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This study examines the application of Educational Data Mining (EDM) to predict the academic per-formance of first-year students at the Catholic University of Bukavu and the Higher Institute of Edu-cation (ISP) in the Democratic Republic of Congo. The primary objective is to develop a model that can identify at-risk students early, providing the university with a tool to enhance student support and academic guidance. To address the challenges posed by data imbalance (where successful cases outnumber failures), the study adopts a hybrid methodological approach. First, the SMOTE algorithm was applied to balance the dataset. Then, a stacking classification model was developed to combine the predictive power of multiple algorithms. The variables used for prediction include the National Exam score (PEx), the secondary school track (Humanities), and the type of prior institution (public, private, or religious-affiliated schools), as well as age and sex. The results demonstrate that this approach is highly effective. The model is not only capable of predicting success or failure but also of forecasting students' performance levels (e.g., honors or distinctions). Moreover, the use of the Apriori association rule mining algorithm allowed the identification of faculty-specific success profiles, transforming prediction into an interpretable decision-support tool. This research makes several significant contributions. Practically, it provides the University of Bukavu with a tool for student orientation and early risk detection. Methodologically, it illustrates the effectiveness of a combined approach to EDM in an African context. However, the study acknowledges certain limitations, including the non-public nature of the data and the geographical specificity of the sample. It therefore proposes avenues for future research, such as the integration of Explainable AI (XAI) techniques for more refined and transparent analysis of the results.

Public service innovation across various levels of government represents a positive sign of progress in Indonesia’s bureaucratic reform efforts. In practice, however, it is essential to ensure that such innovations genuinely enhance the public value of existing services so that they effectively address the needs of service recipients. Field evidence indicates that the implementation of public service innovations continues to face multiple challenges. The public value generated by an innovation may vary—or even fail—when viewed from the perspectives of different stakeholder groups. This study examines these dilemmas, an area that remains relatively underexplored. Employing a qualitative approach that includes in-depth interviews, observation, and a review of relevant literature, the research finds that failures in public value often arise from inherent dilemmas within public service innovation itself. Accordingly, government administrators are expected to develop a clear understanding of the values that should be embedded in the public service innovations they implement. Furthermore, attention must be paid to variations in social conditions and local cultures, as enhancing public value requires alignment between the values underpinning innovation and the cultural context of the community it serves. Finally, public sector organizations, as the primary agents of practical implementation, must provide legitimate mechanisms to reconcile value conflicts when they arise.  

This research aims to comprehensively describe and understand the utilization of the SINKARKES system (Ship and Health Information System) in the issuance of the Ship Sanitation Control Exemption Certificate (SSCEC) and the First Aid for Accidents (P3K) Certificate for vessels managed by PT. Surya Samudera Indah Batam. Compliance with ship sanitation and health standards is a mandatory prerequisite for preventing disease spread and ensuring occupational safety in accordance with prevailing regulations. The research methodology employed is field research (field research) to observe direct operational procedures in the field, supplemented by literature review (library research) to strengthen the theoretical and regulatory foundations of the Ministry of Health. The findings indicate that the process of issuing the certificates through SINKARKES begins with agent login access to the official application (sinakarkes.kemkes.go.id) using a registered company account. Subsequently, the agent submits an application for SSCEC and P3K issuance, followed by the completion of data and the uploading of mandatory supporting documents. These documents include the Maritime Health Declaration (MDH), previous SSCC/SSCEC certificates, the P3K certificate, crew list, voyage memo, and the list of last ports of call. Once the documents are verified, the Special Health Quarantine Officer (KarKessus) proceeds to conduct a physical survey onboard the vessel. The main obstacle encountered is poor internet network connectivity in the port area, which often leads to data input failures and double entry errors during certificate printing.

