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67,742 articles from 584 journals · 1,699 citations tracked

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Budi Prayitno; M. Syahrul Borman; Duduik Djaja Sidarta

International Journal of Social Welfare and Family Law 2026 Asosiasi Penelitian dan Pengajar Ilmu Sosial Indonesia

Children constitute a vulnerable group requiring protection from sexual crimes, including pedophilia. This research aims to examine criminal law provisions protecting child victims of pedophilia crimes in Indonesia and identify obstacles in their implementation. Using a normative juridical method with statutory and conceptual approaches, the findings demonstrate that legal protection is comprehensively regulated through the Criminal Code (KUHP), the Child Protection Law (Law Number 35 of 2014), Law Number 17 of 2016, and the Electronic Information and Transactions Law (ITE). These regulations provide a strong legal basis both in terms of principal criminal sanctions and additional sanctions such as chemical castration, electronic monitoring device installation, and perpetrator identity disclosure. The regulations also emphasize victims' rights to medical and psychological rehabilitation as well as identity protection. However, implementation faces several obstacles, including low case reporting rates due to stigma and taboo culture, evidentiary difficulties arising from victim trauma, weak inter-agency coordination, limited resources, and the emergence of digital pedophilia modi. Efforts to address these obstacles include strengthening law enforcement capacity, providing child-friendly justice systems, comprehensive rehabilitation services, public legal education, and synergy between government and non-government institutions in child protection.

Rio Adi Lukmana; Dandi Fajar Ismail; Gunung Tegar Abadi

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

This study aims to design a web-based information system for vehicle management and monitoring at Bengkel Merdeka Motor, which previously relied on manual recording processes. Manual data management caused several problems, including data loss, inaccurate records, difficulties in monitoring service progress, and delays in report generation. This research applies the Object-Oriented Analysis and Design (OOAD) method supported by Unified Modeling Language (UML) to analyze system requirements and design the proposed system. The research methodology includes requirements analysis, analysis of existing and proposed systems, system design, and user interface design. The proposed system integrates vehicle data management, service offers, work orders (SPK), service progress monitoring, invoice generation, and automatic monthly reporting into a single web-based platform. The results show that the designed system improves data accuracy, operational efficiency, and transparency of service information. In addition, real-time monitoring features support better coordination between administrators and mechanics. The implementation of this system is expected to enhance service quality, reduce administrative errors, and support managerial decision-making at Bengkel Merdeka Motor.

Wilona Ramadhani K; Muhammad Irwan Padli Nasution

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

This study aims to describe users' experiences and perceptions regarding the presence of malicious comments on social media, particularly on TikTok and Instagram. Data were collected through an online questionnaire using Google Forms containing eight open-ended questions, then analyzed using a descriptive qualitative approach through thematic analysis. The results showed that all respondents had and frequently encountered malicious comments, especially on viral content or creator accounts with large followings. The most common forms of malicious comments included body shaming, insults, defamation, and belittling and demeaning comments. Respondents expressed various emotional reactions such as discomfort, sadness, anger, and pity, although a small number felt normal due to their familiarity with the phenomenon. Factors that drive someone to make malicious comments include following the crowd (FOMO), envy, personal dislike, and the ease of expressing negative opinions on social media. Malicious comments also impact user comfort, with most feeling disturbed and uncomfortable. Respondents' responses to malicious comments included ignoring, responding positively to reprimands, blocking accounts, or reporting the comments. Respondents also proposed several efforts to reduce malicious comments, such as limiting or closing the comment section and increasing education regarding social media ethics. Overall, this study confirms that malicious comments are a common phenomenon on social media and need to be addressed through better personal awareness and digital literacy.

Ar, Andi; Adhiwijaya, Adhiwijaya; Anisafitri, Anisafitri; Mukriani, Mukriani

Jurnal Ekonomi, Bisnis dan Manajemen (EBISMEN) 2026 FEB Universitas Maritim Semarang

The growth of the digital economy has accelerated the development of online shops as part of digital MSMEs; however, this growth has not been fully supported by systematic financial management practices. This study aims to analyze financial management strategies applied by online shops in Parepare City based on four main indicators: financial planning, recording, reporting, and control. This research employed a qualitative approach within a postpositivist paradigm. Data were collected through participatory observation, semi-structured interviews, and documentation from five online shops selected using purposive sampling. Data analysis followed an interactive model consisting of data reduction, data display, and conclusion drawing, while data credibility was ensured through source and method triangulation. The findings reveal that financial management practices have been implemented by all research objects but remain at a basic level. Financial planning is primarily short-term and experience-based, financial recording is predominantly manual, financial reporting does not yet include formal profit and loss analysis, and financial control lacks measurable quantitative indicators. These results indicate that the main challenge in online shop financial management lies not in the absence of financial practices, but in the quality of implementation and the use of financial data for strategic decision-making. This study is expected to contribute empirically to the literature on digital MSME financial management and provide practical guidance for online shop owners to improve sustainable financial management practices.

