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Naswa Salsabila; Lubna Nurul Mumtazah; Sayna Wahyu Ananta; Adriansyah Adriansyah; Zahra Alatas

Journal of Educational Innovation and Public Health 2026 Pusat Riset dan Inovasi Nasional

Ibuprofen is an antipyretic and anti-inflammatory drug classified as Biopharmaceutics Classification System (BCS) class II, characterized by low water solubility and high permeability. Its limited solubility may reduce the dissolution rate and influence therapeutic effectiveness. This study aimed to formulate ibuprofen suppositories using cocoa butter (oleum cacao) as the suppository base through the melting method. Each suppository was prepared with a total weight of 2500 mg containing 125 mg ibuprofen, oleum cacao as the base, tween 80 as an emulsifier, and liquid paraffin as a mold lubricant. Before formulation, a displacement value test was performed to determine the exact amount of base required. The prepared suppositories were evaluated through organoleptic examination, weight uniformity, melting time, and dissolution testing. The evaluation results demonstrated that the suppositories possessed acceptable physical characteristics, uniform weight distribution, appropriate melting properties, and satisfactory dissolution behavior. Based on these findings, ibuprofen suppositories formulated with oleum cacao fulfilled pharmaceutical quality requirements in accordance with the Indonesian Pharmacopoeia standards.

Santo Dewatmoko; Nadia Rizky Vindiazhari; Zaenal Muttaqien

Jurnal Manajemen Riset Inovasi 2026 Pusat Riset dan Inovasi Nasional

This study examines customer churn prediction in subscription-based telecommunications from a digital marketing perspective using machine learning. The analysis utilizes a secondary dataset of 7,043 customer records that simulate behavioral, contractual, and financial attributes commonly found in telecom services. Three classification algorithms Logistic Regression, Random Forest, and Gradient Boosting are applied to model churn behavior. Data preprocessing includes handling missing values, encoding categorical variables, and splitting data into training and testing sets. Model performance is evaluated using accuracy, recall, and ROC-AUC, with emphasis on recall due to its importance in identifying at-risk customers. The results show that Gradient Boosting achieves the highest overall performance with an ROC-AUC of 0.84, while Logistic Regression provides relatively higher recall. Key drivers of churn include short-term contracts, higher monthly charges, and lower service engagement. However, recall remains moderate, indicating limitations in capturing complex behavioral factors. These findings suggest the need to combine predictive models with behavioral insights and highlight the importance of early customer engagement and long-term retention strategies.

Setiawan, Fero; Suhardi , Suhardi

Jurnal Riset Rumpun Ilmu Ekonomi 2026 Lembaga Pengembangan Kinerja Dosen

This study aims to analyze the effect of Brand Image, Product Quality, and Promotion on Purchase Decisions of Crocs sandals in Batam City. The research employs a quantitative approach using a survey method. Data were collected through questionnaires distributed to 119 respondents who are consumers of Crocs products in Batam City. The data analysis techniques include validity and reliability tests, classical assumption tests, multiple linear regression analysis, t-test, F-test, and coefficient of determination analysis, using SPSS version 26. The results indicate that Brand Image and Product Quality have a positive and significant effect on Purchase Decisions. Meanwhile, Promotion shows a positive but insignificant effect on Purchase Decisions. Simultaneously, Brand Image, Product Quality, and Promotion have a positive and significant effect on Purchase Decisions. The Adjusted R Square value of 0.905 indicates that 90.5% of the variation in Purchase Decisions can be explained by the three independent variables, while the remaining 9.5% is influenced by other factors not examined in this study. This research is expected to provide insights for companies in formulating more effective marketing strategies, particularly in strengthening brand image and improving product quality.

Cut Dini Mandasari; Rizanizarli Rizanizarli; Efendi Efendi

IJLS (International Journal of Law and Society) 2026 Asosiasi Penelitian dan Pengajar Ilmu Hukum Indonesia