Hypertension is one of the most common non-communicable diseases, with a high incidence rate that has become a major global health concern. It is often referred to as a “silent killer” because many patients are unaware of their condition until serious complications arise. In Indonesia, the prevalence of hypertension is relatively high, yet many sufferers remain undiagnosed or do not receive proper medical treatment. Several risk factors contribute to hypertension, including age, heredity, high-salt diet, obesity, lack of physical activity, and unhealthy lifestyles such as smoking and alcohol consumption. Without proper management, hypertension may lead to severe complications such as stroke, heart failure, and chronic kidney disease. Management of hypertension generally involves pharmacological therapy, such as the administration of antihypertensive drugs, as well as non-pharmacological interventions through lifestyle modifications. Nurses play a crucial role in patient education, monitoring, and preventing complications through comprehensive nursing care. The purpose of this study is to describe the nursing care provided to Mr. R, who experienced a cardiovascular system disorder, namely hypertension, in the Dahlia Ward of RSUD dr. Soeselo, Tegal Regency. The research method used was descriptive with a case study approach, allowing for a systematic and clear presentation of the patient’s condition. The case findings showed that the patient’s main complaint was a headache radiating to the nape of the neck. Based on nursing assessment, two nursing diagnoses were identified: acute pain and lack of knowledge regarding the disease and its management. Interventions were determined using national standards such as SDKI, SLKI, and SIKI, which are expected to reduce symptoms and improve the patient’s understanding of hypertension.

The 2021 Indonesian Nutritional Status Survey (SSGI) shows that 1 in 4 Indonesian children suffers from stunting and 1 in 10 children suffers from malnutrition. Good nutrition is a crucial foundation for optimal growth and development, especially for those growing up in vulnerable environments. According to the WHO, stunting is a failure of growth and development experienced by children due to prolonged inadequate nutritional intake, recurrent infectious diseases, and inadequate psychosocial stimulation. However, on the other hand, children who experience stunting are usually accompanied by developmental delays in various other organs, especially if malnutrition occurs during the first 1000 days of life (HPK). Stunting is defined as a child's length for age (PB/A) or height for age (H/A) that is lower than -2 standard deviations. Therefore, a child with stunting is definitely stunted, but a child who is stunted is not necessarily stunted. Stunting that occurs before a child is 2 years old is an indication of decreased cognitive abilities at a later age if not followed by adequate psychosocial stimulation, thus impacting academic or educational abilities later in life. Providing innovative education such as making moringa pudding is one way to present nutritious and creative food or drinks so that it can be accepted by kindergarten mothers who have toddlers and preschoolers. The content of moringa leaves is a food ingredient that has good nutritional value, especially for preventing stunting in children.

Hypertension is one of the global public health issues with serious implications as it may lead to severe complications such as stroke, coronary heart disease, and kidney failure. Elderly individuals are among the most vulnerable groups, with the highest prevalence found in the age group of 65–74 years (57.6%) and those over 75 years (63.8%). Non-pharmacological treatment for hypertension includes regular and consistent elderly gymnastics. This study aims to examine the effect of elderly gymnastics on blood pressure among elderly individuals with hypertension at the Rumoh Sejahtera Geunaseh Sayang Nursing Home, Ulee Kareng, Banda Aceh. The study applied a quasi-experimental design with a deductive approach. The population consisted of 55 elderly individuals, and 17 were selected as the sample using total sampling technique. The elderly gymnastics intervention was conducted three times a week, from April 17th to 22nd, 2025. Blood pressure was measured before and after the intervention using a pre-test and post-test observation sheet. Data analysis was performed using the Wilcoxon test, suitable for non-parametric data. Results showed that on the first day, there was no significant difference in systolic and diastolic blood pressure (p = 0.091). On the second day, systolic blood pressure showed a significant decrease (p = 0.003), while diastolic pressure remained non-significant (p = 0.161). On the third session, a significant reduction occurred in both systolic (p = 0.000) and diastolic (p = 0.001) blood pressure. Conclusion: Elderly gymnastics has an effect on reducing blood pressure in elderly individuals with hypertension. This intervention may serve as an effective and applicable non-pharmacological therapy in daily life.

Patients who are admitted to the Intensive Care Unit (ICU) often require mechanical ventilation due to respiratory failure. One of the common problems that arises in patients with mechanical ventilation is the buildup of sputum, which can interfere with the ventilation process as well as lower the tidal volume. To overcome this, a combination of clapping and suction interventions are used as a therapeutic method with the aim of helping to clear the airways and improve ventilation function. This study aims to determine the effect of the combination of clapping and suction on tidal volume in patients with respiratory failure using mechanical ventilation. The research design used a pre-experiment with a one-group pretest-posttest approach on 43 respondents in the ICU room. Interventions in the form of clapping and suction are given in a structured manner according to standard nursing procedures. The results showed that the majority of respondents were female (53.5%), with the most medical diagnosis being SNH (23.3%). Most of the respondents were in the late adult age category (32.6%) and used PCV ventilation mode (51.2%). Before the intervention, most respondents had a low tidal volume (72.1%), while after the intervention the majority had an increase to the normal category (90.7%). The Wilcoxon test showed a value of p = 0.001, which means that there is a significant effect of the combination of clapping and suction on the increase in tidal volume. Thus, it can be concluded that the combination of clapping and suction is an effective intervention in increasing tidal volume in patients with respiratory failure with mechanical ventilation at the ICU of RSI Sultan Agung Semarang.

