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Nurlaeli Nurlaeli

Jurnal Miftahul Ilmi: Jurnal Pendidikan Agama Islam 2026 STIKes Ibnu Sina Ajibarang

This study aims to investigate students' perceptions of Qur'an learning (Tahsin and Tajwid) in improving their Qur'an recitation skills at Madrasah Diniyah Nurul Huda Bangodua, Cirebon. This study employed a qualitative approach using a descriptive method. The research participants consisted of 10 fourth-grade students and one teacher responsible for Qur'an learning. Data were collected through observation, interviews, and documentation. The data were analyzed using the Miles, Huberman, and Saldaña model, which includes data reduction, data display, and conclusion drawing. The findings indicate that students have positive perceptions of Tahsin and Tajwid learning. The learning process helps students improve the pronunciation (makhraj) of Arabic letters, understand the rules of Tajwid, enhance the fluency of Qur'an recitation, and develop greater confidence in reading the Qur'an. Supporting factors contributing to the success of the learning process include the talaqqi method, direct guidance from the teacher, and a conducive learning environment. The challenges faced by students include limited instructional time, difficulty distinguishing certain Tajwid rules, and insufficient practice in reading the Qur'an at home. Overall, Tahsin and Tajwid instruction plays a significant role in improving students' Qur'an recitation skills at Madrasah Diniyah Nurul Huda Bangodua, Cirebon.

Syahraini Balqis Al-Husna; Gladiska Alifia Alfatha; Rapat Piter Sony; Willy Cahyadi

JURNAL RISET MANAJEMEN (JURMA) 2026 Institut Teknologi dan Bisnis (ITB) Semarang

The purpose of this study is to determine and analyze the influence of service quality and price perception on purchasing decisions of Dolok Masihul counter customers, both directly and indirectly through purchase intention as an intervening variable. This type of research is explanatory research that explains the causal relationship between variables through hypothesis testing. The sample used in this study was 101 respondents with proportional random sampling technique. The test tool used was Partial Least Square (PLS) using SmartPLS 3.0 software. From the results of this test it can be concluded that service quality does not have a significant effect on purchasing decisions. Price perception does not have a significant effect on purchasing decisions. Purchase intention has a significant effect on purchasing decisions. Service quality does not have a significant effect on purchase intention. Price perception has a significant effect on purchase intention. Service quality does not have a significant effect on purchase decisions through mediation from purchase intention. Price perception has a significant effect on purchase decisions through mediation from purchase intention.

Syarifah Nur; Elviana Elviana; Halim Ersya Putra

Perspektif: Jurnal Pendidikan dan Ilmu Bahasa 2026 STAI YPIQ BAUBAU, SULAWESI TENGGARA

Conflict is an inevitable phenomenon in educational environments due to differences in characteristics, interests, perceptions, and goals among school members. If not managed properly, conflict can disrupt the learning process, weaken social relationships, and negatively affect educational quality. This study aims to analyze the role of collaborative conflict management in improving the quality of education in madrasahs and schools. The research employed a qualitative approach using a library research method by reviewing various books, scientific journals, and relevant literature related to conflict management and education. The findings indicate that collaborative conflict management, implemented through effective communication, deliberation, discussion, negotiation, and cooperation, can facilitate constructive and sustainable conflict resolution. Furthermore, the application of collaborative conflict management contributes to strengthening cooperation among school members, creating a harmonious and conducive learning environment, and improving teacher performance as well as student learning outcomes. School principals play a strategic role as mediators and facilitators in guiding conflict resolution processes fairly and participatively. Therefore, collaborative conflict management can serve as an effective strategy for enhancing educational quality and fostering a positive educational climate in madrasahs and schools.

Nurfadilla Azzahra Plara

Jurnal Miftahul Ilmi: Jurnal Pendidikan Agama Islam 2026 STIKes Ibnu Sina Ajibarang

