materials; (2) insufficient teacher readiness in delivering the curriculum, necessitating additional training; (3) a lack of high-level digital literacy among teachers required to integrate technology into the classroom; and (4) limited space for students to develop local cultural practices. Keywords: Kurikulum Merdeka, Influence, Secondary School Abstrak: Kurikulum yang telah di luncurkan oleh pemerintah sejak tahun 2022 memiliki fungsi untuk memberikan peluang terhadap lingkungan sekolah guna untuk keberlangsungan kegiatan belajar mengajar sesuai dengan fasilitas dan kesanggupan yang mereka miliki. Penelitian ini ingin berkontribusi dengan melakukan pendekatan yang sistematis dalam memantau berbagai kegiatan belajar terkait pengoperasian atau implementasi kurikulum merdeka di sekolah menengah juga memungkinkan untuk menemukan praktik terbaik dan strategi yang cukup berguna yang dapat di terapkan di berbagai konteks yang mengandung pengimplementasian kurikulum merdeka dalam kegiatan belajar dan mengajar. Penelitian ini adalah sebuah penelitian yang diciptakan untuk meninjau secara lanjut dengan mengharapkan tujuan untuk mengetahui lebih mendalam akan implementasi Kurikulum Merdeka di lingkungan Sekolah Menengah. Artikel yang penulis jadikan bahan kajian adalah periode tahun terbit terbaru 2022-2025. Kesulitan atau masalah yang paling sering dijumpai adalah: (1) Kesulitan guru dalam memanajemen waktu dan mempersiapkan materi yang lebih variatif; (2) Kesiapan guru dalam pengajaran kurikulum merdeka masih kurang dan perlu pelatihan tambahan; (3) Kurangnya pengetahuan guru akan literasi digital yang tinggi guna mengintegrasikan teknologi di lingkungan kelas; (4) Kurangnya ruang untuk siswa dalam mengembangkan budaya daerah. Kata Kunci: Kurikulum Merdeka, Pengaruh, Sekolah Menengah |
Tri Uli Romaito Manik (Universitas Negeri Medan); M. Rizki Ramadhan (Universitas Negeri Medan); Mahanta Ginting (Universitas Negeri Medan); Jeriko Hasudungan Siahaan (Universitas Negeri Medan); Fachri Ramadhan (Universitas Negeri Medan); Dimas Pranata (Universitas Negeri Medan) |
JOURNAL OF SCIENCE AND SOCIAL RESEARCH Vol 9 No 2 (2026) |
Hal: 1959-1964 [PDF] |
| 462 |
PATOLOGI EKSEKUSI KURIKULUM NASIONAL: TINJAUAN SISTEMATIS KESIAPAN SEKOLAH (KTSP - KURIKULUM MERDEKA)
Lihat AbstrakAbstract: Education is a crucial foundation for development, yet system reforms are frequently impeded by the gap between policy theory and practical reality. This study presents a systematic review of national educational curriculum execution pathology, focusing on the transition from the School-Based Curriculum (KTSP) to the Emancipated Curriculum (Kurikulum Merdeka) in Indonesia. The primary issue explored is the structural, regulatory, and cultural gap between central government policy design and grassroots school ecosystem readiness. Utilizing a Systematic Literature Review (SLR) based on PRISMA 2020 guidelines, analysis was conducted on indexed international literature published between 2019 and 2026. Results reveal that curriculum implementation failures are frequently rooted in "policy pathology," where radical pedagogical shifts are not proportionally balanced with capacity building and infrastructure. Findings specifically indicate dual-policy fatigue, pedagogical distortion burdening educators with complex administrative tasks (like designing Teaching Modules and diagnostic assessments), weak instructional leadership, and resource disparities between urban and rural schools. Ultimately, this paper proposes adapting the Integrated Curriculum Implementation Model (IDCI) centered on four main subsystems: long-term regulatory stability, curriculum content alignment, organic peer collaboration, and supportive school ecosystems to bridge the curriculum implementation gap. Keywords: Policy Pathology, School Readiness, Emancipated Curriculum, Curriculum Implementation. Abstrak: Pendidikan merupakan fondasi krusial bagi peradaban, namun reformasi sistemnya sering terhambat oleh kesenjangan antara teori kebijakan dan realitas di lapangan. Penelitian ini menyajikan tinjauan sistematis mengenai patologi eksekusi kebijakan kurikulum pendidikan nasional, berfokus pada transisi dari Kurikulum Tingkat Satuan Pendidikan (KTSP) hingga Kurikulum Merdeka di Indonesia. Masalah utamanya adalah kesenjangan struktural, regulasi, dan kultural antara desain kebijakan pemerintah pusat dan kesiapan ekosistem sekolah di akar rumput. Menggunakan pendekatan Systematic Literature Review (SLR) berdasarkan pedoman PRISMA 2020, analisis dilakukan terhadap literatur internasional terindeks terbitan 2019-2026. Hasil analisis mengungkap bahwa kegagalan implementasi sering berakar pada "patologi kebijakan", di mana pergeseran paradigma pedagogis radikal tidak diimbangi peningkatan kapasitas sumber daya manusia dan infrastruktur secara proporsional. Temuan menunjukkan adanya kelelahan kebijakan ganda (dual-policy fatigue), distorsi pedagogis yang membebani tenaga pendidik dengan administrasi kompleks (seperti penyusunan Modul Ajar dan asesmen diagnostik), kelemahan kepemimpinan instruksional, serta disparitas sumber daya sekolah urban dan rural. Tulisan ini mengusulkan adaptasi Model Implementasi Kurikulum Terintegrasi (IDCI) yang berpusat pada empat pilar: stabilitas regulasi, keselarasan konten kurikulum, kolaborasi sejawat organik, dan ekosistem sekolah suportif untuk menjembatani kesenjangan implementasi kurikulum. Kata Kunci: Patologi Kebijakan, Kesiapan Sekolah, Kurikulum Merdeka, Implementasi Kurikulum. |
Verzuwela Blezinsky Manihuruk (Universitas Negeri Medan); Syamsi Jenar Savithra (Universitas Negeri Medan) |
JOURNAL OF SCIENCE AND SOCIAL RESEARCH Vol 9 No 2 (2026) |
Hal: 1949-1958 [PDF] |
| 463 |
PENGARUH PENGALAMAN KERJA, PENGEMBANGAN KARIER DAN KUALITAS KEHIDUPAN KERJA TERHADAP KINERJA PEGAWAIPADA UPTD PUSKESMAS BINJAI KOTA