Law Number 11 of 2012 emphasizes restorative justice, diversion, and the protection and fulfillment of children’s rights within the juvenile justice system. In addition, Law Number 22 of 2022 highlights the importance of guidance and assistance aimed at supporting the social reintegration of children in conflict with the law. However, the implementation of these legal provisions at the Class I Correctional Center (Bapas) in Banda Aceh has not been fully effective due to several challenges, including the limited number of officers, inadequate initial assistance, and constraints in reporting and inter-institutional coordination. This study aims to analyze the implementation of assistance provided to juvenile correctional clients at Bapas Class I Banda Aceh and identify factors affecting its effectiveness. The research employs an empirical juridical method with descriptive qualitative analysis based on interviews, documentation, and legal literature. The findings reveal that assistance has been provided throughout all judicial stages, including pre-adjudication, adjudication, and post-adjudication processes. These activities involve community research, assistance during diversion and court proceedings, and post-verdict guidance. Nevertheless, implementation remains suboptimal due to internal factors such as limited Community Advisors and heavy workloads, as well as external factors including insufficient family support, limited community acceptance, and weak coordination between institutions. These issues affect the effectiveness of assistance and hinder children’s successful social reintegration.

Delia Rahmi; Putri Mauliani Akmal; Yulia Rizki; Muhammad Rifai Harahap

Akhlak : Jurnal Pendidikan Agama Islam dan Filsafat 2026 Asosiasi Riset Ilmu Pendidikan Agama dan Filsafat Indonesia

The rapid development of information and communication technology in the digital era has brought massive disruptions to all aspects of human life, including the educational paradigm and societal morality. Generation Z, as digital natives who grow up alongside these technological advancements, faces significant vulnerabilities regarding character degradation and moral decadence due to boundless exposure to global information. This research aims to critically analyze the strategic role of Islamic Religious Education in shaping and fortifying the character of Generation Z amidst the complexities of the digital landscape. The method used in this study is a qualitative literature review, which systematically synthesizes and analyzes twenty relevant academic sources. The findings indicate that Islamic Religious Education serves as an irreplaceable moral compass by internalizing the fundamental values of Tawhid and prophetic ethics. Furthermore, the integration of modern digital pedagogy with classical Islamic traditions, accompanied by the teacher's role as a moral exemplar (mu'addib), is crucial for effective character building. In conclusion, a collaborative educational ecosystem involving the family, school, and society is mandatory to ensure the continuous moral resilience of the younger generation in facing future technological disruptions.

Sofia Maharani; Zulfa Nurfadhilah Ardalia Putri

Jurnal Inovasi Pendidikan 2026 Lembaga Pengembangan Kinerja Dosen

Education is a crucial aspect for individuals; however, in reality, many students face learning obstacles such as low motivation and academic procrastination, which can hinder their psychological development. This literature review aims to analyze the effectiveness of various Guidance and Counseling (GC) services in addressing students’ learning problems and to identify the most prevalent and efficient strategies. The research method used was a literature review of 20 scientific articles from accredited journals and academic books published over the past ten years. Data analysis was conducted thematically to map patterns and trends in the effectiveness of interventions. The results indicate that GC services significantly contribute to addressing learning difficulties through four primary models: group counseling, individual counseling, classroom guidance, and comprehensive services. Group counseling was found to be the most widely used and effective service in enhancing students’ learning motivation and social interaction through group dynamics. Meanwhile, individual counseling proved effective for addressing personal and specific issues such as truancy and procrastination. Although effective, the implementation of guidance and counseling services still faces challenges in the form of a limited number of counselors and suboptimal time management. The implications of this study emphasize the need to optimize group services as a primary strategy, as well as increased support from schools and parents to create preventive and comprehensive interventions.

Elya Riza Pahlevi; Arnelia Dwi Yasa; Nyamik Rahayu Sesanti

Jurnal Inovasi Pendidikan 2026 Lembaga Pengembangan Kinerja Dosen

This study was conducted to evaluate the numeracy skills of second-grade students in mathematics lessons involving addition and subtraction of currency. This research is classified as descriptive qualitative. Data collection methods included observation, document collection, and the use of student worksheets. The data analysis employed the Miles and Huberman technique. The data were collected in the form of student worksheets in mathematics lessons in second-grade students at Urek-Urek 2 Elementary School, Malang Regency, with 12 students participating. The analysis revealed three categories of student numeracy ability. These three categories represent numeracy ability groups, divided into low (0-55), medium (55-75), and high (75-100). Based on the results of the second-grade students' numeracy ability evaluation, it can be concluded that the majority of students at Urek-Urek 2 Elementary School have high numeracy ability. The results from the student worksheets indicate that three students are in the low numeracy ability category, two students are in the medium category, and seven students are in the high numeracy ability category. Referring to the questions given, students generally understood the context of the questions, which relate to everyday activities. This demonstrates their ability to think critically to solve problems.

