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Design And Development Of A Web-Based Geographic Information System For Road Conditions In Muara Bulian

Maila Rizqi Aulia, Ahmad Syukron Prasaja
Abstract: The development of information technology has significantly influenced information management and dissemination, including in road infrastructure. However, road condition data collection in Muara Bulian is still conducted… d manually, resulting in ineffective data management and limited public access to accurate information. This study aims to design and develop a web-based Geographic Information System (Web-GIS) for road conditions in Muara Bulian. The study employed a descriptive qualitative method using observation, interviews, documentation, and literature review for data collection. The system was developed using the Waterfall model, consisting of requirements analysis, system design, implementation, and testing. The application was developed using Python and the Flask framework, with SQLite as the database and Leaflet.js and QGIS to support interactive map visualization. The results show that the system can display road condition information through interactive digital maps, provide road location search and detailed information, support basemap switching, facilitate road data management, and generate reports. Black Box Testing confirmed that all system functions operated according to the specified requirements. The Web-GIS is expected to support the government in managing road infrastructure data and facilitate public access to road condition information effectively and efficiently.

Cross-Lingual Indirect Prompt Injection Across Retrieval, Reranking, And Generation In Multilingual RAG

Fauzi Bondan Prihananto, Erlangga Bayu Yudho Prakoso, Aprilisa Arum Sari, Tomy Anugrah Islami
Abstract: External evidence can make retrieval-augmented generation (RAG) more informative, yet retrieved passages also provide a path for adversarial instructions to enter the model context. We examine that path in an English-Indonesian… onesian RAG system and track cross-lingual indirect prompt injection separately at retrieval, reranking, and generation. The experiment starts from 75 semantic items and evaluates every item in eight query/body/payload language combinations, for 600 paired trials. Qwen3-Embedding-0.6B and BGE-M3 produce top-20 candidate sets, BGE-reranker-v2-m3 reduces each set to five documents, and Qwen3-0.6B answers from the resulting context with either a standard prompt or an explicit trust-boundary prompt. Statistical uncertainty is estimated by resampling semantic items, and paired binary outcomes are modeled with generalized estimating equations. Poison documents reached the top 20 in 80.50% of Qwen trials and 37.67% of BGE-M3 trials (odds ratio 6.94, 95% CI 4.53-10.63). Top-five exposure was 18.50% and 16.17%, respectively. Standard end-to-end attack success was 6.33% for Qwen and 6.00% for BGE-M3; boundary-aware prompting lowered both rates to 1.33%, with no canary false positives. The results indicate that multilingual RAG security depends on several linked stages rather than generation alone.

Analisis Strategi Pengembangan Pasar Untuk Meningkatkan Kunjungan Wisata Religi Patung Yesus Buntu Burake Di Tana Toraja