Lihat AbstrakAbstract: This study aims to determine and analyze the effect of work experience, career development, and quality of work life on employee performance at UPTD Puskesmas Binjai Kota. This research used a quantitative descriptive method with a sample of 45 employees. Data were collected through questionnaires and analyzed using statistical tests, including the t-test, F-test, and coefficient of determination. The results showed that partially, work experience had a positive and significant effect on employee performance with a t-value of 5,995 and a significance value of 0.000. Career development also had a positive and significant effect on employee performance with a t-value of 2.037 and a significance value of 0.048. Quality of work life had a positive and significant effect on employee performance with a t-value of 7.837 and a significance value of 0.000. Simultaneously, work experience, career development, and quality of work life had a positive and significant effect on employee performance, as indicated by an F-value of 59.817 with a significance value of 0.000. The Adjusted R Square value of 0.800 indicates that 80% of employee performance can be explained by these variables, while the remaining 20% is influenced by other factors outside this study. Keywords: Work_Experience, Career_Development, Quality_Of_Work_Life, Employee_Performance. Abstrak: Penelitian ini bertujuan untuk mengetahui dan menganalisis pengaruh pengalaman kerja, pengembangan karier, dan kualitas kehidupan kerja terhadap kinerja pegawai pada UPTD Puskesmas Binjai Kota. Penelitian ini menggunakan metode deskriptif kuantitatif dengan jumlah sampel sebanyak 45 pegawai. Teknik pengumpulan data dilakukan melalui penyebaran kuesioner dan dianalisis menggunakan uji statistik yang meliputi uji t, uji F, dan koefisien determinasi. Hasil penelitian menunjukkan bahwa secara parsial pengalaman kerja berpengaruh positif dan signifikan terhadap kinerja pegawai dengan nilai t hitung sebesar 5,995 dan signifikansi 0,000. Pengembangan karier juga berpengaruh positif dan signifikan terhadap kinerja pegawai dengan nilai t hitung sebesar 2,037 dan signifikansi 0,048. Kualitas kehidupan kerja berpengaruh positif dan signifikan terhadap kinerja pegawai dengan nilai t hitung sebesar 7,837 dan signifikansi 0,000. Secara simultan, pengalaman kerja, pengembangan karier, dan kualitas kehidupan kerja berpengaruh positif dan signifikan terhadap kinerja pegawai, yang ditunjukkan oleh nilai F hitung sebesar 59,817 dengan signifikansi 0,000. Nilai Adjusted R Square sebesar 0,800 menunjukkan bahwa 80% kinerja pegawai dapat dijelaskan oleh ketiga variabel tersebut, sedangkan sisanya dipengaruhi oleh faktor lain di luar penelitian. Kata Kunci: Pengalaman_Kerja, Pengembangan_Karier, Kualitas_Kehidupan_Kerja, Kinerja_Pegawai. |
Winarto (Universitas Methodist Indonesia); Henri Saragih (Universitas Methodist Indonesia); Elisa Delsiana Br. Sitepu (Universitas Methodist Indonesia) |
JOURNAL OF SCIENCE AND SOCIAL RESEARCH Vol 9 No 2 (2026) |
Hal: 1940-1948 [PDF] |
| 464 |
PENGARUH KUALITAS DOKUMENTASI KLINIS TERHADAP KETEPATAN WAKTU KODEFIKASI KLINIS PASIEN JKN DI INSTALASI CASEMIX RSU KABUPATEN TANGERANG
Lihat AbstrakAbstract: Timeliness of coding is crucial and requires attention, as failure to do so will delay the coding process and even impact financing claims. Initial observations indicate that 38.88% of coding is inaccurate. This study aims to analyze the effect of clinical documentation quality on the timeliness of clinical coding in the Casemix Installation of Tangerang Regency General Hospital. The study was conducted from August to October 2025 using a quantitative approach with a cross-sectional case study. A sample of 96 medical records was obtained using a random sampling technique. Data collection was carried out by reviewing medical records. The analysis technique used binary logistic regression. The results of the study showed that there was a 52.08% inaccuracy in the timeliness of coding and only 12.5% ??met the 7 criteria of clinical documentation quality. The Nagelkerke R Square value of 0.346 was obtained, which means that the quality of clinical documentation (Independent Variable) contributed 34.6% in explaining the timeliness of clinical coding (Dependent Variable), while 65.4% was explained by other factors outside the research model such as hospital information systems, doctor workloads and other internal policies. The Wald test showed a significant influence between the quality of clinical documentation on the timeliness of clinical coding with a p-value of 0.000 (p = <0.05). It is necessary to update the SIMRS coding system and optimal socialization in filling in the completeness and timeliness of clinical documentation. Keywords: Medical Record Data. Timeliness of Coding, Quality of Clinical Documentation Abstrak: Ketepatan waktu kodefikasi merupakan hal penting dan perlu mendapatkan perhatian, jika tidak akan menyebabkan keterlambatan proses pengkodean salah satunya diakibatkan oleh kualitas dokumentasi, bahkan berdampak pada klaim pembiayaan. Hasil observasi awal menunjukkan terdapat 38,88% ketidaktepatan waktu kodefikasi. Penelitian ini bertujuan untuk menganalisis pengaruh kualitas dokumentasi klinis terhadap ketepatan waktu kodefikasi klinis di Instalasi Casemix RSU Kabupaten Tangerang. Penelitian dilakukan pada bulan Agustus - Oktober 2025 menggunakan pendekatan kuantitatif dengan kasus potong lintang (Cross- Sectional). Didapatkan Sampel sebanyak 96 rekam medis dengan teknik random sampling. Pengumpulan data dilakukan dengan cara telaah rekam medis. Teknik analisis menggunakan regresi logistik biner. Hasil Penelitian menunjukkan terdapat ketidaktepatan waktu kodefikasi sebesar 52,08% dan hanya terdapat 12,5% yang memenuhi kriteria 7 kriteria kualitas dokumentasi klinis, Diperoleh nilai Nagelkerke R Square sebesar 0,346, dapat diartikan kualitas dokumentasi klinis (Variabel Independen) memiliki konstribusi sebesar 34,6% dalam menjelaskan ketepatan waktu kodefikasi klinis (Variabel Dependen), sedangkan 65,4% dijelaskan oleh faktor lain diluar model penelitian seperti sistem informasi rumah sakit, beban kerja dokter dan kebijakan internal lainnya. Uji wald menunjukkan adanya pengaruh signifikan antara kualitas dokumentasi klinis terhadap ketepatan waktu kodefikasi klinis dengan nilai p-value 0,000 (p = < 0,05). Perlu dilakukan update sistem SIMRS kodefikasi dan sosialisasi optimal dalam pengisian kelengkapan dan ketepatan waktu dokumentasi klinis. Kata Kunci: Data Rekam Medis, Ketepatan Waktu Kodefikasi, Kualitas Dokumentasi Klinis |
Mieke Nurmalasari (Universitas Esa Unggul); Hosizah (Universitas Esa Unggul); Husni Abdul Muchlis (Universitas Esa Unggul); Hesti Yuniarti (Universitas Esa Unggul) |
JOURNAL OF SCIENCE AND SOCIAL RESEARCH Vol 9 No 2 (2026) |