Johny Budiman; Celvian Celvian

Nusantara Mengabdi Kepada Negeri 2026 Asosiasi Peneliti dan Pengajar Ilmu Hukum Indonesia

This community service activity was conducted at PT Danny Karya Sukses, a newly established distribution company specializing in stainless steel kitchen equipment in Batam City, which faced challenges in managing inventory due to the use of manual recording systems and the absence of standardized operational procedures. These conditions led to a high risk of data inaccuracies, stock discrepancies, and inefficiencies in operational coordination. The objective of this program was to design and implement a standardized Inventory Standard Operating Procedure (SOP) integrated with a digital inventory management system using Zoho Inventory. The methods employed included interviews, field observations, documentation studies, and literature reviews to identify operational needs and design appropriate solutions. The implementation process involved SOP development, system configuration, employee training, and operational assistance. The findings indicate significant improvements in inventory accuracy, real-time stock monitoring, work efficiency, and interdepartmental coordination between administration, warehouse, and sales divisions. The adoption of Zoho Inventory reduced manual errors, accelerated stock reporting, and strengthened internal control mechanisms. The implications of this activity demonstrate that the integration of digital inventory systems with clear SOPs can serve as a strong operational foundation for newly established distribution companies, supporting sustainable business growth and enhanced competitiveness.

Almira Yumna Putri; Achmad Hizazi; Ratih Kusumastuti

Akuntansi dan Ekonomi Pajak: Perspektif Global 2026 Asosiasi Riset Ekonomi dan Akuntansi Indonesia

This study examines the relationship between risk disclosure levels and profitability in transportation companies listed on the Indonesia Stock Exchange (IDX) during the 2022–2024 period. The transportation industry is characterized by high exposure to operational, financial, regulatory, and market-related risks, which necessitates transparent and comprehensive communication regarding potential threats to business sustainability and long-term performance. Using a quantitative correlational approach, this study measures the level of risk disclosure through systematic content analysis of companies’ annual reports, while profitability is evaluated using the Return on Assets (ROA) indicator. The analysis is conducted to identify the extent to which transparent risk reporting contributes to improved financial outcomes. The findings indicate a significant positive relationship between risk disclosure and profitability, suggesting that companies providing more comprehensive and detailed risk information tend to achieve higher financial performance. Furthermore, the results demonstrate that transparency plays a crucial role in enhancing investor confidence, strengthening corporate governance, and supporting sustainable business practices, particularly in high-risk sectors such as transportation.

Theresia Helena Mau; Minarni A. Dethan; Olivia L. E. Tomasowa

Journal of Administrative and Sosial Science (JASS) 2026 Sekolah Tinggi Ilmu Administrasi (STIA) Yappi Makassar

This research aims to test and analyze the influence of tax administration modernization, tax knowledge, tax socialization, and tax sanctions on the compliance of individual taxpayers registered at the Primary Tax Office (KPP Pratama) Atambua. This study is a quantitative research employing a descriptive approach method. The data collection technique used in this research involves distributing questionnaires via Google Form. The sampling method applied is random sampling, with a sample size of 100 individual taxpayers. The analysis method utilized is multiple linear regression analysis. The research results indicate that all four independent variables have a positive and significant influence on individual taxpayer compliance (WPOP), both partially and simultaneously. Modernization enhances compliance through the efficiency of electronic systems such as e-Filing. Knowledge strengthens reporting accuracy with a better understanding of procedures. Socialization builds motivation through easily accessible information via digital and print media. Sanctions create a deterrent effect through awareness of fines and penalties.