Indonesia is a country with high lightning strike intensity, making lightning protection systems critically important, especially for public infrastructure such as Light Rail Transit (LRT). This research aims to analyze the lightning protection system implemented in the Jakarta LRT Phase 1B Project, particularly in the station areas and railway lines. The methods used include field observation, literature study, interviews, and technical analysis using the rolling sphere method, protective angle method, and mesh method to determine the coverage of protected areas. In addition, an evaluation of the grounding system was conducted to ensure the safe discharge of lightning currents into the earth. The analysis results show that the lightning protection system applied complies with PUIPP and IEC 62305-1 standards and is capable of protecting signaling and telecommunication equipment from lightning risks. The combination of the three protection methods provides comprehensive coverage for LRT structures. The grounding system design also meets the standard resistance requirement (< 5 Ohms), ensuring operational safety and protecting critical equipment. Furthermore, the study highlights the importance of integrating lightning protection with other safety systems such as fire protection and electrical surge protection, as lightning can cause cascading failures that disrupt railway operations. Proper maintenance and periodic testing of grounding resistance are also necessary to ensure long-term reliability. In addition, the Faraday cage principle applied to train cars contributes to passenger safety by preventing lightning currents from penetrating the cabin interior. This research is expected to serve as a reference for developing lightning protection systems in similar infrastructure projects, especially in regions with high lightning density. By applying international standards and comprehensive protection methods, the Jakarta LRT demonstrates how modern urban transportation can operate safely despite extreme weather risks.

This article examines the legal consequences of a delayed notification of a share acquisition under Indonesian competition law, focusing on the case of PT X's takeover of PT Y. The central issue is PT X's failure to report the acquisition to the Commission for the Supervision of Business Competition (KPPU) within the mandated 30-day period, as stipulated by Law Number 5 of 1999 and its implementing regulation, Government Regulation Number 57 of 2010. The notification was submitted with a significant delay of 2,023 days, a clear violation of the statutory requirements. As a result of this non-compliance, the KPPU, through its Decision No. 31/KPPU-M/2020, imposed an administrative fine on PT X amounting to   IDR 1,050,000,000.00 (one billion fifty million rupiah). Beyond the direct financial penalty, the violation led to severe indirect repercussions, including significant    reputational damage, which threatened to erode investor confidence and disrupt existing business relationships. The KPPU's firm and consistent enforcement in this case highlights the critical function of the post-merger notification system in Indonesia as a preventative mechanism to assess transactions that could lead to excessive market concentration. The decision underscores the legal principles of     transparency, fairness, and accountability that underpin Indonesian competition law. This case serves as a powerful deterrent, signaling to all business actors that non-compliance will not be tolerated. Ultimately, such rigorous enforcement is crucial for fostering a culture of legal adherence, maintaining market integrity, and building a more transparent and competitive business ecosystem that supports sustainable economic growth in Indonesia.

This research is driven by the low level of student motivation in completing homework at SD Negeri 104237 Dalu Sepuluh B. Motivation serves as a key factor that encourages students to be enthusiastic about learning. This study applies a descriptive qualitative method, which aims to present events or facts as they occur in the field, where the researcher acts as the main instrument in the process. Data were collected through observation, interviews, and documentation. The findings reveal that students’ motivation to do homework at SD Negeri 104237 Dalu Sepuluh B is relatively low. This is reflected in the first indicator, namely the willingness to make efforts despite repeated failures, where students appear indifferent toward homework assignments. The second indicator concerns the habit of completing homework early, which shows that students rarely work on assignments and only do so when they have spare time. The third indicator is activeness during lessons, where students are less engaged in responding to teachers, resulting in minimal interaction between students and teachers in the classroom, and their attention to lessons is limited. The fourth indicator relates to punctuality in submitting homework, as students are less disciplined in turning in assignments, often prioritizing tasks from the Islamic boarding school. The main inhibiting factor of students’ motivation in doing homework is the busy schedule of boarding school activities, which makes it difficult for students to manage their time to complete assignments.