Collaboration between classroom teachers and Islamic Religious Education (PAI) teachers constitutes an essential strategy for instilling religious moderation values in elementary schools. This study aims to: (1) describe the forms of collaboration developed between classroom teachers and PAI teachers; (2) assess the effectiveness of such collaboration in inculcating religious moderation values; (3) identify changes in students' attitudes as tangible outcomes of collaboration; and (4) analyze supporting and inhibiting factors of collaboration at SDN 3 Wanamekar. A descriptive qualitative approach was applied using field study methods. Data were gathered through in-depth interviews, participatory observation, and document review. Data analysis followed the interactive model of Miles, Huberman, and Saldana, encompassing data condensation, data display, and conclusion drawing. Data credibility was ensured through source triangulation and technique triangulation. Findings indicate that collaboration occurs in two primary forms: reactive collaboration as a spontaneous response to students' intolerant behavior, and planned collaboration involving curriculum coordination, partial co-teaching, and joint evaluation. Collaboration was assessed as sufficiently effective yet suboptimal due to time constraints and excessive administrative burdens. Positive changes in students' tolerance and inclusive attitudes were identified as concrete outcomes. Supporting factors include favorable interpersonal communication, principal support, and moderation value integration in the Merdeka Curriculum. Main inhibiting factors are time limitations, administrative burdens, shallow conceptual understanding of religious moderation, and the absence of a standardized collaboration model. The study recommends establishing structured collaboration schedules and religious moderation training programs for all teachers.

Epenta Sitepu; Evan Raja Natanael Siregar; Lovian Malona Br. Manullang; Kristian Nehemia Sianipar

The rapid growth of digital technology has encouraged school counseling services to adapt to the needs of students who are highly connected to digital media. This study aimed to audit the implementation of Digital Counseling Reality in counseling services at SMA Negeri 15 Medan to examine the level of technology integration within counseling practices. Data were collected through interviews, observations, document reviews, and digital audit instruments involving the counseling coordinator, school counselors, and students. The findings revealed that the school has utilized social media, consultation platforms, digital assessments, online counseling, and data-based evaluations in delivering counseling services. School counselors demonstrated positive attitudes toward e-counseling and showed adequate technological competence, while students expressed positive perceptions regarding comfort, accessibility, and the necessity of digital counseling services. The audit result reached a score of 23, placing the school in the digital-integrated category. These findings indicate that technology has become an essential component of counseling services and contributes to improving service quality, accessibility, and effectiveness for students.

Aulia Nur Hasanah; Slamet Wijaya

Jurnal Praba : Jurnal Rumpun Kesehatan Umum 2026 STIKES Columbia Asia Medan

Background: Schizophrenia is a serious chronic mental disorder that can affect thinking, perception, feelings, and behavior. Patients with undifferentiated schizophrenia are at risk of experiencing the nursing problem of risk of violent behavior (RPK) due to their inability to control emotions and anger. Based on data from the medical records of RSJD dr. Amino Gondohutomo, Central Java Province, from August to October 2025, the risk of violent behavior was the highest nursing diagnosis in the Gatotkaca Ward, reaching 56.5%–77% of all inpatients. Objective: To perform nursing care on Tn. K with the main problem of risk of violent behavior due to undifferentiated schizophrenia at RSJD dr. Amino Gondohutomo, Central Java Province. Methods: This study used a descriptive method with a nursing process approach. Data collection was carried out through interviews, observation, documentation studies, and literature review. Nursing care was provided from November 18 to 22, 2025. Results: Assessment findings on Tn. K (19 years old) with undifferentiated schizophrenia and a history of physical abuse, parental rejection, and family violence revealed four nursing problems: risk of violent behavior (core problem), sensory perceptual disorder: auditory and visual hallucinations, self-concept disorder: low self-esteem, and self-care deficit. Implementation was carried out through nursing strategies (SP) 1 to 4 for risk of violent behavior (physical, medication, verbal, and spiritual control), SP 1 and SP 3 for self-care deficit, and SP 1 to SP 2 for sensory perceptual disorder: hallucinations. All implementation stages were optimally achieved. Conclusion: Nursing evaluation showed that the client was able to achieve cognitive, affective, and psychomotor goals in all implemented SPs. Collaboration with ward nurses was carried out to continue SP 3 and SP 4 for hallucinations and the entire low self-esteem intervention due to time constraints.

Januar Ida Wibowati; Yuli Alam; Hendriansyah Hendriansyah; Dora Indah Triana; Maiza Fikri

JURNAL MANAJEMEN DAN BISNIS EKONOMI 2026 Institut Teknologi dan Bisnis (ITB) Semarang