Hal: 1931-1939 [PDF] |
| 465 |
PENGARUH SIKAP PETUGAS TERHADAP KEPATUHAN MENJAGA KEAMANAN DATA REKAM MEDIS ELEKTRONIK DI RSUD TARAKAN
Lihat AbstrakOne of the factors that plays an important role in maintaining the security of EMR data is the compliance of medical record officers with applicable security procedures. However, in using EMR there are several obstacles such as a lack of skills in using technology so that officers have a dependent attitude in carrying out their duties and limited training provided. This study aims to determine the influence of officer attitudes towards compliance with maintaining the security of electronic medical record data at Tarakan Regional Hospital. The type of research used is quantitative research with a cross-sectional design. The population in this study were all 44 medical record officers. Data collection used a questionnaire with a Likert scale. The univariate data analysis technique used the three box method and bivariate data analysis using the Chi Square test. The results showed that overall the average index of all officer attitude indicators fell into the high (positive) category. In the compliance variable, the average index of all indicators fell into the high (compliant) category. The results of the Chi Square statistical test showed a significant influence between officer attitudes towards compliance with maintaining the security of EMR data at Tarakan Regional Hospital (p-Value 0.000 <0.05). |
Nauri Anggita Temesvari; Hosizah; Siswati; Nadri Aulia Fathia (Universitas Esa Unggul, Jakarta) |
JOURNAL OF SCIENCE AND SOCIAL RESEARCH Vol 9 No 2 (2026) |
Hal: 1924-1930 [PDF] |
| 466 |
PENERAPAN ALGORTMA NAÏVE BAYES DALAM MENGOPTIMALKAN MANAJEMEN INVENTORI PADA PT SOALA GOGO NATAMA
Lihat AbstrakThe advancement of information technology has encouraged companies to manage data more effectively in decision-making processes, including inventory management. Problems such as overstock, deadstock, and stockout frequently occur due to the lack of data-driven management based on historical transactions. This study aims to analyze and classify inventory demand levels using the Naïve Bayes algorithm to optimize inventory management at PT Soala Gogo Natama. This research employs a quantitative descriptive method with a case study approach. The dataset consists of 300 observations divided into training data (210) and testing data (90) with 9 variables. The analysis process includes data preprocessing, implementation of the Gaussian Naïve Bayes algorithm using Python, and model evaluation using accuracy, confusion matrix, and classification report. The results indicate that the model successfully classifies data into three categories: low, medium, and high, with an accuracy of 78.89%. Model evaluation shows good performance in the low and high classes, while misclassification occurs in the medium class due to overlapping characteristics between classes. This suggests that the model is effective in identifying data patterns but has limitations when handling data with similar distributions. In conclusion, the Naïve Bayes algorithm is effective in supporting inventory management decision-making, particularly in determining stock priorities based on historical data. |
Muhammad Radhi; Amalia; Siti Aisyah; Eben Ezer Seluya Malau; Andriyan Jonatan Matondang (PUI PT Inovasi Teknologi Ilmu Komputer Universitas Prima Indonesia) |
JOURNAL OF SCIENCE AND SOCIAL RESEARCH Vol 9 No 2 (2026) |
Hal: 1915-1923 [PDF] |
| 467 |
DETEKSI ZERO-DAY SOCIAL ENGINERING ATTACK MENGGUNAKAN NLP DAN OPEN-SET DEEP LEARNING
Lihat AbstrakText based social engineering attacks are a growing cyber threat that is difficult to detect by conventional intrusion detection systems, especially in previously unobserved or zero-day variants. This study proposes a Natural Language Processing Open-Set Intrusion Detection System (NLP-OSIDS) framework that integrates Term Frequency-Inverse Document Frequency (TF-IDF) trigram (1.3-gram) feature representation with an Open-Set Multilayer Perceptron architecture based on energy based scoring to detect zero-day social engineering attacks without requiring training examples from that class. Experiments were conducted on the public dataset phishing_email.csv with 82,486 combined samples from Enron, SpamAssassin, Nazario, Ling, CEAS, and Nigerian Fraud datasets with strict zero-day partitioning following open-set recognition evaluation standards. The results show that NLP-OSIDS achieved an AUROC of 0.7808, surpassing all closed-set baselines (AUROC = 0.500) with the lowest False Positive Rate of 0.0088, while the Zero-Day Detection Rate (ZD-DR) of 0.077 indicates the need for adaptive threshold optimization as a direction for further research. |
Bima Aditya (Universitas Royal); Ruri Ashari Dalimunthe (Universitas Royal); Sahren Sahren (Universitas Royal) |
JOURNAL OF SCIENCE AND SOCIAL RESEARCH Vol 9 No 2 (2026) |
Hal: 1900-1906 [PDF] |
| 468 |
PENGARUH PEMANFAATAN SISTEM INFORMASI AKADEMIK BERBASIS WEB DAN MOBILE TERHADAP KEPUASAN DAN KINERJA MAHASISWA (STUDI PADA STMIK MULTICOM KOTAMOBAGU
Lihat AbstrakThis study aims to examine the effect of the utilization of web- and mobile-based academic information systems on student satisfaction and academic performance at Sekolah Tinggi Manajemen Informatika dan Komputer (STMIK) Multicom Kotamobagu. The rapid advancement of information technology has encouraged higher education institutions to adopt digital systems to enhance the efficiency, accessibility, and quality of academic services. However, the effectiveness of such systems in improving student satisfaction and performance still requires empirical validation. This research employs a quantitative approach using a survey method. The population consists of active students at STMIK Multicom Kotamobagu, while the sample is determined using purposive sampling, focusing on students who have utilized the academic information system. Data were collected through structured questionnaires using a Likert scale. The data analysis technique applied in this study is Structural Equation Modeling based on Partial Least Squares (SEM-PLS), which allows for the simultaneous examination of relationships among variables. The independent variable in this study is the utilization of the academic information system, while the dependent variables include student satisfaction and academic performance. The findings reveal that the utilization of web- and mobile-based academic information systems has a positive and significant effect on student satisfaction. Furthermore, the system utilization also significantly influences student performance, both directly and indirectly through satisfaction as a mediating variable. These results indicate that an accessible, user-friendly, and responsive academic information system can enhance user experience and support improved academic outcomes. This study provides practical implications for higher education institutions in optimizing digital academic systems. Improving system quality, usability, and real-time information delivery is essential to enhance student satisfaction and performance sustainably. |