Preventing accidents during drilling and well service operations is a constant and primary concern for every company or contractor operating in the upstream business. Accident analyses often identify a number of causative factors and/or anomalies, where equipment-related items play a significant role. This article concentrates on the rig inspection process as a consistent method for detecting equipment-related anomalies before operations commence. These inspections allow necessary repairs to be made in a timely manner, thereby limiting the occurrence of accidents after the rig becomes operational. When thorough and systematic rig inspections are performed, the percentage of accidents where equipment failure is the primary cause remains very low. However, the factor of equipment condition contributing to accidents still persists in a significant number of cases. Drilling rig mast inspection is a crucial component in maintaining the safety and efficiency of drilling operations. This inspection process aims to detect structural anomalies and equipment conditions that could affect rig performance. In this study, we analyze the inspection methods applied to rig masts, including visual inspection, non-destructive testing, and condition monitoring. The results of these inspections are expected to identify potential risks and enable necessary repairs before operations begin. Through the implementation of systematic and standardized inspection procedures, companies can reduce the likelihood of accidents and equipment failures, thereby enhancing workplace safety. This study also discusses the importance of training for inspection personnel to ensure they possess the necessary knowledge and skills to detect potential problems that may arise. Thus, drilling rig mast inspection contributes not only to safety but also to overall operational efficiency.

Based on data from the South Nias District Health Office, the number of hypertension cases at Bawomataluo Public Health Center increased steadily from 2022 to 2024. This condition posed a high risk of leading to severe complications such as heart disease, stroke, kidney failure, and damage to other organs. This study aimed to examine the factors influencing compliance with blood pressure control among hypertensive patients within the working area of Bawomataluo Public Health Center in the year 2025. This research employed a quantitative method using an analytic survey design with a cross-sectional approach. The population consisted of 185 individuals who had been diagnosed with hypertension over the past six months (from July to December 2024). A purposive sampling technique was used to select 127 participants. Data analysis included univariate, bivariate, and multivariate analyses. Using logistic regression with the forward method, the results showed that knowledge had a significance value of 0.002 with an Exp(B) of 5.680; family support had a significance value of 0.000 with an Exp(B) of 6.740; motivation had a significance value of 0.000 with an Exp(B) of 6.947; and self-confidence had a significance value of 0.001 with an Exp(B) of 5.706. Among these, motivation was identified as the most dominant factor due to having the highest odds ratio (Exp(B)). The findings indicated that knowledge, family support, motivation, and self-confidence significantly affected compliance with blood pressure control among hypertensive patients at Bawomataluo Public Health Center. Motivation emerged as the most influential factor. It was recommended that the health center actively provide support and encouragement to patients suffering from hypertension.

Hypertension is a chronic disease that requires long-term treatment. However, in reality, many patients remain non-adherent to their prescribed therapy. Non-adherence can lead to serious complications such as stroke, kidney failure, or heart disease. One of the crucial factors that can improve treatment adherence is family support. This support may include attention, supervision, motivation, and practical assistance such as reminding patients of their medication schedules. The aim of this study was to examine the relationship between family support and medication adherence among hypertensive patients at the Internal Medicine Specialist Polyclinic of RSSA Sangiang. This study employed a quantitative correlational design with a cross-sectional approach. A total of 189 respondents were recruited using consecutive sampling. The research instruments consisted of a family support questionnaire and the Morisky Medication Adherence Scale (MMAS-8) to assess adherence. Data were analyzed using the Spearman Rank test to determine the relationship between the two variables. The results showed that most respondents received family support at a moderate level (55.0%). Meanwhile, medication adherence among hypertensive patients was categorized as moderate in 49.2% of respondents. The Spearman test revealed a highly significant relationship between family support and medication adherence, with p=0.000 and a correlation coefficient r=0.832. In conclusion, family support plays a vital role in improving medication adherence among hypertensive patients. Therefore, healthcare providers are encouraged to involve families in the treatment process and provide continuous education to ensure adherence and prevent complications.

Hypertension is one of the most common non-communicable diseases, posing serious health risks such as heart disease, stroke, and kidney failure. The increasing prevalence of hypertension is mainly due to limited public knowledge about the risks associated with the condition and the importance of consistent, long-term medication adherence to prevent complications. This study aims to examine the relationship between the level of knowledge about hypertension and medication adherence among hypertensive patients. A quantitative research method with a descriptive correlational design was employed. Purposive sampling was used to select respondents, and the data were analyzed using the Chi-Square test. The results showed that the majority of respondents were female (53%), aged between 46 and 64 years (74%), had an elementary school education level (42%), worked as housewives (51%), and had been diagnosed with hypertension for an average of 7 to 10 years (46%). Statistical analysis revealed a p-value of 0.000 (α < 0.05), indicating a significant relationship between the patients’ knowledge level and their adherence to antihypertensive medication. This finding emphasizes the need for continuous health education and counseling to enhance patients’ understanding of hypertension and its management. Effective communication and support strategies are essential in improving medication adherence, which is crucial for preventing hypertension-related complications and improving the quality of life for patients. These results provide valuable insights for healthcare providers to develop targeted interventions.