This study aims to analyze the role of talent management and employee experience in enhancing employee loyalty in the e-commerce industry through a non-empirical, conceptual approach. The study employs a qualitative design with a mixed-methods literature synthesis to construct a model of the relationship between talent management, work experience, and digital workforce loyalty. Data were obtained through a review of reputable international and national scientific literature addressing talent management, employee experience, employee engagement, retention, and employee loyalty in the digital and e-commerce sectors from 2020 to 2026. Analysis was conducted using thematic synthesis and comparative conceptual analysis, with the high turnover rate in the e-commerce industry serving as the primary interpretive context. The research findings indicate that employee loyalty is fostered through the integration of competency development, career development, rewards and recognition, employer branding, work flexibility, organizational communication, and psychological safety. Employee experience strengthens employee engagement and organizational commitment, while talent management enhances perceptions of organizational support and professional career sustainability. The study’s conceptual model demonstrates that the integration of these two variables contributes to workforce retention, organizational stability, productivity, and the enhancement of e-commerce companies’ competitiveness in a competitive digital business environment

Martha Sraun; Irja Tobawan Simbiak; Rizky C. Subagio; Monita Y. Beatrick; Tommi Tommi +1 more

Jurnal Sains dan Teknologi 2026 Fakultas Teknik Universitas Cenderawasih

This study aims to identify the management system for Taman Imbi by the Department of Public Works and Public Housing (Dinas PUPR) and to analyze its comfort level based on the perceptions of park visitors and street vendors (PKL). Taman Imbi, managed by the PUPR Service (Section for Environmental Management and Parks), is one of the main urban parks in the city center of North Jayapura District. The research uses a descriptive, qualitative approach combined with Likert-scale analysis. Primary data were obtained from questionnaires distributed to 100 park visitors and 10 business actors (PKL) operating around the park. Eight comfort indicators were assessed, based on Hakim (2003): aesthetics, cleanliness, safety, noise, circulation, aroma, physical form, and climate/natural forces. Results indicate that, based on visitor perceptions, the overall comfort level was 56.0% (fairly good), while PKL perceptions were 64.4% (good). Among all indicators, circulation scored the lowest for visitors (46.2%), particularly ease of access. Aroma/odor scored the highest for PKL (80.0%). The study recommends rehabilitating park facilities, reactivating security posts, improving pedestrian and parking access, and clarifying spatial zoning for economic and community activities in the park.

Isjworowati, Rr. Sri Isjworowati; Isjworowati, Rr. Sri; Fatma M, Nida; Delima, Rainy; Gaura JW, Raz

Perigel: Jurnal Penyuluhan Masyarakat Indonesia 2026 Universitas 17 Agustus 1945 Semarang

Non-Communicable Diseases (NCDs) such as Diabetes Mellitus and Gout pose a serious threat to the health of the elderly due to their often asymptomatic nature. Cost barriers hinder the elderly community from accessing laboratory services. This community service activity aims to improve health standards and early detection of NCDs through monitoring blood glucose and uric acid levels in the Generasi Kaleb community of the JKI Injil Kerajaan Church, Semarang. The Participatory Health Screening and Education method used includes health education, screening using the Point of Care Testing (POCT) tool, and personal consultation on the results. The service subjects were 50 elderly respondents. The examination results showed a prevalence of abnormal random blood glucose (GDS) of 8%, 32%, had high uric acid levels with a maximum value of 10.3 mg/dL. This activity successfully transformed the elderly's awareness from subjective perception to awareness based on objective data, and encouraged community independence in managing a healthy lifestyle to prevent further NCD complications. .

Erwin Sya'ban Ardi Wibowo; Anthony Salim; Ernest Kusuma Dharma; Limas Putra; Hansen Nicholas +1 more

Jurnal Bintang Manajemen (JUBIMA) 2026 Pusat Riset dan Inovasi Nasional

The digitalization of tax administration has become one of the Indonesian government's strategic initiatives to improve efficiency, transparency, and taxpayer compliance. However, the implementation of digital tax systems among Micro, Small, and Medium Enterprises (MSMEs), particularly distributor-sector MSMEs in Batam City, still faces various administrative and technical challenges. This study aims to examine the experiences, risk perceptions, and adaptation strategies of distributor MSME actors in responding to the digitalization of tax administration following the implementation of the Harmonization of Tax Regulations Law (UU HPP). The research employed a qualitative approach using a phenomenological method. Data were collected through in-depth interviews with seven distributor MSME owners in Batam City who had utilized digital tax systems such as e-Filing and Coretax. The findings indicate that most business actors still experience limitations in technical understanding, concerns regarding reporting errors, and difficulties adapting to changes in digital tax systems and regulations. To address these challenges, MSME actors developed several adaptation strategies, including the use of tax consultants, hybrid manual-digital bookkeeping systems, and informal assistance through the internet and business networks. This study highlights that the success of tax digitalization requires a more adaptive approach, stable systems, and policies that are aligned with the characteristics of local MSMEs.

