Abstract:Abstract: Drug abuse constitutes a global public health issue that significantly affects individuals as well as social systems. Early detection of high-risk individuals represents a strategic approach in prevention and intervention…
ntervention efforts. This study aims to compare the performance of the Logistic Regression and Support Vector Machine algorithms in predicting the risk of drug use using the Drug Consumption (Quantified) Dataset from the UCI Machine Learning Repository, consisting of 1,885 observations. The research process includes data preprocessing stages such as data cleaning and feature normalization, feature selection using Recursive Feature Elimination, and handling class imbalance through the SMOTE method. Model evaluation is conducted using various classification metrics, including accuracy, precision, recall, F1-score, AUC-ROC, Matthews Correlation Coefficient, and G-Mean, as well as statistical testing to assess performance differences between the two algorithms. This study is expected to contribute to the development of a machine learning–based early screening system to support decision-making in the prevention of drug abuse.
Keywords: Drug Abuse, Logistic Regression, Support Vector Machine, Classification, Machine Learning.
Abstrak: Penyalahgunaan narkoba merupakan permasalahan kesehatan masyarakat global yang berdampak signifikan terhadap individu maupun sistem sosial. Deteksi dini terhadap individu berisiko tinggi menjadi langkah strategis dalam upaya pencegahan dan intervensi. Penelitian ini bertujuan untuk membandingkan kinerja algoritma Logistic Regression dan Support Vector Machine dalam memprediksi risiko penggunaan narkoba menggunakan Drug Consumption (Quantified) Dataset dari UCI Machine Learning Repository yang berjumlah 1.885 observasi. Proses penelitian meliputi tahap pra-pemrosesan data berupa pembersihan dan normalisasi fitur, seleksi fitur menggunakan Recursive Feature Elimination, serta penanganan ketidakseimbangan kelas dengan metode SMOTE. Evaluasi model dirancang menggunakan berbagai metrik klasifikasi seperti accuracy, precision, recall, F1-score, AUC-ROC, Matthews Correlation Coefficient, dan G-Mean, serta pengujian statistik untuk menilai perbedaan performa kedua algoritma. Penelitian ini diharapkan dapat memberikan kontribusi dalam pengembangan sistem skrining dini berbasis machine learning sebagai pendukung pengambilan keputusan dalam pencegahan penyalahgunaan narkoba.
Kata Kunci: Penyalahgunaan Narkoba, Logistic Regression, Support Vector Machine, Klasifikasi, Machine Learning.
Abstract:Abstract: The transformation toward a sustainable economy has become a strategic necessity amid the growing pressures of climate crisis, environmental degradation, and social inequality. Technological innovation is widely…
y regarded as a key driver in balancing economic growth with environmental preservation and social inclusivity. This study aims to identify key technologies that support the sustainable economy, analyze their implementation strategies across major sectors in Indonesia, and evaluate their impact on the economic, environmental, and social dimensions (triple bottom line). This research employs a qualitative-descriptive approach through literature review and case analysis in the energy, agriculture, manufacturing, and MSME sectors. The findings indicate that artificial intelligence (AI), Internet of Things (IoT), big data, blockchain, renewable energy, and green fintech significantly contribute to improving resource efficiency, reducing emissions, enhancing supply chain transparency, and expanding access to green financing. However, several challenges remain, including infrastructure readiness, high initial investment costs, limited digital literacy, non-adaptive regulatory frameworks, and unequal access to technology. This study recommends strengthening incentive-based policies, developing cross-sector innovation ecosystems, and enhancing green-digital human resource capacities to accelerate the growth of a sustainable economy in Indonesia.