Karlina Karrin, Mey Enggane Limbongan, Olivia D.Y. Pompeng
Abstract: Penelitian ini bertujuan untuk menganalisis strategi pengembangan pasar yang diterapkan dalam mengatasi stagnasi kunjungan wisatawan (di bawah 50.000 pengunjung per tahun) akibat kejenuhan pasar pada objek wisata religi… Patung Yesus Buntu Burake di Tana Toraja. Industri pariwisata religi di Indonesia memiliki potensi besar, namun banyak destinasi menghadapi tantangan dalam mempertahankan dan meningkatkan jumlah kunjungan akibat persaingan yang semakin ketat dan perubahan perilaku konsumen. Penelitian menggunakan pendekatan kualitatif deskriptif dengan teknik pengumpulan data melalui wawancara mendalam, observasi langsung, dan dokumentasi. Informan penelitian terdiri atas pengelola objek wisata (Dinas Pariwisata) dan wisatawan yang dipilih secara purposive. Analisis data menggunakan model interaktif Miles dan Huberman yang meliputi reduksi data, penyajian data, dan penarikan kesimpulan. Hasil penelitian menunjukkan bahwa strategi pengembangan pasar saat ini masih berada pada fase transisi dan belum berjalan secara optimal. Promosi destinasi masih sangat didominasi oleh konten organik (word-of-mouth digital) yang diunggah secara sukarela oleh pengunjung melalui media sosial visual seperti TikTok dan Instagram, sedangkan iklan resmi berbayar dan kemitraan strategis dengan biro perjalanan berskala besar masih sangat minim. Selain itu, ditemukan adanya kesenjangan antara daya tarik utama objek wisata yang dinilai sangat memuaskan dengan kualitas infrastruktur layanan pendukung yang masih memerlukan standardisasi, meliputi aksesibilitas jalan, kebersihan toilet, keterbatasan tempat sampah, serta minimnya fasilitas ramah muslim (muslim-friendly) khususnya kepastian kuliner halal. Penelitian ini menyimpulkan bahwa strategi pengembangan pasar memerlukan peralihan pendekatan dari promosi pasif menjadi pemasaran digital berbayar yang terstruktur, perluasan segmen pasar geografis dan demografis, serta peningkatan kualitas fasilitas operasional demi menciptakan kepuasan pengunjung yang berkelanjutan. This study aims to analyze the market development strategy implemented to overcome the stagnation of tourist visits (under 50,000 visitors per year) caused by market saturation at the religious tourism object of the Jesus Statue Buntu Burake in Tana Toraja. The religious tourism industry in Indonesia has great potential, yet many destinations face challenges in maintaining and increasing visitor numbers due to increasingly intense competition and changing consumer behavior. This research employs a qualitative descriptive approach with data collection techniques through in-depth interviews, direct observation, and documentation. Research informants consisted of tourism site managers (Tourism Office) and tourists selected purposively. Data analysis used the interactive model of Miles and Huberman, including data reduction, data display, and conclusion drawing. The results indicate that the current market development strategy is still in a transitional phase and has not operated optimally. Destination promotion is still heavily dominated by organic content (digital word-of-mouth) voluntarily uploaded by visitors on visual social media platforms such as TikTok and Instagram, while official paid advertisements and strategic partnerships with large-scale travel agencies remain highly limited. Furthermore, the study identifies a gap between the core attraction, which is rated highly satisfying, and the quality of supporting service infrastructure that still requires standardization, including road accessibility, toilet cleanliness, availability of trash bins, and the lack of Muslim-friendly facilities, particularly the certainty of halal culinary options. This study concludes that the market development strategy requires shifting from a passive promotion approach to a structured paid digital marketing campaign, expanding geographical and demographic market segments, and upgrading operational facilities to create sustainable visitor satisfaction.

STUDENTS’ SELF-ASSESSMENT EXPERIENCE USING DUOLINGO SPEAK: A CASE STUDY IN SPEAKING CLASS

Najamuddin, Najamuddin, Rasyid, Muhammad Nur Akbar
Abstract: This study aims to analyze students’ experiences in conducting self-assessment using the Duolingo Speak application in speaking skills learning at a higher education institution in Indonesia. The focus of this research covers… covers five main aspects, namely: students’ self-assessment strategies, increased speaking confidence, improved vocabulary mastery, challenges encountered while using Duolingo Speak, and the enhancement of learner autonomy. This study employs a qualitative approach with a case study method, which aims to gain an in-depth understanding of students’ experiences in utilizing Duolingo Speak as a self-assessment tool in speaking learning. Data were collected through semi-structured interviews and documentation involving five students selected through purposive sampling, namely students who had used Duolingo Speak for at least one semester. The data were analyzed using thematic analysis through data organization, coding, theme identification, and conclusion drawing. The findings show that the use of Duolingo Speak provides positive learning experiences for students. The application helps students apply various self-assessment strategies, increases speaking confidence, enriches vocabulary mastery, and fosters learner autonomy. However, several challenges were also found, such as limitations in speech recognition accuracy and feedback that is not yet sufficiently detailed to support optimal reflective learning. Overall, Duolingo Speak can serve as an effective supporting tool in speaking skills instruction when combined with structured self-assessment guidance from lecturers, thereby enhancing the effectiveness of English as a Foreign Language (EFL) learning.