Dwi Angelica Purba; Meliala, Hanna Sartika; Simanjuntak, Yulies Pristina; Siregar, Joy Lasmita; Sitorus, Sophia Titania +1 more

Publikasi Para ahli Bahasa dan Sastra Inggris 2026 Asosiasi Periset Bahasa Sastra Indonesia

Metaphor is a form of figurative language that expresses meaning indirectly by comparing one concept with another concept that has similar characteristics. The purpose of this research is to identify the types of metaphors used and to analyze how metaphors are represented in the lyrics of selected songs by Nadin Amizah, namely Bertaut, Taruh, Sorai, Semua Aku Dirayakan, and Hormat Kepada Angin. This research uses Ullmann’s theory (1972) which classifies metaphors into four types: anthropomorphic metaphor, animal metaphor, concrete-to-abstract metaphor, and synesthetic metaphor. The method used in this research is descriptive qualitative. The data were collected by reading the song lyrics, identifying metaphorical expressions, and classifying them based on Ullmann’s theory. The results show that there are 20 metaphorical expressions found in the selected songs. Anthropomorphic metaphor appears most frequently with 9 occurrences (45%), followed by concrete-to-abstract metaphor with 8 occurrences (40%). Animal metaphor appears 2 times (10%), while synesthetic metaphor appears only once (5%). These metaphors are used in the lyrics to express emotional experiences and personal reflections through imaginative and figurative language.

Aulia Azka Septyana; Lesa Paranti

Jurnal Riset Rumpun Seni, Desain dan Media 2026 Pusat Riset dan Inovasi Nasional

Dance instruction in schools still does not fully support students' ability to understand techniques and movement sequences independently. In the "Semarang Rumah Kita" dance material in grade VIII of SMP N 7 Semarang, the learning process tends to rely on classical methods guided by printed books. This condition indicates the need to develop more varied, interesting, and effective learning media. This study aims to develop and test the feasibility and effectiveness of the "Semarang Rumah Kita" dance video tutorial as a learning medium. The method used is Research and Development (R&D) which includes the stages of needs analysis, product planning, revision, and field trials. The research subjects were grade VIII students of SMP N 7 Semarang. Data were obtained through interviews, observations, validation questionnaires from material experts and media experts, and assessment of student practice. The data were analyzed using quantitative and qualitative descriptive approaches. The results of the study indicate that the developed video tutorial meets the criteria of very feasible and has been proven effective in increasing movement accuracy, cohesiveness, and student self-confidence. These findings are an innovative alternative to support dance learning and improve the quality of dance education in schools.

Wisnu Hari Nugraha Bintoro; Destian Andhani

Jurnal Ekonomi dan Keuangan 2026 Asosiasi Riset Ekonomi dan Akuntansi Indonesia

This study aims to analyze the effect of inflation and interest rates on the stock prices of banking companies listed in the IDX80 index on the Indonesia Stock Exchange for the 2019–2024 period. Research data were obtained from official reports of banking company stock prices as well as inflation and interest rate data from Bank Indonesia. The study used a quantitative approach with multiple linear regression methods through the SPSS application, and classical assumption tests were conducted as a requirement for analysis. The study population included all IDX80 banking companies, with a saturated sampling technique resulting in five banks that met the criteria during the study period. The results of the partial test indicate that inflation has a positive and significant effect on stock prices, while interest rates have a negative and significant effect on stock prices. This indicates that stable inflation can still improve the performance of the banking sector, while rising interest rates tend to depress stock prices due to increased borrowing costs and a shift in investment to other instruments. The results of the simultaneous test also show that inflation and interest rates together have a significant effect on the stock prices of IDX80 banking companies. The results show that inflation has a significant positive effect on stock prices with a significance value of 0.034, while interest rates have a significant negative effect with a significance value of 0.018. Simultaneously, inflation and interest rates have a significant effect on stock prices with a calculated F value of 14.549 > Ftable 2.70 and a significance of 0.000 < 0.05.