Keywords: Sustainable Economy, Technological Innovation, Green Economy, Circular Economy, Indonesia, Triple Bottom Line
Abstrak: Transformasi menuju ekonomi berkelanjutan menjadi kebutuhan strategis di tengah tekanan krisis iklim, degradasi lingkungan, dan ketimpangan sosial. Inovasi teknologi dipandang sebagai motor utama untuk menyeimbangkan pertumbuhan ekonomi dengan pelestarian lingkungan dan inklusivitas sosial. Artikel ini bertujuan memetakan teknologi kunci yang mendukung ekonomi berkelanjutan, menganalisis strategi implementasinya pada sektor utama di Indonesia, serta mengevaluasi dampaknya pada dimensi ekonomi–lingkungan–sosial (triple bottom line). Penelitian menggunakan pendekatan kualitatif-deskriptif melalui kajian literatur dan analisis kasus pada sektor energi, pertanian, manufaktur, dan UMKM. Hasil menunjukkan bahwa AI, IoT, big data, blockchain, energi terbarukan, dan fintech hijau berkontribusi signifikan dalam meningkatkan efisiensi sumber daya, menurunkan emisi, memperkuat transparansi rantai pasok, serta memperluas akses pembiayaan usaha hijau. Tantangan utama meliputi kesiapan infrastruktur, biaya awal tinggi, literasi digital, regulasi yang belum adaptif, dan ketimpangan akses teknologi. Artikel ini merekomendasikan penguatan kebijakan insentif, pembangunan ekosistem inovasi lintas aktor, serta peningkatan kapasitas SDM digital-hijau untuk mempercepat pertumbuhan ekonomi hijau di Indonesia.
Kata Kunci: Ekonomi Berkelanjutan, Inovasi Teknologi, Green Economy, Circular Economy, Indonesia, Triple Bottom Line
Abstract:Abstract: This study aimed to determine whether profitability and liquidity partially and simultaneously influence firm value in technology companies listed on the Indonesia Stock Exchange. The techniques used were documentation…
entation and literature review. The sampling method was based on criteria and considerations. The population consisted of 47 companies, of which 11 met the sample criteria. Observations were conducted over a four-year period, from 2021 to 2024, resulting in a total of 44 observations. The analysis method used was multiple linear regression. The results of the study explain that the partial t-test of Return On Assets has an effect on Price to Book Value with a calculated t-value of 3.722> t-table 2.019 and a significance value of 0.001 <0.05, the Current ratio has no effect on Price to Book Value with a calculated t-value of -1.796> -t-table -2.019 and a significance value of 0.080> 0.05. The results of the simultaneous F-test on the variables of Return On Assets and Current ratio on Price to Book Value with a calculated F-value of 7.877> F-table 3.23 with a significance value of 0.001 <0.05. The results of the determination coefficient test of Return On Assets and Current ratio on Company Value in Technology companies listed on the Stock Exchange are able to explain Company Value by 24.2% while the remaining 75.8% is influenced by other factors not included in this study.
Keywords: Return On Assets, Current ratio and Price to Book Value
Abstrak: Penelitian ini dilakukan untuk mengetahui apakah Profitabilitas dan Likuiditas berpengaruh secara parsial dan simultan terhadap nilai perusahaan pada perusahaan teknologi yang terdaftar di Bursa Efek Indonesia. Teknik yang digunakan adalah dokumentasi dan studi pustaka. Metode pengambilan sampel berdasarkan kriteria dan pertimbangan, populasi terdiri dari 47 perusahaan, yang memenuhi kriteria sampel sebanyak 11 perusahaan, pengamatan dilakukan selama 4 tahun yaitu 2021-2024 total 44 pengamatan. Metode analisis yang digunakan adalah regresi linear berganda. Hasil penelitian menjelaskan, uji-t secara parsial Return On Assets berpengaruh terhadap Price to Book Value dengan nilai thitung 3,722 > ttabel 2,019 dan nilai signifikansi senilai 0,001 < 0,05, Current ratio tidak berpengaruh terhadap Price to Book Value dengan nilai thitung -1,796 > -ttabel -2,019 dan nilai signifikansi senilai 0,080 > 0,05. Hasil uji-F secara simultan pada variabel Return On Assets dan Current ratio terhadap Price to Book Value dengan nilai Fhitung 7,877 > Ftabel 3,23 dengan nilai signifikan sebesar 0,001 < 0,05. Hasil uji koefisien determinasi Return On Assets dan Current ratio terhadap Nilai Perusahaan pada perusahaan Teknologi yang terdaftar di Bursa mampu menjelaskan Nilai Perusahaan sebesar 24,2% sedangkan sisanya 75,8% dipengaruhi oleh faktor-faktor lain yang tidak diikutkan dalam penelitian ini.