Jaganatha, Jaganatha; Ulum, Faruk

Dinamik 2026 Universitas Stikubank

This study compares two service management models to evaluate the governance of the Wi-Fi network in Dusun Gita Nagari Baru. The main objective is to measure user satisfaction and service quality following the implementation of the COBIT 2019 framework, particularly the DSS02 domain (Manage Service Requests and Incidents). The research employed a mixed methods approach, using historical-comparative document analysis and Likert scale questionnaires distributed to 21 active users. The data were analysed through gap analysis, capability level mapping, and descriptive statistical analysis to identify performance differences between two periods. The results indicate that most indicators in the COBIT 2019 capability model are at Level 4 (Predictable), one indicator reaches Level 5 (Optimising), and another indicator is at Level 3. Indicators directly related to the DSS02 domain, such as ease of reporting, response speed, schedule accuracy, and repair time, demonstrate the most significant improvements. These findings support the hypothesis that implementing COBIT 2019-based governance for DSS02 can enhance user satisfaction and the quality of Wi-Fi network services in rural areas. This study also provides practical recommendations for the sustainable management of digital infrastructure in areas with limited access.

Fadillah Fadillah; Romansyah Sahabuddin; Anwar Ramli; Ikhwan Maulana

Prosiding Seminar Nasional Ilmu Manajemen Kewirausahaan dan Bisnis 2025 Asosiasi Riset Ilmu Manajemen Kewirausahaan dan Bisnis Indonesia

This study aims to understand how green accounting practices are constructed as a social reality within organizations and how environmental awareness develops through social interaction, organizational values, and culture. The research adopts an interpretive qualitative approach within the social construction paradigm (Berger & Luckmann, 1966). Data were collected through in-depth interviews, participant observation, and document analysis in organizations that have implemented sustainability reporting. The analysis employed an interpretive thematic approach to uncover the meanings underlying environmental accounting practices. The findings indicate that green accounting functions not only as a technical reporting instrument but also as a mechanism for shaping organizational moral and ecological awareness. Environmental awareness is constructed through three main stages: the externalization of sustainability values by leadership, objectivation through policies and reporting systems, and internalization within work behavior and organizational culture. Participatory, reflective, and innovation-oriented organizational cultures strengthen the substantive implementation of green accounting, whereas bureaucratic structures tend to produce symbolic practices or greenwashing. Theoretically, this study reinforces the view that accounting is a social practice that both shapes and is shaped by collective consciousness (Hopwood, 1992; Gray, 2010). Practically, the findings highlight the importance of visionary leadership and social learning spaces in fostering a sustainability-oriented organizational culture. Thus, green accounting is understood as a social process that plays a strategic role in realizing ethical, sustainable, and environmentally responsible organizations.

Lulud Wijayanti; Siti Nurjanah

Jurnal Ekonomi dan Keuangan Islam 2025 Asosiasi Riset Ekonomi dan Akuntansi Indonesia

This study aims to analyze how digital transparency, distribution validation, and personalized donor services simultaneously maintain donor trust and loyalty as strategies to mitigate liquidity risk and ensure program sustainability at LAZIS Alharomain Pare Kediri Branch. Using a qualitative descriptive–analytical approach, data were collected through in-depth interviews, observation, and documentation involving management, donors, and beneficiaries. The findings reveal a paradox between the increasing number of donors—from 5,644 in 2020 to 7,955 in 2023—and the financial deficit observed in key programs such as Infaq Sayangi Anak Yatim Dhuafa and Infaq Sahabat Sehat. To address this, the institution implemented three main strategies: real-time digital reporting via social media, multi-layered verification in fund distribution, and personalized communication with donors. These strategies form a trust–loyalty–participation cycle that strengthens program continuity. Theoretical analysis based on Trust Theory and liquidity risk management for zakat institutions shows that public trust functions as a form of social capital capable of compensating for short-term financial liquidity gaps. This study extends the discourse on Sustainable Islamic Philanthropy Governance by asserting that digital transparency serves as both an ethical and strategic instrument to uphold accountability and the sustainability of Islamic philanthropic institutions.