Fitly Tjong Mamuaya ; Agung Yuliyanto Nugroho; Supit Mamuayat (Sekolah Tinggi Manajemen Informatika dan Komputer Multicom Kotamobagu) |
JOURNAL OF SCIENCE AND SOCIAL RESEARCH Vol 9 No 2 (2026) |
Hal: 1891-1899 [PDF] |
| 469 |
PEMBUKTIAN MALPRAKTEK DALAM SUATU TINDAKAN MEDIS DOKTER SPESIALIS MENURUT UNDANG-UNDANG NOMOR 8 TAHUN 1981 DAN UNDANG-UNDANG NOMOR 20 TAHUN 2025
Lihat AbstrakThis study aims to analyze the evidentiary system in medical malpractice cases involving specialist doctors under Law Number 8 of 1981 concerning Criminal Procedure Law and Law Number 20 of 2025 and to compare the effectiveness of both systems in providing legal protection for patients. This research is normative legal research employing statutory and comparative approaches, using primary, secondary, and tertiary legal materials analyzed qualitatively. The results show that the evidentiary system under Law Number 8 of 1981 remains limited and formalistic, thus not fully accommodating the complexity of proof in medical malpractice cases which require scientific and professional approaches. Meanwhile, Law Number 20 of 2025 expands the scope of admissible evidence, including electronic and scientific evidence, making it more adaptive to developments in science and technology in the medical field. The comparison indicates a paradigm shift from formal legal certainty toward a balance between legal certainty, justice, and utility. Therefore, the evidentiary regulation under Law Number 20 of 2025 is considered more responsive in handling medical malpractice cases by specialist doctors and provides more optimal legal protection for patients as victims. |
Andrizal; Ardiansah; Fadler Hidayat (Universitas Lancang Kuning) |
JOURNAL OF SCIENCE AND SOCIAL RESEARCH Vol 9 No 2 (2026) |
Hal: 1843-1847 [PDF] |
| 470 |
PENGARUH DESAIN KOMUNIKASI VISUAL TERHADAP USER EXPERIENCE PADA SISTEM INFORMASI DIGITAL
Lihat AbstrakThe development of Artificial Intelligence (AI) has brought significant transformations in various sectors, including health information management. The integration of AI in health data management not only improves operational efficiency but also opens up strategic opportunities in digital business development in the healthcare sector. This study aims to analyze the role of AI in health information management and its impact on optimizing digital business strategies. The method used is a qualitative approach with a systematic literature review of various recent scientific publications (2020–2025) relevant to the research topic. Data were analyzed using thematic analysis techniques to identify patterns, trends, and contributions of AI in health information management. The results show that the application of AI, such as machine learning, natural language processing, and predictive analytics, can improve data processing accuracy, accelerate decision-making, and support personalized healthcare services. In addition, AI plays a role in increasing operational cost efficiency and creating innovative digital business models, such as telemedicine and intelligent-based electronic medical record systems. However, challenges related to data security, patient privacy, and infrastructure and human resource readiness remain major obstacles to its implementation. In conclusion, AI has a strategic role in improving the quality of health information management while strengthening the competitiveness of digital businesses in the healthcare sector. Therefore, adaptive policies, improved human resource competencies, and strengthened information security systems are needed to support the sustainable implementation of AI. |
Maharian Agung; Fitri Firdalius; Mellya Rindhani Aditia (Universitas Putra Indonesia YPTK Padang) |
JOURNAL OF SCIENCE AND SOCIAL RESEARCH Vol 9 No 2 (2026) |
Hal: 1843-1847 [PDF] |
| 471 |
SISI Cerah Kepemimpinan: Menjelajahi Peran Humor dalam Menyeimbangkan Tuntutan Pekerjaan dan Keluarga di Universitas Lancang Kuning
Lihat AbstrakThis study is motivated by the increasing work family conflict experienced by university lecturers due to high academic job demands. One leadership approach that is considered capable of alleviating this conflict is leadership humor. This research aims to examine the effect of positive leadership humor on work family conflict, with coworker socializing as a mediating variable among lecturers at Universitas Lancang Kuning. The study is grounded in the Stimulus Organism Response (SOR) theory and Conservation of Resources (COR) theory, which conceptualize leader humor as a social stimulus and a socioemotional resource. A quantitative approach with a causal research design was employed. Data were collected through structured questionnaires using a Likert scale from 186 lecturers selected through proportional stratified random sampling. Data analysis was conducted using Structural Equation Modeling Partial Least Squares (SEM-PLS). The findings indicate that positive leadership humor has a negative effect on work family conflict and a positive effect on coworker socializing. Furthermore, coworker socializing negatively affects work family conflict and significantly mediates the relationship between leadership humor and work family conflict. The study concludes that positive leadership humor plays a strategic role in fostering a supportive work environment and helping lecturers balance professional and family demands. |
Didik Siswanto; Fahmi Oemar; Adi Rahmat; Maherizal (Universitas Lancang Kuning, Pekanbaru) |
JOURNAL OF SCIENCE AND SOCIAL RESEARCH Vol 9 No 2 (2026) |