Kata Kunci: Return On Assets, Current Ratio dan Price to Book Value
Abstract:Abstract: This study was conducted to determine the effect of Debt to Equity Ratio (DER), Debt to Asset Ratio (DAR), and Current Ratio (CR) on Return on Assets (ROA) in Transportation and Logistics Companies Listed on the…
e Indonesia Stock Exchange. The population in this study was Transportation and Logistics Companies Listed on the Indonesia Stock Exchange. The sample was taken using purposive sampling, resulting in 36 observations. Using multiple linear regression, classical assumption testing, simultaneous testing (F-test), and partial testing (t-test). The results of this study indicate that the Debt to Equity Ratio (DER), Debt to Asset Ratio (DAR), and Current Ratio (CR) simultaneously have no effect on Return on Assets (ROA), with a calculated F value < F-table (1.907 < 2.90). The partial test results show that the DER, DAR, and CR variables do not affect ROA, as the DER significance value is 0.052 > 0.05 and the calculated t value (2.016) < t-table (2.03452). The DAR variable has a partial significance value of 0.068 > 0.05, with a calculated t value of -1.892 < -t-table (-2.03452). The CR variable has a partial significance of 0.591 > 0.05, with a calculated t-value (-0.543) < t-table (-2.03452). The Adjusted R-Square value, or coefficient of determination, is 0.072. This means that 7.2% of the variation or change in Return on Assets is explained by variations in the Debt to Equity Ratio, Debt to Asset Ratio, and Current Ratio, while 92.8% is influenced by other variables outside the research model.
Keywords: Debt to Equity Ratio, Debt to Asset Ratio, Current Ratio, and Return on Assets
Abstrak: Penelitian ini dilakukan untuk mengetahui apakah pengaruh Debt to Equity Ratio (DER), Debt to Asset Ratio (DAR), dan Current Ratio (CR) terhadap Return On Asset (ROA) Pada Perusahaan Sektor Transportasi dan Logistik yang Terdaftar di Bursa Efek Indonesia. Populasi dalam penelitian ini adalah Perusahaan Transportasi dan Logistik yang Terdaftar di Bursa Efek Indonesia. Sampel yang diambil dengan menggunakan purposive sampling, sehingga diperoleh 36 pengamatan sebagai sampel. Dan menggunakan metode regresi linier berganda, uji asumsi klasik, uji simultan (uji F) dan uji parsial (uji t). Hasil penelitian ini menunjukkan bahwa Debt to Equity Ratio (DER), Debt to Asset Ratio (DAR), dan Current Ratio (CR) secara simultan tidak berpengaruh terhadap Return On Asset (ROA) diperoleh nilai Fhitung < Ftabel (1,907<2,90). Hasil uji parsial variabel DER, DAR, dan CR tidak berpengaruh terhadap ROA karena nilai signifikan DER sebesar 0,052> 0,05 dan thitung (2,016) < ttabel (2,03452). Variabel DAR secara parsial memiliki signifikan sebesar 0,068> 0,05 dengan nilai -thitung (-1,892) < -ttabel (-2,03452). Variabel CR secara parsial memiliki sinifikan sebesar 0,591 > 0,05 dengan nilai -thitung (-0,543) < -ttabel (-2,03452). Nilai Adjusted R Square atau koefisien determinasi adalah 0,072. Hal ini berarti 7,2% variasi atau perubahan dalam Return On Asset dijelaskan oleh variasi Debt to Equity Ratio, Debt to Asset Ratio, dan Current Ratio 92,8 % dipengaruhi oleh variabel variabel lain diluar model penelitian.