Putri Mita Azhari; Arief Hadian; Yayuk Yuliana; Emelia Rahmadany Putri Gami

International Journal of Management and Digital Sciences 2026 International Forum of Researchers and Lecturers

This research aims to examine the influence of Brand Awareness, Social Media Marketing, and Online Customer Reviews on the purchasing decisions of Hijab Azzura among the community of Garu II Harjosari I Medan Amplas. This study uses a quantitative research method with a questionnaire research design. The subject of this research is Hijab Azzura, and the object of the study is consumers who purchase Hijab Azzura, totaling 97 respondents. Data collection techniques include observation, questionnaires, and documentation. Data analysis techniques involve validity tests, reliability tests, and classical assumption tests. The data analysis method used is multiple linear regression with the assistance of SPSS 25 software. The t-test results show that Brand Awareness has a positive effect on purchasing decisions. Social Media Marketing has a positive effect on purchasing decisions. Online Customer Reviews also influence purchasing decisions. The F-test results indicate that Brand Awareness, Social Media Marketing, and Online Customer Reviews simultaneously affect the purchasing decisions of Hijab Azzura among the community of Garu II Harjosari I Medan Amplas, with an F calculated value of 12.781 > F table value of 2.700, and a significance value of 0.000 < 0.05. The adjusted coefficient of determination (R Square) is 0.292, meaning that 29.2% of the dependent variable can be explained by the independent variables, while the remaining 70.8% is explained by other variables outside the ones studied.    

Anisa Fatihah; Hendry Frananda

Algoritma : Jurnal Matematika, Ilmu pengetahuan Alam, Kebumian dan Angkasa 2026 Asosiasi Riset Ilmu Matematika dan Sains Indonesia

The objectives of the study are: 1) To analyze the level of vulnerability of agricultural land to flash floods in Nagari Pauh Kamang Mudiak, 2) To analyze the condition of agricultural land in Nagari Pauh Kamang Mudiak before and after the flash flood. The results of this study: 1) Analysis of the level of vulnerability of agricultural land to flash floods in Nagari Pauh Kamang Mudiak, namely in the safe class covering an area of 8.34 hectares, the non-vulnerable class covering an area of 12.01 hectares, the vulnerable class covering an area of 51.91 hectares and the very vulnerable class covering an area of 18.13 hectares. This shows that most of the research areas have a high level of vulnerability to flash floods. Furthermore, the analysis of flash flood risks with 4 risk classifications is an area with a low risk of 16.94 hectares, a moderate area of 30.60 hectares, a high area of 37.78 hectares, and a very high area of 5.07 hectares. Based on the results of this analysis, the agricultural land most affected by the flash flood in Nagari Pauh Kamang Mudiak is rice fields covering an area of 72.2 hectares, 2) Analysis of the condition of agricultural land vegetation in Nagari Pauh Kamang Mudiak before and after the flash flood, namely with 5 classes, namely the very low greenness class covering an area of 12.69 hectares, low covering an area of 29.69 hectares, medium covering an area of 13.22 hectares, and high covering an area of 34.84 hectares. The results of the accuracy test using overall accuracy reached a suitability of 89.58% and the kappa coefficient reached a suitability of 84.32%, meaning good accuracysuitability between the classification results and actual conditions in the field.

Theo Yonathan Simon Laturiuw

Jurnal Riset Ilmu Hukum, Sosial dan Politik 2026 Asosiasi Peneliti dan Pengajar Ilmu Hukum Indonesia

This research examines the practice of handling Factual Action (TF) cases at the State Administrative Court (PTUN) after the issuance of Supreme Court Regulation Number 2 of 2019 and the Job Creation Law, as well as the implications for the issuance of SEMA Number 2 of 2024. The main focus is on Factual Action (TF) cases which are preceded by a letter requesting the issuance of a certificate with a comparative study of Decision Number 93/G/TF/2023/PTUN.BDG and  41/G/TF/2024/PTUN.BDG.  This research aims to analyze whether TF cases that are preceded by an application for issuing a certificate are a form of smuggling in Negative Fictitious or Positive Fictitious cases, or whether they have their own classification because there are unique characteristics that differentiate them.  The research method used is a normative legal research method with a case study approach.  The research results show that there are two models for handling TF cases which are preceded by a request for certificate issuance.  The two are different because the first model can be considered as Positive Fictitious/Negative Fictitious legal smuggling, but the second model is not legal smuggling.  This means that the existence of factual action cases has produced various types of factual actions with their own unique characteristics.  These cases are not always smuggling Positive Fictitious or Negative Fictitious cases, but have unique characteristics that need to be recognized and accommodated in the practice of state administrative justice.