Hal: 1833-1842 [PDF] |
| 472 |
ANALISIS INTERPRETASI PESAN MORAL PADA RAGAM TUTUR MA SIHE’I FOLKLORE DARI NEGERI JAPAKEH PIDIE JAYA: KAJIAN SOSIOLINGUISTIK
Lihat AbstrakThe folk tale of Ma Sihe'i from Aceh depicts the relationship between a mother and her child, which is full of moral values. Ma Sihe'i, a loving mother, must deal with her child's rebellious behavior. The purpose of this study is to analyze and describe the moral values contained in the story of Sihe'i from Japakeh Pidie Jaya. The method used in this study is qualitative descriptive. The results of this study show that the moral messages emphasized in this story include the importance of respecting parents, maintaining family relationships, demonstrating responsibility as a child, and understanding the consequences of bad behavior. The values of honesty, kindness, justice, tolerance, and responsibility are reflected in this story, making it a reminder to maintain love and respect for parents as a form of noble devotion. |
Aines Shalsabila; Zulfa Zainuddin; Hayatun Rahmi; Nofiana S (Universitas Jabal Ghafur, Sigli) |
JOURNAL OF SCIENCE AND SOCIAL RESEARCH Vol 9 No 2 (2026) |
Hal: 1824-1832 [PDF] |
| 473 |
PENINGKATAN PENYERAPAN GELOMBANG MIKRO PADA BARIUM HEKSAFERRIT DENGAN DOPING YTTRIUM (Y)
Lihat AbstrakAbstract:This study discusses the effect of Yttrium (Y) doping variations on the physical and electromagnetic properties of Barium Hexafere (BaFe??O??) synthesized using the solidstate reaction method. The doping variations used were 0.00; 0.01; 0.03; and 0.05 at%. The calcination process was carried out at 600 °C and sintering at 1200 °C. Characterization was performed using X-Ray Diffraction (XRD), Scanning Electron Microscopy (SEM), and Vector Network Analyzer (VNA). The XRD results showed that all samples had a single phase of BaFe??O?? with a hexagonal structure according to JCPDS No. 84-0757 without secondary phases, with the highest crystallinity at a doping of 0.05 at%. SEM analysis showed an increase in grain density and a decrease in porosity with increasing Y doping. VNA testing showed the best Reflection Loss value of –12.98 dB at a frequency of 8.87 GHz with 71.8% microwave absorption. Yttrium doping of 0.05 at% is the optimal composition for enhancing microwave absorption in Barium Hexafere. Keywords:Barium Hexafere, Yttrium, solid state reaction, XRD, SEM, VNA Abstrak: Penelitian ini membahas pengaruh variasi doping Yttrium (Y) terhadap sifat fisis dan elektromagnetik Barium Heksaferrit (BaFe??O??) yang disintesis menggunakan metode solid state reaction. Variasi doping yang digunakan yaitu 0,00; 0,01; 0,03; dan 0,05 at%. Proses kalsinasi dilakukan pada suhu 600 °C dan sintering pada suhu 1200 °C. Karakterisasi dilakukan menggunakan X-Ray Diffraction (XRD), Scanning Electron Microscopy (SEM), dan Vector Network Analyzer (VNA). Hasil XRD menunjukkan semua sampel memiliki fasa tunggal BaFe??O?? dengan struktur heksagonal sesuai JCPDS No. 84-0757 tanpa fasa sekunder, dengan kristalinitas tertinggi pada doping 0,05 at%. Analisis SEM menunjukkan peningkatan kerapatan butir dan penurunan porositas seiring bertambahnya doping Y. Uji VNA menunjukkan nilai Reflection Loss terbaik –12,98 dB pada frekuensi 8,87 GHz dengan penyerapan gelombang mikro 71,8%. Doping Yttrium 0,05 at% merupakan komposisi optimal untuk meningkatkan kemampuan penyerapan gelombang mikro pada Barium Heksaferrit. Kata kunci: Barium Heksaferrit, Yttrium, solid state reaction, XRD, SEM, VNA |
Masthura (Universitas Sumatera Utara); Nazaruddin Nasution (Universitas Islam Negri Sumatera Utara); Annisa Salsabila (Universitas Islam Negri Sumatera Utara) |
JOURNAL OF SCIENCE AND SOCIAL RESEARCH Vol 9 No 2 (2026) |
Hal: 1736-1741 [PDF] |
| 474 |
SINTESIS DAN KARAKTERISASI SENYAWA ION BARIUM SULFAT (BaSO4)
Lihat AbstrakAbstract: This study aims to synthesize and characterize barium sulfate (BaSO?) as an ionic compound using a precipitation method, as well as to analyze its physical properties and solubility based on laboratory experimental results. The synthesis was carried out by reacting barium chloride (BaCl?) and sodium sulfate (Na?SO?) solutions in an aqueous medium, resulting in the formation of a white BaSO? precipitate. The precipitate was then separated through filtration, washed with distilled water, and dried to obtain a stable solid product. Characterization was conducted through physical and solubility tests. The results showed that the obtained BaSO? was in the form of a fine white powder. In the solubility test, the compound was found to be insoluble in water, indicating that BaSO? has very low solubility. Based on stoichiometric calculations, the theoretical mass was 2.33 grams, while the experimental mass was 0.55 grams, resulting in a percentage yield of 23.6%. The relatively low yield indicates that the synthesis process was not fully optimal. Theoretically, the formation of BaSO? precipitate is influenced by its very low solubility product constant (Ksp), causing Ba²? and SO?²? ions in solution to form a solid phase. The results of this study are consistent with theoretical principles in terms of precipitate formation, physical properties, and solubility, although differences were observed in the quantitative results. Keywords: Baso?, Precipitation, Ionic Compound, Solubility, Yield Abstrak: Penelitian ini bertujuan untuk mensintesis dan mengkarakterisasi senyawa ion Barium Sulfat (BaSO?) melalui metode pengendapan serta menganalisis sifat fisik dan kelarutannya berdasarkan hasil eksperimen laboratorium. Sintesis dilakukan dengan mereaksikan larutan Barium Klorida (BaCl?) dan natrium sulfat (Na?SO?) dalam medium berair sehingga terbentuk endapan putih BaSO?. Endapan yang dihasilkan kemudian dipisahkan melalui proses filtrasi, dicuci menggunakan Aquades, dan dikeringkan untuk memperoleh padatan yang stabil. Karakterisasi dilakukan melalui uji fisik dan uji kelarutan. Hasil pengamatan menunjukkan bahwa BaSO? yang diperoleh berbentuk serbuk halus berwarna putih. Pada uji kelarutan, senyawa ini tidak larut dalam air, yang menunjukkan bahwa BaSO? memiliki kelarutan yang sangat rendah. Berdasarkan perhitungan stoikiometri, diperoleh massa teoritis sebesar 2,33 gram, sedangkan massa hasil eksperimen sebesar 0,55 gram, sehingga diperoleh persen rendemen sebesar 23,6%. Nilai rendemen yang relatif rendah menunjukkan bahwa proses sintesis belum berlangsung secara optimal. Secara teoritis, pembentukan endapan BaSO? dipengaruhi oleh nilai hasil kali kelarutan (Ksp) yang sangat kecil, sehingga ion Ba²? dan SO?²? dalam larutan cenderung membentuk fase padat. Hasil penelitian ini menunjukkan kesesuaian dengan teori dari segi pembentukan endapan, sifat fisik, dan kelarutan, meskipun terdapat perbedaan pada hasil kuantitatif yang diperoleh. Kata kunci: BaSO?, Pengendapan, Senyawa Ion, Kelarutan, Rendemen |