Anugrah Mardiah Putri; Dito Aditia Darma Nst; Dinda Widayanti; Lutfiah Adinda Azahara; Juli Arti Waruwu +2 more

Jurnal Bisnis Kreatif dan Inovatif 2025 Asosiasi Riset Ilmu Manajemen dan Bisnis Indonesia

Financial management, both in public and private organizations, is highly vulnerable to fraud and misappropriation of funds. The risk of fraud in financial reporting not only jeopardizes an organization's long-term financial health but also damages the reputation and trust of stakeholders. Professional ethics and integrity are key factors in ensuring good, efficient, and effective financial governance. Weak internalization of professional ethical values ​​among financial practitioners, such as manipulation of financial reports and unauthorized use of official funds, is often a major cause of misappropriation of funds. These cases can significantly harm an organization, as seen in violations of codes of ethics in various large companies. Therefore, strengthening professional ethics in financial management practices is crucial to prevent misappropriation of funds, fraud, or financial manipulation. A strong internal control system, coupled with a good ethical culture, can play a significant role in preventing and detecting these conditions. This study aims to identify factors that support and hinder the implementation of professional ethics in financial management and provide recommendations for improving integrity and accountability in fund management. It is hoped that the results of this study will help organizations strengthen governance, increase transparency, and reduce the risk of fraud through better implementation of professional ethics.

Sulistiwaty Sulistiwaty; Raden Maria Veronika Widiatrilupi

Jurnal Sains dan Kesehatan (JUSIKA) 2025 Universitas Muhamadiyah Manado

Labor pain is a significant challenge faced by in-partum mothers, with a prevalence of 70% in Indonesia, and 40% of women reporting severe pain (Central Statistics Agency, 2022). Conventional pharmacological methods often do not provide optimal results and can cause side effects. As a non-pharmacological alternative, oxytocin massage has shown promise in reducing labor pain intensity by stimulating the endogenous production of oxytocin, a natural analgesic hormone. This study aimed to assess the effect of oxytocin massage on labor pain intensity in in-partum mothers at Manado Medical Center Hospital. A pre-experimental design with a one-group pre-test post-test approach was used. The sample consisted of 30 in-partum mothers who met the inclusion criteria. Pain intensity was measured using the Numeric Rating Scale (NRS) before and after a 30-minute oxytocin massage administered by trained health workers. Data were analyzed using a paired t-test. The results showed a significant reduction in pain intensity from an average of 7.23 (SD=1.08) before the massage to 4.63 (SD=1.11) afterward, with a decrease of 2.6 points. The proportion of mothers experiencing severe pain decreased from 50% to 20%, while mild pain increased from 16.7% to 46.7%. The paired t-test revealed a highly significant difference with t=10.274 (df=29), p=0.000 (p<0.05). In conclusion, oxytocin massage is an effective non-pharmacological intervention that can significantly reduce labor pain and improve the birth experience. It can be incorporated into standard maternity nursing protocols to enhance maternal care.

Raffly Firmansyah Putra; Wilchan Robain; Vira Khairunisa; Zuhairi Rangkuti; Siti Nur Fadhilah +1 more

Jurnal Bisnis Kreatif dan Inovatif 2025 Asosiasi Riset Ilmu Manajemen dan Bisnis Indonesia

This article aims to provide a comprehensive literature review on how professional ethics can serve as an effective strategy to prevent fund misuse within organizational financial management. Professional ethics is viewed as a set of moral values, behavioral norms, and professional standards that guide financial managers to perform their duties with honesty, responsibility, and without conflicts of interest. In the context of financial management, these duties include recording, budgeting, monitoring, and reporting financial activities, all of which require accuracy and transparency. The study highlights five main principles of professional ethics: integrity, objectivity, professional competence, confidentiality, and professional behavior. These principles clarify rules, strengthen accountability, and ensure that financial processes comply with established standards. The literature review shows that applying professional ethics not only encourages individuals to act correctly but also enhances responsibility, improves performance, and strengthens financial oversight. Integrity and objectivity play a crucial role in preventing report manipulation, budget inflation, and fund misuse, as these principles demand moral courage and fair decision-making. Professional competence ensures that every financial process is carried out accurately and in accordance with regulations, while confidentiality protects sensitive information from misuse. Professional behavior emphasizes adherence to laws, organizational policies, and professional standards. The article also identifies several supporting factors that enable the effective implementation of professional ethics, such as strong internal policies, leadership commitment to integrity, an ethical workplace culture, layered supervision systems, and continuous ethics training. Conversely, common challenges include weak internal controls, limited understanding of ethics, organizational pressure, conflicts of interest, and inconsistent application of ethical standards. Therefore, this article underscores that integrating professional ethics into organizational financial policies, procedures, and management systems is a key step in preventing fund misuse and strengthening stakeholder trust in the organization’s transparency and accountability.