Raudatul Janah; Fahmi Susanti

Jurnal Manajemen Bisnis Digital Terkini 2026 Asosiasi Riset Ilmu Manajemen Kewirausahaan dan Bisnis Indonesia

This study aims to determine the effect of the physical work environment and work motivation on the performance of employees of PT Pancaran Indonesia Kabupaten Tangerang, Depok City, both partially and simultaneously. The method used is a quantitative method with a causal associative approach and probability sampling technique with a sample of 82 and processed using SPSS 25. Data analysis using validity test, reliability test, classic assumption test, regression analysis, correlation coefficient analysis, coefficient of determination analysis, and hypothesis testing. The results of the study show that the physical work environment has a value of tcount > ttable or (3,714 > 1.994). Work motivation has a tcount > ttable or (11,852 > 1.994). The physical work environment and work motivation have Fcount > Ftable or (72, 865 > 2,737). This is also reinforced by the ρ value < Sig.0.05 or (0.000 <0.05). there is a significant effect simultaneously between the physical work environment (X1) and work motivation (X2) on employee performance (Y) with a contribution of 67,9% while the remaining 32,1% is influenced by other factors outside this study. The multiple linear regression equation Y = 5,949 + 0,067X1 + 0,985X2 + e.

Shelahiya Nadhira; Laura Putrie Alika; Sri Mulyeni

Jurnal Mahasiswa Kreatif 2026 International Forum of Researchers and Lecturers

This study aims to analyze the dynamics of academic and social life of students at Universitas Nasional PASIM and identify the factors affecting the balance between these two aspects. Using a qualitative method with interviews as the data collection technique, this study reveals the role of the social environment, particularly peer interactions, in supporting motivation, academic achievement, and student well-being. The findings show that a conducive campus social environment, through interaction with peers, serves as a source of emotional support and information that can enhance motivation and academic performance. Conversely, a less supportive social environment can hinder focus and decrease students' enthusiasm for learning. Students also face challenges in balancing academic demands and social life due to the heavy schedule of classes, academic tasks, organizational activities, and social engagements. The research findings indicate that time management skills and prioritization are key factors in maintaining the balance between academics and social life. The inability to manage time effectively may lead to stress and academic burnout. Overall, the study emphasizes the importance of a supportive social environment and good self-management skills in fostering academic success and student well-being.

Ari Diana; Wiko Antoni; Susilawati Susilawati

Jurnal Riset Rumpun Ilmu Bahasa 2026 Pusat riset dan Inovasi Nasional

Pantun, as a form of traditional oral literature, plays a crucial role in the development of regional literature learning and character education. This study aims to analyze the application of pantun as a learning medium capable of revitalizing students' character values ​​in the modern era. The study was conducted through a literature review of several relevant scientific articles, including those by Purnama et al. (2023), Andayani (2024), Yoga (2024), and Rozani (2025), all of which discuss the relationship between pantun, learning, and character development. The analysis shows that pantun contains character values ​​such as religiosity, honesty, responsibility, courtesy, hard work, and love of country. Through pantun reciprocal activities, the creation of thematic pantun, and the integration of pantun into a local wisdom-based curriculum, regional literature learning can be an effective means of developing polite, creative, and cultured personalities. The application of pantun in the classroom not only strengthens appreciation for regional literature but also serves as a concrete strategy for revitalizing national character. Thus, pantun is no longer merely a legacy of oral tradition, but rather an instrument for moral and cultural education relevant to the needs of 21st-century education.    

Gabriani Paranda; Gita Massora; Dewi Balandatu; Novrianti T. Mindi; Irmani Gelong Pasande

Sabar : Jurnal Pendidikan Agama Kristen dan Katolik 2026 Asosiasi Riset Ilmu Pendidikan Agama dan Filsafat Indonesia

This study focused on addressing the problem of low self-confidence among seventh-grade students at SMP In Tana Toraja. The issue was identified through several behaviors, such as difficulty in voicing opinions, lack of courage to stand in front of the class, and minimal participation during the learning process. To address the identified issue, the study was designed to enhance students’ self-confidence through group guidance activities incorporating the sociodrama technique. This investigation adopted a Guidance and Counseling Action Research approach implemented across two consecutive cycles, each involving planning, action implementation, observation, and reflection. The participants consisted of 30 students, while data were collected through questionnaires and observation instruments. The results indicated that students’ self-confidence developed progressively over time. In the initial condition, most students were still classified in the low-confidence category, but improvement began to appear in cycle one and became more significant in cycle two. These changes were reflected in students’ increased confidence in performing, better communication skills, and stronger active participation in group activities. The sociodrama technique provides direct social interaction experiences that help students develop their self-confidence. Based on the results, the use of group counseling activities incorporating sociodrama emerges as a viable strategy for school counselors to support the development of students’ self-confidence.