Riyanda Syahfitri (Universitas Negeri Medan); Efrida Handayani Marpaung (Universitas Negeri Medan); Nazwa Syahwana (Universitas Negeri Medan); Amanda Riani Hutagalung (Universitas Negeri Medan); Iis Siti Jahro (Universitas Negeri Medan) |
JOURNAL OF SCIENCE AND SOCIAL RESEARCH Vol 9 No 2 (2026) |
Hal: 1730-1735 [PDF] |
| 475 |
SINTESIS DAN KARAKTERISASI SENYAWA ION PERAK KLORIDA (AgCl) MELALUI REAKSI PRESIPITASI DAN ANALISIS SIFAT KELARUTAN
Lihat AbstrakAbstract: This study is based on the importance of understanding precipitation reactions, solubility, and the characteristics of ionic compounds through laboratory experiments. The aim of this research is to synthesize silver chloride (AgCl) via a precipitation reaction, observe the physical characteristics of the resulting precipitate, and examine its solubility in water. The method applied was an experimental approach by mixing 0.01 M AgNO? and NaCl solutions, followed by filtration, drying, and weighing to obtain the experimental mass as well as to calculate the theoretical mass and percentage error. The results indicated the formation of a white AgCl precipitate with a mass of 0.26 grams. The precipitate showed a slight purplish discoloration after exposure to light, indicating its photosensitive nature. The solubility test revealed that AgCl is insoluble in water. The percentage error was found to be 27.8%, which may be attributed to incomplete drying, the presence of impurities, and inaccuracies during filtration and weighing processes. Future studies are recommended to ensure complete drying until constant mass is achieved, reduce contamination, and improve precision in each experimental step to obtain more accurate results. Keywords: Precipitation, Silver Chloride (AgCl), Solubility, Gravimetry, Photosensitive Abstrak: Penelitian ini dilatarbelakangi oleh pentingnya pemahaman konsep reaksi presipitasi, kelarutan, dan karakteristik senyawa ionik melalui kegiatan eksperimen laboratorium. Tujuan penelitian ini adalah untuk mensintesis senyawa perak klorida (AgCl) melalui reaksi presipitasi, mengkarakterisasi sifat fisik yang terbentuk, serta menganalisis sifat kelarutannya dalam air. Metode yang digunakan adalah metode eksperimen dengan mencampurkan larutan AgNO? dan NaCl masing-masing 0,01 M, dilanjutkan dengan proses filtrasi, pengeringan, dan penimbangan untuk menentukan massa hasil serta menghitung massa teoritis dan persen kesalahan. Hasil penelitian menunjukkan terbentuknya endapan putih AgCl dengan massa sebesar 0,26 gram yang kemudian mengalami perubahan warna menjadi keunguan akibat pengaruh cahaya (sifat fotosensitif). Uji kelarutan menunjukkan bahwa AgCl tidak larut dalam air. Persen kesalahan yang diperoleh sebesar 27,8% yang disebabkan oleh faktor pengeringan yang belum optimal, adanya pengotor, serta kesalahan dalam proses penyaringan dan penimbangan. Disarankan bagi peneliti selanjutnya untuk meningkatkan ketelitian dalam proses pengeringan hingga mencapai massa konstan, meminimalkan kontaminasi, serta menggunakan teknik pemurnian yang lebih baik agar diperoleh hasil yang lebih akurat. Kata kunci: Presipitasi, Perak Klorida (AgCl), Kelarutan, Gravimetri, Fotosensitif |
Sartika Mahdalena Pasaribu (Universitas Negeri Medan); Muhammad Ade Ikhsani (Universitas Negeri Medan); Mery Juana (Universitas Negeri Medan); Meyla Isnaini Sitorus (Universitas Negeri Medan); Iis Siti Jahro (Universitas Negeri Medan) |
JOURNAL OF SCIENCE AND SOCIAL RESEARCH Vol 9 No 2 (2026) |
Hal: 1724-1729 [PDF] |
| 476 |
ANALISIS KEMAMPUAN BERPIKIR KREATIF MAHASISWA DALAM MENYELESAIKAN SOAL KALKULUS PEUBAH BANYAK MELALUI MODEL THINK TALK WRITE
Lihat AbstrakAbstract: This study aims to analyze students' creative thinking skills in solving polynomial calculus problems through the application of the Think Talk Write (TTW) learning model. Creative thinking skills are measured based on indicators of fluency, flexibility, originality, and elaboration. Using a qualitative descriptive approach to explore student perspectives and classroom interactions, data collection techniques include creative thinking ability tests and observations. The research subjects were mathematics education students who attended lectures using the Think Talk Write learning model. The presentation of achievement in the fluency indicator was 86%, the flexibility indicator was 83%, the originality indicator was 48%, and the elaboration indicator was 75%. The results showed that the application of the TTW model was able to improve students' creative thinking skills, especially in the aspects of fluency, flexibility, and elaboration. However, the originality aspect still needs to be improved. Thus, the TTW model is effective for use in polynomial calculus learning to develop student creativity. Keywords: Creative Thinking, Multivariate Calculus, Think Talk Write Abstrak: Penelitian ini bertujuan untuk menganalisis kemampuan berpikir kreatif mahasiswa dalam menyelesaikan soal kalkulus peubah banyak melalui penerapan model pembelajaran Think Talk Write (TTW). Kemampuan berpikir kreatif diukur berdasarkan indikator kelancaran (fluency), keluwesan (flexibility), keaslian (originality), dan elaborasi (elaboration). Menggunakan pendekatan deskriptif kualitatif untuk menggali perspektif mahasiswa dan interaksi dalam kelas, Teknik pengumpulan data meliputi tes kemampuan berpikir kreatif dan observasi. Subjek penelitian adalah mahasiswa program studi pendidikan matematika yang mengikuti perkuliahan dengan model pembelajaran Think Talk Write, presentasi ketercapaian pada indikator kelancaran (fluency) sebesar 86%, indikator keluwesan (flexibility) sebesar 83%, indikator keaslian (originality) sebesar 60% dan indikator elaborasi sebesar 75%. Hasil penelitian menunjukkan bahwa penerapan model TTW mampu meningkatkan kemampuan berpikir kreatif mahasiswa, khususnya pada aspek kelancaran, keluwesan dan elaborasi. Namun, aspek keaslian masih perlu ditingkatkan. Dengan demikian, model TTW efektif digunakan dalam pembelajaran kalkulus peubah banyak untuk mengembangkan kreativitas mahasiswa. Kata Kunci: Berpikir Kreatif, Kalkulus Peubah Banyak, Think Talk Write |