Hypertension, often referred to as high blood pressure, is a major global health problem that significantly increases the risk of atherosclerotic cardiovascular disease, heart failure, stroke, and kidney failure. Various complementary and alternative therapies have been explored to support conventional treatments in reducing blood pressure, one of which is smile therapy. This study aimed to analyze the effect of smile therapy on blood pressure among hypertensive patients at RSUI Harapan Anda Tegal. The research employed a quantitative approach with a quasi-experimental design using a one-group pretest-posttest method. A total of sixty hypertensive patients were selected through exhaustive sampling. Data were collected before and after the intervention and analyzed using the Wilcoxon test to determine the statistical significance of changes in blood pressure. The demographic characteristics of participants showed that most were in their early to mid-forties (36 individuals, 60%), predominantly female (38 individuals, 63.3%), with a junior high school education or below (25 individuals, 41.7%), and unemployed (41 individuals, 71.7%). The findings indicated that prior to the intervention, 41 participants (68.3%) had uncontrolled blood pressure. After undergoing smile therapy, 48 participants (80%) demonstrated improvement with more stable blood pressure levels. Statistical analysis revealed a significant effect of smile therapy on reducing blood pressure with a p-value of 0.000. These results suggest that smile therapy can serve as an effective, simple, and low-cost complementary intervention to help hypertensive patients manage their condition and improve overall health outcomes

The Intensive Care Unit (ICU) is a specialized unit in a hospital that provides intensive care and close monitoring for critically ill patients. This unit is equipped with advanced medical equipment such as ventilators and hemodynamic monitors, and has a high staffing ratio to ensure optimal care (Smith & Jones, 2020; Brown et al., 2019; Williams & Green, 2021).  The multidisciplinary team in the ICU, including specialist physicians and trained nurses, works together to meet the medical and psychological needs of patients (Taylor, 2022; Miller & Adams, 2018). According to the WHO (2023), 10–20% of hospital patients require ICU care. In Indonesia, ICU patients account for approximately 15% of total hospital patients (Kusuma, 2021). Data from Dr. Moewardi Regional Hospital (RSUD) shows an increasing trend in ICU patients, primarily due to infectious diseases (Ministry of Health, 2021). Meanwhile, in the ICU of Sultan Agung Islamic Hospital (RSI Sultan Agung Semarang), 1,278 patients were admitted between January and October 2024, with the most cases being respiratory failure (143 patients). This study used a quantitative design with a cross-sectional approach. The sample consisted of conscious patients treated in the ICU and met the inclusion criteria, with 71 respondents.  The research instrument used a validated questionnaire to measure family support, therapeutic communication, and anxiety levels. Data analysis was performed using the Spearman test. Based on the Spearman test, the 71 respondents were found to have the following characteristics: the highest age group was early elderly (36.6%), the highest gender was male (64.8%), the highest education level was high school (45.1%), the highest occupation was 80.3%, high family support (74.6%), good therapeutic communication (90.1%), and mild anxiety (59.2%). There is a significant relationship between family support and patient anxiety levels. Furthermore, therapeutic communication also significantly reduced patient anxiety levels in the ICU at Sultan Agung Islamic Hospital, Semarang.

This research is a quantitative study with a descriptive correlational design using a cross-sectional approach. The purpose of this study was to determine the relationship between depression level and self-efficacy among patients with kidney failure treated in the internal medicine ward of RS QIM Batang. The sample consisted of 40 respondents selected using purposive sampling from the population of chronic kidney failure patients undergoing hemodialysis. The instruments used were the Hamilton Depression Rating Scale (HDRS) to measure depression and a 25-item self-efficacy questionnaire to assess patients’ confidence. Data analysis was performed using the Spearman Rank test. The results showed that most respondents were in the normal depression category (31.4%), while 24.8% experienced severe depression. Regarding self-efficacy, the majority of respondents were in the high category (43.8%). The Spearman Rank test revealed a correlation coefficient (rho) of -0.881 with a p-value of 0.000 (p < 0.05), indicating a very strong and statistically significant negative relationship between depression and self-efficacy. This means that the higher the patients’ self-efficacy, the lower their level of depression. The conclusion of this study is that there is a very strong and significant relationship between depression level and self-efficacy among patients with kidney failure treated in the internal medicine ward of RS QIM Batang.