Beny Rahman Hakim

Modem : Jurnal Informatika dan Sains Teknologi 2026 Asosiasi Profesi Telekomunikasi Dan Informatika Indonesia

The development of information technology has become a primary pillar in enhancing corporate operational efficiency, where rapid and accurate data integration significantly determines business competitiveness. Case study in PT Gawi Anjung Bersama (GAB) revealed that the company is facing operational constraints because the management of delivery orders and invoices still relies on conventional office applications such as Microsoft Excel and Word. This procedure causes hurdles in data sharing among staff and results in low information security due to the absence of integrated access control settings. This research aims to design and develop the Gawi Anjung Bersama Information System (SIGAB), a web-based system implementing the CodeIgniter framework. The system is developed using Waterfall model, encompassing stages from analysis, design, and implementation to testing. The research flow starts with problem identification, primary and secondary data collection, and functional and non-functional requirements analysis. The system is designed using Unified Modeling Language (UML) modeling, specifically Use Case and Class Diagrams, as well as Entity Relationship Diagrams (ERD) for the database. The system interface is designed as wireframes on Figma web. This system separates access rights into three main actors namely owner, administrator, and staff, to ensure data security. Blackbox testing results, conducted after the system was hosted, indicate that all functional features operate as intended. The implementation of SIGAB is expected to optimize the management of delivery orders and invoices at PT GAB.

Juniati Juniati; Erwin Ambalinggi; Asyumi Febrianti

Sabar : Jurnal Pendidikan Agama Kristen dan Katolik 2026 Asosiasi Riset Ilmu Pendidikan Agama dan Filsafat Indonesia

The development of a student's personality, particularly during classroom interaction, is heavily influenced by their level of self-confidence. A lack of self-assurance often leads to public speaking anxiety, which subsequently restricts student engagement and diminishes academic performance. This phenomenon is frequently identified among tenth-grade Vocational High School (SMK) students who are navigating a period of environmental transition. This research focuses on enhancing the self-confidence of Grade X SMK students struggling with speech-related anxiety through the implementation of group guidance services utilizing role-playing methods. The study follows a Guidance and Counseling Action Research (GCAR) design conducted over two cycles, consisting of preparatory, executive, monitoring, and evaluative phases. The participants were tenth-grade students with low self-confidence profiles as determined by questionnaires and field observations. Data were analyzed using a descriptive quantitative approach to compare performance levels before and after the intervention. The results demonstrate that group guidance integrated with role-playing is an effective strategy for optimizing student self-confidence, as shown by the consistent upward trend in scores throughout the cycles. These findings suggest that this technique serves as a strategic instrument for school counselors to mitigate social anxiety among students. 

Ilham Saputra; Anita Qoiriah

Merkurius : Jurnal Riset Sistem Informasi dan Teknik Informatika 2026 Asosiasi Riset Teknik Elektro dan Informatika Indonesia

The proliferation of online gambling promotional comments on Indonesian social media has become a serious issue requiring fast and accurate automated handling. This study aims to implement a Hybrid Recurrent Neural Network (RNN) and Long Short-Term Memory (LSTM) method to classify online gambling comments and compare its performance with standalone RNN and LSTM models. The research utilized a dataset of 10,230 comments subjected to comprehensive preprocessing stages, including the normalization of non-standard language using a slang dictionary. Testing was conducted across three data-splitting scenarios: 90:10, 80:20, and 70:30. Experimental results demonstrate that the standalone LSTM model achieved the highest average accuracy of 97.45%. However, the Hybrid RNN–LSTM model showed significant superiority in terms of performance stability, yielding the lowest standard deviation (0.0027) and the smallest Coefficient of Variation (0.28%) across all scenarios. These findings indicate that while the LSTM architecture is highly effective at capturing short-text context, the Hybrid approach provides better robustness against fluctuations in data proportions, making it highly relevant for implementation as an automated detection system on social media.