Maria Nelsanora Ismael; Diana Aipipidely; Marleny P. Panis

Student Research Journal 2026 Sekolah Tinggi Ilmu Administrasi (STIA) Yappi Makassar

This study aims to examine early adolescents’ perceptions of verbal violence in Kupang City. The study employed a descriptive qualitative approach involving early adolescents aged 12–15 years who had experienced verbal violence. Participants were selected using purposive sampling techniques. Data were collected through semi-structured interviews and analyzed using thematic analysis. The findings indicate that early adolescents perceive verbal violence in two categories, namely normal and abnormal behavior. Verbal violence tends to be considered normal when carried out by parents in the context of discipline, but is considered inappropriate when it involves insults, ridicule, threats, and negative labeling that hurt feelings and lower self-esteem. Forms of verbal violence experienced by adolescents include shouting, mocking, threatening, and degrading expressions originating from parents and peers. The impacts experienced include emotional distress, decreased self-confidence, social withdrawal, and feelings of insecurity. The study highlights the importance of positive communication patterns within families and schools to prevent verbal violence against adolescents.

Cornelis, Arnoldus; Tri Krismastuti, Lucia Vega

Nexus: Journal of Cross-Disciplinary Insights 2026 Yayasan Penelitian dan Pengabdian Masyarakat Sisi Indonesia

The modern construction industry confronts complex challenges that require the built environment to transcend mere structural compliance and actively promote psychological well-being, productivity, and human safety. This study explores the integration of color psychology as a fundamental element in the engineering of the built environment through a multidisciplinary approach encompassing Architecture, Civil Engineering (specifically Occupational Health and Safety/OHS), and Mechanical, Electrical, and Plumbing (MEP) engineering. Drawing upon a systematic literature review following the PRISMA guidelines for structured article identification and screening, and conceptual synthesis, the findings indicate that color operates as a crucial neurobiological catalyst. Within architecture, color modulates cognition, emotion, and thermal perception (examining the hue-heat hypothesis and thermal reflectance index). In civil engineering and OHS, standardized color coding elicits heuristic responses for instantaneous hazard mitigation on-site, specifically serving to minimize visual work fatigue. Furthermore, in MEP engineering, color is utilized as an ontological mapping system to navigate critical infrastructure; this is subsequently integrated with Building Information Modeling (BIM) to facilitate spatial conflict resolution. The synergy of these disciplines, further supported by Human-Centric Lighting (HCL), is proposed as a holistic framework for optimizing the building life cycle and ensuring worker safety.

Putri Rizki; Thasrif Murhadi; Fani Sartika

JURNAL RISET MANAJEMEN (JURMA) 2026 Institut Teknologi dan Bisnis (ITB) Semarang

This study aims to determine the influence of product packaging, sales promotions, and online customer reviews on Skintific skincare purchase decisions on the TikTok platform, both partially and simultaneously. The method used in this study is a quantitative approach. The sample consisted of 96 respondents who were selected as research participants. Data collection was carried out using questionnaire statements designed to measure respondents’ perceptions of each research variable. The data obtained were then analyzed using multiple linear regression analysis to examine the relationship between independent and dependent variables. In addition, hypothesis testing was conducted using the t-test to determine the partial effect of each independent variable and the F-test to determine the simultaneous effect of all independent variables on the dependent variable. The results of the study indicate that product packaging has a significant partial effect on Skintific skincare purchase decisions on the TikTok platform. Sales promotions also have a significant partial effect on purchase decisions, as they influence consumer interest and purchasing behavior. Furthermore, online customer reviews significantly affect purchase decisions by providing social proof and influencing consumer trust. Simultaneously, product packaging, sales promotions, and online customer reviews have a significant combined effect on Skintific skincare purchase decisions on the TikTok platform, indicating that these variables jointly play an important role in shaping consumer purchasing behavior.  