Atikah Rahmah Nasution (Universitas Asahan); Dailami (Universitas Asahan); Muthia Dewi (Universitas Asahan) |
JOURNAL OF SCIENCE AND SOCIAL RESEARCH Vol 9 No 2 (2026) |
Hal: 1709-1714 [PDF] |
| 477 |
PENGARUH PROFITABILITAS, LEVERAGE, DAN UKURAN PERUSAHAAN TERHADAP KUALITAS LAPORAN KEUANGAN PADA PERUSAHAAN MANUFAKTUR YANG TERDAFTAR DI BURSA EFEK INDONESIA PERIODE 2021–2024
Lihat AbstrakAbstract : This study aims to examine the effect of profitability, leverage, and firm size on the quality of financial statements in manufacturing companies listed on the Indonesia Stock Exchange for the period 2021–2024. This research employs a quantitative approach with an explanatory research design. The data used are secondary data obtained from annual financial statements. The sampling technique used is purposive sampling based on specific criteria to obtain a representative sample. The data are analyzed using multiple linear regression with the assistance of SPSS/EViews software. The results indicate that profitability has a positive and significant effect on the quality of financial statements, while leverage has a negative and significant effect. Meanwhile, firm size does not have a significant effect on the quality of financial statements. Simultaneously, profitability, leverage, and firm size significantly affect financial reporting quality. This study implies that internal company factors, particularly profitability and capital structure, play an important role in improving the quality of financial information. Keywords: Profitability, Leverage, Firm Size, Financial Reporting Quality, Earnings Management Abstrak: Penelitian ini bertujuan untuk menganalisis pengaruh profitabilitas, leverage, dan ukuran perusahaan terhadap kualitas laporan keuangan pada perusahaan manufaktur yang terdaftar di Bursa Efek Indonesia periode 2021–2024. Penelitian ini menggunakan pendekatan kuantitatif dengan jenis penelitian eksplanatori. Data yang digunakan merupakan data sekunder yang diperoleh dari laporan keuangan tahunan perusahaan. Teknik pengambilan sampel menggunakan purposive sampling dengan kriteria tertentu sehingga diperoleh sampel yang representatif. Metode analisis yang digunakan adalah regresi linier berganda dengan SPSS. Hasil penelitian menunjukkan bahwa profitabilitas berpengaruh positif dan signifikan terhadap kualitas laporan keuangan, sedangkan leverage berpengaruh negatif dan signifikan. Sementara itu, ukuran perusahaan tidak berpengaruh signifikan terhadap kualitas laporan keuangan. Secara simultan, profitabilitas, leverage, dan ukuran perusahaan berpengaruh signifikan terhadap kualitas laporan keuangan. Penelitian ini memberikan implikasi bahwa faktor internal perusahaan, khususnya profitabilitas dan struktur modal, memiliki peran penting dalam meningkatkan kualitas informasi keuangan. Kata Kunci: Profitabilitas, leverage, ukuran perusahaan, kualitas laporan keuangan, manajemen laba |
Riswanto (Politeknik Negeri Medan) |
JOURNAL OF SCIENCE AND SOCIAL RESEARCH Vol 9 No 2 (2026) |
Hal: 1748-1760 [PDF] |
| 478 |
PENDEKATAN E-SCM DALAM MENINGKATKAN EFEKTIFITAS KETERSEDIAN ALAT KESEHATAN DI KLINIK MADDIN BATUBARA
Lihat AbstrakAbstract: The quality of healthcare services is heavily dependent on the effective management of medical equipment. At Maddin Batu Bara Clinic, logistics management currently relies on conventional physical documentation. This manual approach triggers various operational hurdles, such as difficulties in real-time stock monitoring, delayed procurement, and a high risk of both stockouts and overstocking. Furthermore, coordination with suppliers remains unintegrated, and the clinic lacks a standardized calculation method to determine reorder timing.This study aims to evaluate medical equipment management and existing supply chain constraints, subsequently designing a web-based Electronic Supply Chain Management (E-SCM) system. The system integrates the Reorder Point (ROP) method to optimize the availability of medical supplies. The research utilizes an applied method with a descriptive approach and quantitative analysis, with data collected through observation, interviews, and documentation.The results indicate that the implementation of the E-SCM system using the ROP method accurately determines reorder points based on average consumption rates and delivery lead times. This digital innovation is proven to enhance inventory management efficiency, minimize the risk of stock imbalances, and strengthen communication synergy between the clinic and suppliers within a more modern supply chain ecosystem. Keywords: E-SCM; Medical Equipment; Availability; Reorder Point (ROP); Maddin Clinic. Abstrak: Kualitas pelayanan kesehatan sangat bergantung pada efektivitas pengelolaan alat medis. Di Klinik Maddin Batu Bara, manajemen logistik saat ini masih mengandalkan pencatatan fisik secara konvensional. Metode yang mengandalkan dokumen fisik ini memicu berbagai hambatan operasional, seperti sulitnya memantau stok secara real-time, keterlambatan pengadaan barang, hingga tingginya risiko kekurangan (stockout) maupun kelebihan persediaan (overstock). Selain itu, koordinasi dengan pemasok belum terintegrasi dan klinik belum memiliki standar perhitungan untuk menentukan waktu pemesanan kembali. Penelitian ini dilakukan untuk mengevaluasi manajemen alat medis dan hambatan rantai pasok yang ada, kemudian merancang solusi berupa sistem Electronic Supply Chain Management (E-SCM) berbasis web. Sistem ini mengintegrasikan metode Reorder Point (ROP) untuk mengoptimalkan ketersediaan alat medis. Metode penelitian yang diterapkan adalah penelitian terapan dengan pendekatan deskriptif dan analisis kuantitatif melalui teknik observasi, wawancara, serta dokumentasi. Hasil penelitian menunjukkan bahwa implementasi sistem E-SCM dengan metode ROP mampu menentukan titik pemesanan ulang secara akurat berdasarkan tingkat konsumsi rata-rata dan lead time pengiriman. Inovasi digital ini terbukti meningkatkan efisiensi manajemen inventaris, meminimalkan risiko ketidakseimbangan stok, serta memperkuat sinergi komunikasi antara pihak klinik dan pemasok dalam ekosistem rantai pasok yang lebih modern. Kata kunci: E-SCM; Alat Medis; Ketersediaan; Reorder Point (ROP); Klinik Maddin |