Kata Kunci: Debt to Equity Ratio, Debt to Asset Ratio, Current Ratio dan Return On
Abstract:Abstract: This study aims to examine the effect of profitability ratio, solvency ratio, and liquidity ratio on financial performance of oil, gas, and coal sub-sector companies listed on the Indonesia Stock Exchange. The…
study used secondary data obtained from published financial statements. The research sample consisted of 11 companies with a three-year observation period resulting in 33 observations. The data were analyzed using multiple linear regression analysis. The results showed that partially the profitability ratio had a significant effect on financial performance with a t-statistic value of 2,450 > t-table value of 2,04227 and a significance value of 0,021 < 0,05. The solvency ratio did not affect financial performance with a t-statistic value of ?0.421 < t-table value of ?2.04227 and a significance value of 0.677 > 0,05. The liquidity ratio also did not affect financial performance with a t-statistic value of 0,215 < t-table value of 2,04227 and a significance value of 0,831 > 0,05. Simultaneously, profitability ratio, solvency ratio, and liquidity ratio had a significant effect on financial performance with an F-statistic value of 3,704 > F-table value of 2,714 and a significance value of 0,023 < 0,05. The coefficient of determination showed an adjusted R Square value of 0,202 or 20,2%, meaning that profitability ratio, solvency ratio, and liquidity ratio explained 20,2% of financial performance, while the remaining 79,8% was explained by other variables outside this study.
Keywords: Profitability Ratio, Solvency Ratio, Liquidity Ratio, Financial Performance.
Abstrak: Penelitian ini bertujuan untuk menganalisis pengaruh rasio profitabilitas, rasio solvabilitas dan rasio likuiditas terhadap kinerja keuangan pada perusahaan sub sektor minyak, gas, dan batubara yang terdaftar di BEI. Data yang digunakan adalah data sekunder. Sampel penelitian sebanyak 11 perusahaan dengan 3 tahun pengamatan sehingga diperoleh 33 pengamatan. Teknik analisis yang digunakan adalah analisis regresi linear berganda. Hasil penelitian menunjukkan bahwa secara parsial rasio profitabilitas berpengaruh signifikan terhadap kinerja keuangan dengan nilai thitung 2,450 > ttabel 2,04227 dan nilai signifikan 0,021 < 0,05. Rasio solvabilitas tidak berpengaruh terhadap kinerja keuangan dengan nilai thitung -0,421 < ttabel -2,04227 dan nilai signifikan 0,677 > 0,05. Rasio likuiditas juga tidak berpengaruh terhadap kinerja keuangan dengan nilai thitung 0,215 < ttabel 2,04227 dan nilai signifikan 0,831 > 0,05. Secara simultan rasio profitabilitas, rasio solvabilitas dan rasio likuiditas berpengaruh signifikan terhadap kinerja keuangan dengan nilai Fhitung 3,704 > Ftabel 2,714 dan nilai signifikan 0,023 < 0,05 Hasil koefisien determinasi menunjukkan nilai adjusted R Square sebesar 0,202 atau 20,2%, yang berarti kemampuan rasio profitabilitas, rasio solvabilitas dan rasio likuiditas dalam menjelaskan kinerja keuangan sebesar 20,2%, sedangkan sisanya 79,8% dijelaskan oleh variabel lain di luar penelitian ini.
Kata Kunci: Rasio Profitabilitas, Rasio Solvabilitas, Rasio Likuiditas, Kinerja Keuangan
Abstract:Abstract: 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…
es 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
Abstract:Abstract: 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…
al 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.
Abstract:Abstract: 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…
riptive 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.
Abstract:Abstract: 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…
s 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
Abstract:One 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).