Eprila Bernolyan Putri; Maksuk Maksuk; Sri Utari

Jurnal Kesehatan Amanah 2026 Universitas Muhammadiyah Manado

Patient satisfaction represents the comparison between expectations before receiving health services and perceptions of the quality of services provided. The assessment of healthcare service quality generally uses the five SERVQUAL dimensions, namely tangibles, reliability, responsiveness, assurance, and empathy. A preliminary survey showed that the reliability dimension obtained the lowest average score compared to other dimensions. This study employed an observational analytic design with a cross-sectional approach. The study population consisted of BPJS (National Health Insurance) patients who received services. A total of 386 respondents were selected using purposive sampling. Data were collected through a SERVQUAL-based questionnaire and analyzed using univariate, bivariate (chi-square test), and multivariate (logistic regression) analyses to identify the dominant factors related to patient satisfaction. The results indicated that the variables of age (p < 0.05) and all five SERVQUAL dimensions (tangible, reliability, responsiveness, assurance, and empathy) were significantly associated with patient satisfaction levels. It can be concluded that most BPJS patients were satisfied with the services provided. The assurance dimension was found to be the most influential factor. Therefore, efforts to improve service quality should focus on strengthening aspects of assurance, trust, and service reliability.

Nadia Alifya Zahra; Ambar Kusumaningsih

JURNAL RISET EKONOMI DAN AKUNTANSI (JREA) 2026 Institut Teknologi dan Bisnis (ITB) Semarang

This study examines the effect of Environmental, Social, and Governance (ESG) performance on firm value in the Consumer Staples and Consumer Discretionary sectors listed on the Indonesia Stock Exchange during 2021–2023. The study is motivated by inconsistent empirical findings regarding the relationship between ESG and firm value, as well as differences in sectoral characteristics that may influence ESG effectiveness. The objective of this study is to analyze the impact of ESG on firm value in both sectors and compare the differences between them. This research employs panel data analysis using samples of 23 Consumer Staples companies and 19 Consumer Discretionary companies over a three-year period, resulting in 69 and 57 observations respectively. The Fixed Effect Model was applied to the Consumer Staples sector based on the Hausman test result, while the Consumer Discretionary sector used the Random Effect Model. Firm value was measured using Tobin’s Q, ESG performance was proxied by Bloomberg ESG Score. The findings indicate that ESG has no significant effect on firm value in the Consumer Staples sector, while ESG has a significant negative effect in the Consumer Discretionary sector. These results suggest that the relevance of ESG depends on sector characteristics and market perceptions of ESG investment in Indonesia.

Adi Danu Sabarna; Muhammad Taufiq; Dwi Denny Apriliano

JURNAL WILAYAH, KOTA DAN LINGKUNGAN BERKELANJUTAN 2026 Fakultas Teknik Universitas Cenderawasih

The improvement of village road infrastructure plays an important role in enhancing community mobility and supporting local socioeconomic development. This study aims to analyze changes in mobility conditions before and after road improvement, explore community perceptions and experiences, identify changes in activity and economic patterns, and examine factors that support or hinder mobility optimization in Trayeman Village, Slawi District, Tegal Regency. A mixed-method approach was employed involving 98 respondents selected from a population of 5,229 residents using the Slovin formula with a 10% margin of error, along with 15 key informants for qualitative data collection. Data were gathered through observations, in-depth interviews, documentation studies, and Likert-scale questionnaires. Quantitative data were analyzed descriptively, while qualitative data were examined using the Miles and Huberman interactive analysis model. The findings indicate that road improvement has significantly enhanced community mobility, with an overall mean score of 3.89, categorized as high. Access to services recorded the highest score (4.06), followed by economic mobility (4.00) and social mobility (3.99). Community perceptions were largely positive, viewing the improved road as a catalyst for development and improved accessibility. Road improvement also encouraged broader economic opportunities, lower transportation costs, business growth, and increased income. Supporting factors included private vehicle ownership and supportive village policies, whereas high fuel prices, limited transportation options, and uneven local road conditions remained major challenges. Further improvements in supporting infrastructure and transportation services are recommended to maximize mobility benefits.

Yopi Ardiansyah; Meydilah Ayu Nafisah; Vera Ayu Lestari; Ade Saputra Dinata

Mandub: Jurnal Politik, Sosial, Hukum dan Humaniora 2026 STAI YPIQ BAUBAU, SULAWESI TENGGARA

Bangka Belitung Islands Province as the largest tin producer faces legality dilemmas and criminalization of artisanal miners due to permit centralization through Law Number 3 of 2020. This study aims to analyze the impact of centralization on artisanal miners' legal access, criminalization practices under Article 158 of the Mineral and Coal Law, and the form of Bangka Artisanal Miners Alliance (ATRB) struggle demanding legal certainty. The research employs qualitative case study approach with data collection techniques through literature study and document analysis of regulations, court decisions, and media reports. Findings show centralization narrows legal access causing slow and bureaucratic process for Artisanal Mining Area (WPR) designation and Artisanal Mining Permit (IPR) issuance. Criminalization practices more frequently affect small-scale miners major actors, creating injustice perceptions and worsening socio-economic conditions of mining households. ATRB emerges as a social movement demanding legal recognition through accelerated WPR and IPR plus economic redistribution through fair tin trade governance. Non-transparent royalty management reaching Rp1.7 trillion worsens community vulnerability. This research contributes to social movement and natural resource politics studies by emphasizing the importance of participatory legalization and governance reform to reduce social conflict.