Nora Fajira (Universitas Royal); Novica Irawati (Universitas Royal); Ahmad Muhazir (Universitas Royal) |
JOURNAL OF SCIENCE AND SOCIAL RESEARCH Vol 9 No 2 (2026) |
Hal: 1703-1708 [PDF] |
| 479 |
PENGARUH FINANCIAL LITERACY DAN DIGITAL LITERACY TERHADAP FINANCIAL RESILIENCE DENGAN FINANCIAL BEHAVIOR SEBAGAI MEDIASI PADA YAYASAN PENDIDIKAN BAITURRAHMAH PADANG
Lihat AbstrakAbstract: This study aims to analyze the influence of financial literacy and digital financial literacy on financial resilience with financial behavior as a mediating variable in employees of the Baiturrahmah Padang Education Foundation. Financial resilience is an important issue in facing economic uncertainty and the increasingly rapid development of digital technology. Financial literacy and digital literacy are believed to be able to improve individuals' ability to manage finances and form better financial behaviors that can improve financial resilience. This study uses a quantitative approach with a causative research type. The population in this study were 505 employees of the Baiturrahmah Padang Education Foundation with a sample of 223 respondents determined using the proportional cluster random sampling technique. Data were collected through questionnaires distributed online using Google Forms and analyzed using Structural Equation Modeling (SEM) based on Partial Least Square (PLS). The results of the study indicate that financial literacy does not directly influence financial resilience, but has a positive and significant effect on financial behavior. Digital financial literacy does not directly influence financial resilience, but has a positive and significant effect on financial behavior. Furthermore, financial behavior has a positive and significant effect on financial resilience. Furthermore, financial behavior has been shown to mediate the relationship between financial literacy and digital financial literacy on financial resilience. This study concludes that improving employee financial resilience can be achieved through improving financial literacy and digital literacy, followed by the development of good financial behavior Keywords: Financial Literacy, Digital Financial Literacy, Financial Behavior, Financial Resilience Abstrak: Penelitian ini bertujuan untuk menganalisis pengaruh financial literacy dan digital financial literacy terhadap financial resilience dengan financial behavior sebagai variabel mediasi pada pegawai Yayasan Pendidikan Baiturrahmah Padang. Ketahanan keuangan menjadi isu penting dalam menghadapi ketidakpastian ekonomi dan perkembangan teknologi digital yang semakin pesat. Literasi keuangan dan literasi digital diyakini mampu meningkatkan kemampuan individu dalam mengelola keuangan serta membentuk perilaku keuangan yang lebih baik sehingga dapat meningkatkan ketahanan finansial. Penelitian ini menggunakan pendekatan kuantitatif dengan jenis penelitian kausatif. Populasi dalam penelitian ini adalah pegawai Yayasan Pendidikan Baiturrahmah Padang sebanyak 505 orang dengan jumlah sampel 223 responden yang ditentukan menggunakan teknik proportional cluster random sampling. Data dikumpulkan melalui kuesioner yang disebarkan secara online menggunakan Google Form dan dianalisis menggunakan Structural Equation Modeling (SEM) berbasis Partial Least Square (PLS). Hasil penelitian menunjukkan bahwa financial literacy tidak berpengaruh langsung terhadap financial resilience, namun berpengaruh positif dan signifikan terhadap financial behavior. Digital financial literacy tidak berpengaruh langsung terhadap financial resilience, tetapi berpengaruh positif dan signifikan terhadap financial behavior. Selanjutnya, financial behavior berpengaruh positif dan signifikan terhadap financial resilience. Selain itu, financial behavior terbukti mampu memediasi hubungan antara financial literacy dan digital financial literacy terhadap financial resilience. Penelitian ini menyimpulkan bahwa peningkatan ketahanan keuangan pegawai dapat dilakukan melalui peningkatan literasi keuangan dan literasi digital yang diikuti dengan pembentukan perilaku keuangan yang baik. Kata Kunci: Literasi Keuangan, Literasi Keuangan Digital, Perilaku Keuangan, Ketahanan Keuangan |
Yoga Firman (Universitas Negeri Padang); Dina Patrisia (Universitas Negeri Padang) |
JOURNAL OF SCIENCE AND SOCIAL RESEARCH Vol 9 No 2 (2026) |
Hal: 1696-1702 [PDF] |
| 480 |
SISTEM INFORMASI KELAYAKAN BANTUAN SOSIAL MENGGUNAKAN ALGORITMA RANDOM FOREST (STUDI KASUS: KECAMATAN SOSA)
Lihat AbstrakLatar belakang penelitian ini berangkat dari kebutuhan akan sistem yang mampu menentukan kelayakan penerima bantuan secara lebih objektif, cepat, dan akurat dibandingkan metode manual yang rawan subjektif. Dari total 2.304 data masyarakat, penelitian ini menetapkan N Sampel (Data Latih) sebanyak 300 data yang dilabeli secara manual oleh peneliti sebagai Ground Truth (kunci jawaban), yang terdiri dari 78 label "Layak" dan 222 label "Tidak Layak". Data ini kemudian melalui tahap pre-processing (Feature Encoding) untuk mengubah atribut kategorikal menjadi numerik, bukan pembobotan skor. Model Random Forest dilatih menggunakan 300 N Sampel ini sebelum digunakan untuk memprediksi sisa 2004 data uji. Hasil klasifikasi model terhadap keseluruhan 2.304 data menunjukkan 395 masyarakat diprediksi "Layak" dan 1.909 masyarakat diprediksi "Tidak Layak". Evaluasi performa model, yang dihitung dari 20% data uji internal (60 data dari 300 N Sampel), menghasilkan Akurasi 88,33%, Presisi 90,91%, Recall 62,50%, dan F1-Score 74,07%. Hasil ini menunjukkan bahwa model memiliki tingkat presisi yang tinggi (efektif menghindari salah sasaran), meskipun dengan trade-off pada recall yang lebih rendah (masih melewatkan beberapa kasus yang layak). Dengan demikian, sistem ini diharapkan dapat membantu pihak Dinas Sosial dalam meningkatkan akurasi, transparansi, dan efisiensi penentuan penerima bantuan di lapangan. |
Fathiya Hasyifah Sibarani; Samsudin; Wahyu Fadillah Hasibuan (Universitas Islam Negeri Sumatera Utara) |
JOURNAL OF SCIENCE AND SOCIAL RESEARCH Vol 9 No 2 (2026) |
Hal: 2173-2178 [PDF] |
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