Heart failure or congestive heart failure (CHF) is a condition where the heart is unable to pump blood optimally to meet the body's metabolic needs, resulting in symptoms such as shortness of breath, excessive fatigue, and edema (Majid, 2017). According to WHO data in 2023, CHF is one of the main causes of death with a total of 17.5 million deaths from a total of 58 million cases recorded worldwide. This paper aims to describe and provide an overview of nursing care for patient Mr. H who experiences cardiovascular system disorders in the form of CHF in the Dahlia room of Dr. Soeselo Regional Hospital, Tegal Regency in accordance with nursing practice standards. The method used is a descriptive method through a case study with data collection techniques using interviews and observations. From the results of the case review, the main complaint experienced by the patient was shortness of breath which was quite disruptive to daily activities. Based on this condition, four main nursing diagnoses were found, namely ineffective airway clearance, hypervolemia, activity intolerance, and knowledge deficits related to the disease and self-care. The interventions provided are based on theoretical references in the Indonesian Nursing Diagnosis Standards (IDHS) and the Indonesian Nursing Outcome Standards (SLHS), and are tailored to the patient's actual condition. The implemented action plan is expected to help reduce symptoms, improve the patient's ability to function, and provide a better understanding of CHF so that the patient can actively participate in the care process.

This study aims to analyze the effect of transformer oil purification on oil breakdown voltage and evaluate its benefits in maintaining transformer performance and reliability. Oil purification is a crucial preventive maintenance step to preserve insulation quality and prevent operational failures caused by reduced dielectric properties. The study was conducted through several stages, including data collection, oil purification, measurement of breakdown voltage before and after purification, and evaluation of results. Data collection involved measuring the oil’s electrical properties according to SPLN 49-1:1982 and observing results using a Break Down Voltage (BDV) test. Purification of a Trafindo 400 kVA transformer was performed through visual inspection, connecting the inlet and outlet hoses to the purification machine, and circulating the oil until the breakdown voltage met the required standards. Results indicated that the oil breakdown voltage before purification was below standard due to reduced insulation quality caused by water contamination, charcoal particles, thermal degradation, and dissolved gases that weakened dielectric properties. Additional factors such as electrical stress, mechanical stress, and excessive loading also contributed to insulation deterioration. After purification, the oil breakdown voltage increased significantly to meet the standard of >30 kV/2.5 mm, demonstrating that purification effectively restores the oil’s insulating capacity and supports optimal transformer performance. Analysis confirms that the transformer oil remains suitable for use, and routine annual purification is recommended to maintain reliability, efficiency, and operational performance. This study highlights oil purification as an effective preventive measure for transformer stability, extending operational life, and reducing the risk of insulation failure. The findings provide valuable guidance for transformer maintenance in the electricity industry, ensuring safe and optimal long-term operation.

. The phenomenon of a potential megathrust earthquake predicted to occur in the coming years has raised widespread concern among the Indonesian public, particularly due to the high vulnerability of existing structures. In response to this issue, this study aims to analyze the structural capacity of buildings in resisting seismic forces and lateral loads, with a specific focus on factory structures. As a civil engineering student specializing in structural engineering, the objective of this research is to examine the behavior, performance, and potential failure patterns of building structures under earthquake loads. The research method employs pushover analysis as a tool for structural assessment, while the evaluation process refers to the guidelines outlined in ATC-40. The analysis results indicate that the factory structure is capable of withstanding a lateral load of 108,587.40 kN, with a controlled roof displacement of 1.5 meters. The structural performance level is categorized under the Damage Control (DO) stage, specifically at performance level SP-2, where the structure remains standing under lateral loads but experiences damage requiring repair before reuse. Furthermore, the failure patterns observed reveal a progressive performance of structural elements, shifting from condition B (Basic), IO (Immediate Occupancy), LS (Life Safety), C (Collapse Prevention), up to E (Extreme Damage). These findings highlight the importance of proper structural design and evaluation in enhancing resilience, ensuring safety, and minimizing potential risks from future megathrust earthquake events.