Winan Kristin Tambunan; Serly Veronica; Winestia Winestia; Candyce Candyce; Yohana Yemima Sihotang +1 more

JURNAL RISET MANAJEMEN (JURMA) 2026 Institut Teknologi dan Bisnis (ITB) Semarang

The rapid advancement of digital financial technology has increased the adoption of e-wallets among university students and may influence tax awareness through greater transparency in digital transactions. This study examines the effects of financial literacy and risk perception on tax awareness through e-wallet usage among higher education students in Batam City, with culture included as a control variable. A quantitative survey was conducted involving 247 students who regularly use e-wallet services. Data were analyzed using multiple linear regression with robust standard error estimation in Google Colaboratory. The results indicate that financial literacy has a positive but insignificant effect on e-wallet usage (β = 0.0411, p > 0.05), whereas risk perception has a positive and significant effect (β = 0.5572, p < 0.01). E-wallet usage also positively and significantly affects tax awareness (β = 0.4613, p < 0.01). Furthermore, e-wallet usage significantly mediates the relationship between risk perception and tax awareness but does not mediate the relationship between financial literacy and tax awareness. These findings suggest that e-wallet adoption is driven more by digital lifestyle demands than financial literacy and that improving digital risk literacy may help strengthen students’ tax awareness and responsible use of financial technology.

Astri Wulandari; Sri Sudiarti

JURNAL EKONOMI BISNIS DAN MANAJEMEN (JISE) 2026 CV. ALIM'SPUBLISHING

Increasingly intense market competition in the digital era requires companies to implement effective recruitment strategies to attract the best talent, particularly from Generation Z. This generation is highly familiar with digital technology and social media, making digital platforms their primary source of information regarding employment opportunities. In this context, employer branding and corporate social media utilization play important roles in shaping perceptions and influencing job application intentions. Although previous studies have examined the influence of employer branding and social media on recruitment outcomes, the findings remain inconsistent and often contradictory. Therefore, this study aims to analyze and evaluate the effects of employer branding and the intensity of corporate social media usage on the job application intentions of Generation Z. The research focuses on Generation Z individuals residing in the Singaparna area. This study is expected to provide a more comprehensive understanding of the factors influencing job application decisions among young people in the digital era. The findings are anticipated to serve as valuable insights for companies in designing more effective, innovative, and targeted recruitment strategies that align with the characteristics and preferences of Generation Z as the future workforce.

Damayanti, Nadia; Puspasari, Shinta; Suhandi, Nazori

Teknik: Jurnal Ilmu Teknik dan Informatika 2026 LPPM Sekolah Tinggi Ilmu Ekonomi - Studi Ekonomi Modern

Nature tourism is one of the sectors that plays an important role in supporting the development of regional tourism, including in Lahat Regency, which has significant waterfall tourism potential. Currently, many visitors share their reviews and experiences through digital platforms such as Google Maps. This review can be used as a source of information to understand the public's evaluation of the quality of tourist attractions. This study aims to examine public perception of tourist attractions in Lahat Regency using the Support Vector Machine (SVM) method. Research data were collected through scraping from Google Maps, totaling 500 reviews from five tourist attractions, namely Curup Maung, Curup Buluh, Senyawe Waterfall, Panjang Waterfall, and Green Canyon. The research stages include data preprocessing, consisting of cleaning, case folding, normalization, tokenization, stopword removal, and stemming. After that, feature extraction was carried out using the TF-IDF method and the classification process using the SVM algorithm. Based on the research results, the Support Vector Machine (SVM) method is able to perform sentiment classification quite well, although the accuracy level varies for each tourist attraction. Curup Maung and Panjang Waterfall achieved the highest accuracy level of 90%. Nevertheless, most visitor reviews were dominated by negative sentiments. This indicates that there are still several aspects that need to be improved, particularly related to tourist facilities and services. This research is expected to serve as a consideration for tourism managers and local governments in efforts to improve management quality as well as the development of tourism in Lahat Regency.