Lili Andriani; Nova Hari Santhi

Jurnal Bisnis, Ekonomi Syariah, dan Pajak 2025 Asosiasi Riset Ekonomi dan Akuntansi Indonesia

Local government accounting policies provide the foundation for financial reporting. The Budget Realization Report (LRA) compares budgeted and actual figures, with the resulting balance recorded as the Sisa Lebih Pembiayaan Anggaran (SILPA, excess financing surplus). This study in East Lombok Regency aims to quantify the SILPA in the 2024 APBD and to analyze the financial accounting policies used in its determination. A descriptive approach combining qualitative and quantitative methods was applied. Data were collected via structured interviews with local finance officials, observations, and document analysis of APBD financial reports. Qualitative data were reduced and presented to describe policy factors, while quantitative analysis computed the SILPA value. Results show the 2024 LRA recorded a SILPA of IDR 6,414,658,153.17, indicating unused budget funds. These funds will finance the 2025 budget deficit for investment and equity in regional companies. The accounting policy for SILPA determination considered key principles such as prudence, substance over form, and materiality, in accordance with government accounting standards (e.g. applying the conservatism principle to avoid recognizing uncertain revenues). This analysis highlights how regional financial policies influence the management of budget surpluses.

Muhammad Achwan; Dyah Erlina Sulistyaningrum; Suryadi Suryadi; Ucik Ernawari; Jibril Olaniyi Ayuba +1 more

Incest is a form of sexual violence that not only violates social and religious norms but also causes serious physical and mental health impacts on victims. In the context of Islamic law, incest is considered a heinous act that violates sharia and may be subject to hudud or ta'zir punishment. Meanwhile, in public health, incest is viewed as an issue that poses long-term risks, such as genetic disorders, psychological trauma, and socio-economic consequences. This study aims to examine prevention strategies for incest through a holistic approach combining Islamic legal principles and public health perspectives. The method used is qualitative research with a normative literature review and descriptive-analytical approach. The findings indicate that incest prevention can be achieved through strengthening religious values within families, sharia-based sexual education, and improving mental health services and case reporting systems in the community. The implications of this study highlight the importance of synergy between religious institutions, healthcare professionals, and public policy in establishing effective and sustainable incest prevention systems.

Gede, Muhammad Habib Ali; Mulyadi , Roza; Haryono, Selly

Jurnal Publikasi Ekonomi dan Akuntansi 2025 Asosiasi Riset Ekonomi dan Akuntansi Indonesia

This study examines the implementation of the Coretax system in preparing electronic withholding tax slips (e-Bupot) and submitting Monthly Income Tax Article 21 (PPh 21) Returns at PT RSA. Coretax, launched by the Directorate General of Taxes (DGT) and officially implemented on January 1, 2025, is part of the government’s effort to modernize tax administration and improve taxpayer compliance. The research uses a qualitative descriptive method with a case study approach. Data were obtained through interviews with personnel responsible for PPh 21 administration, direct observation of e-Bupot preparation and monthly tax return filing through Coretax, and documentation review of tax reports and withholding slips. The analysis compares PT RSA’s practices with applicable tax regulations and identifies technical challenges during system use. The results show that PT RSA has complied with prevailing regulations, including the application of the Average Effective Rate (TER) and the utilization of Coretax for tax administration. However, technical constraints remain, particularly unstable internet connections and slow Coretax server performance during peak reporting periods, leading to data entry delays and upload failures. Therefore, improvements in system stability and performance are needed to support timely reporting and optimal tax compliance.

Muhammad Najiy Yullah

Router : Jurnal Teknik Informatika dan Terapan 2025 Asosiasi Profesi Telekomunikasi dan Informatika Indonesia

Tuberculosis (TB) is one of the infectious diseases that remains a public health problem in Indonesia, including in West Java Province, which has a large population and high mobility. This condition has the potential to increase the risk of transmission and cause variations in the distribution of cases between districts and cities. This study aims to map the distribution of TB cases across all districts and cities in West Java Province from 2022 to 2024 using a spatial analysis approach. This analysis was conducted to describe the geographical distribution of cases, identify patterns of spread, and determine areas with relatively high or low case rates. TB data was obtained from routine recording and reporting by health facilities in West Java, then integrated with population and administrative boundary data. The results of the analysis provide information on case distribution patterns between regions and trends in case changes from year to year. The findings of this study are expected to serve as a basis for local governments in formulating more targeted TB prevention and control strategies, through a focus on interventions in areas with a high case burden, as well as optimizing sustainable public health programs in West Java Province.  

Andrea Marcella Rahardjo

Harmoni: Jurnal Ilmu Komunikasi dan Sosial 2025 International Forum of Researchers and Lecturers

The development of social media has significant transformations in the communication strategies of retail companies, particularly in building relationships with customers digitally. In the context of increasingly intense competition, social media no longer functions merely as a promotional channel, but also an interactive space to shape engagement, brand perception, and long-term relationships with customers. TIP TOP Supermarket, as one of the modern retail players in Indonesia, utilizes Instagram as its primary digital communication channel to reach audiences, convey brand values, and build customer engagement. The majority of TIP TOP Supermarket’s customers do not yet possess high levels of digital awareness, resulting in limited engagement with TIP TOP’s activations on Instagram. TIP TOP has not yet implemented a strategic approach in managing its Instagram. This condition constitutes a challenge in Instagram management. This study aims to analyze the stages of research and diagnosis, objective, strategies, tactics, implementation, and reporting-evaluation carried out by TIP TOP Supermarket in building customer engagement. The research employs a descriptive qualitative approach within a positivist paradigm. Data were collected through in-depth interviews with seven key informants from the Marketing and Communications Division, observations, and online documentation. The findings indicate that the management of TIP TOP Supermarket’s Instagram has gone through all stages of the ROSTIR, although several aspects have not yet been fulfilled. The conclusion emphasizes the importance of building a brand identity with consistent characteristics. This study recommends the establishment of a digital community on Instagram and the adoption of a responsive approach toward customers.

Mutiara Frakusyari Wibowo; Nanda Lutfiah Cahya May Salva; Tries Ellia Sandari

Kajian Ekonomi dan Akuntansi Terapan 2025 Asosiasi Riset Ekonomi dan Akuntansi Indonesia

Strategically, the professional code of ethics serves as the foundation of accountability and a key tool for building and maintaining public trust in tax practitioners and accountants. The code of ethics serves as a guideline for maintaining integrity, objectivity, independence, and professional responsibility in every task amid the increasingly complex and competitive dynamics of the business world. The purpose of this study is to examine how the regular application of a professional code of ethics is essential to improving the quality of financial reporting and tax compliance, while preventing malpractice and conflicts of interest. Professional ethical principles and their implementation in the workplace are discussed through a conceptual approach. The results of the study show that compliance with the code of ethics can increase public trust and enhance the credibility of the profession. However, in order for the accounting and tax practitioner professions to remain relevant, professional, and trusted by the public, it is necessary to internalize ethical values to counterbalance economic pressures, client needs, and advances in digital technology.

Tasya Nurdin; Dodo Zaenal Abidin; Kurniabudi Kurniabudi

Prosiding Seminar Nasional Ilmu Teknik 2025 Asosiasi Riset Ilmu Teknik Indonesia

This study conducts sentiment analysis of Indonesian user reviews of the CapCut application using IndoBERT and compares two evaluation schemes: a single 80/20 train–test split and stratified 5-fold cross-validation (k=5). A total of 1,048,575 reviews were collected from the Google Play Store through web scraping and labeled into three sentiment classes based on rating: negative (1–2), neutral (3), and positive (4–5). After preprocessing—cleaning, case folding, banned-word removal, normalization—and duplicate removal, 517,962 reviews were retained. IndoBERT Base P1 was fine-tuned using fixed hyperparameters (batch size 32, learning rate 2e-5, up to 4 epochs, early stopping patience 2), while undersampling was applied to the training set to address class imbalance. Performance was assessed using accuracy, precision, recall, F1-score, and ROC-AUC, supported by confusion matrix and ROC-curve visualizations. The single split achieved an accuracy of 0.756, whereas cross-validation produced a mean accuracy of 0.740. Across both schemes, the positive class achieved the best performance (F1-score 0.850; ROC-AUC 0.918–0.919), while the neutral class remained the most challenging (precision 0.198–0.206; F1-score 0.280–0.283). Overall, cross-validation is recommended for reporting because it reduces dependence on a single partition and provides a more representative estimate across multiple splits.