A CASE STUDY ON THE IMPACT OF ROMANTIC RELATIONSHIPS ON THE MENTAL HEALTH OF UIN PALOPO STUDENTS

Nurpadila, Nurpadila, Efendi P, Efendi P
Abstract: Romantic relationships are one form of interpersonal relationship that can influence the emotional and psychological conditions of university students. Romantic relationships can provide emotional support, comfort, attention,… tion, a place to share problems, and motivation. However, problems within romantic relationships, such as lack of communication, dishonesty, betrayal, and lack of family approval, can also become sources of emotional and psychological pressure. This study aims to describe the dynamics of romantic relationships and their impact on the mental health of UIN Palopo students. This study employed a qualitative method with a descriptive approach. The informants consisted of four UIN Palopo students selected using purposive sampling. The informants consisted of one male student and three female students from the Islamic Guidance and Counseling, Islamic Religious Education, and Islamic Education Management study programs, all of whom were eighth-semester students. Data were collected through observation, interviews, and documentation. Data were analyzed through data reduction, data presentation, and conclusion drawing. The results showed that the dynamics of romantic relationships experienced by students developed through several stages, namely introduction, emotional closeness, commitment, conflict, and the end of the relationship. Communication, attention, trust, openness, and emotional attachment were important elements in the development and maintenance of relationships. Romantic relationships had positive impacts in the form of emotional support, comfort, attention, a place to share stories and problems, and increased motivation. Meanwhile, negative impacts included sadness, disappointment, feelings of loss, stress, anxiety, frustration, mood changes, difficulty regulating emotions, decreased appetite, loss of motivation, and reduced social interaction. Thus, romantic relationships can have both positive and negative impacts on students' mental health depending on the dynamics and experiences that occur within the relationship.

Application Of Mamdani's Fuzzy Logic In Modeling The Prediction Of Drug Abuse Levels In Padang City

Cindy Yunaldi, Yusli Yenni
Abstract: Drug abuse is a problem that can be influenced by various interrelated factors. This study aims to apply Mamdani Fuzzy logic in predicting the level of drug abuse in Padang City based on several factors obtained from documentation… umentation and interviews. The input variables used consist of the Age of the Perpetrator, Environment, Socializing, Gender, and Family, while the output variable is the Level of Drug Abuse with Low and High categories. The research stages include data collection, determining variables and fuzzy sets, fuzzification, forming if-then rules, inference using the minimum operator, composition using the maximum operator, and defuzzification using the centroid method. A total of 64 fuzzy rules are used to connect the combination of input variables with the output. Testing is done through manual calculations and implementation using MATLAB. The test results show that the output categories from manual calculations and MATLAB are the same in three test data, namely High, High, and Low. These results indicate that the Mamdani Fuzzy method can be used in modeling the level of drug abuse based on the variables used.

Upaya Dalam Guru Mengatasi Kesulitan Belajar Siswa Inklusi Di SMP Negeri 12 Solok Selatan

Jeni Oktavia, Sri Rahayu, Wibi Wijaya
Abstract: Penelitian ini bertujuan untuk mendeskripsikan upaya guru dalam mengatasi kesulitan belajar siswa inklusi di SMP Negeri 12 Solok Selatan. Penelitian menggunakan pendekatan kualitatif dengan teknik pengumpulan data melalui… i observasi, wawancara, dan dokumentasi. Hasil penelitian menunjukkan bahwa guru melakukan berbagai upaya untuk membantu siswa inklusi dalam proses pembelajaran. Upaya tersebut meliputi pemberian bimbingan dan motivasi belajar, penerapan pendekatan individual untuk membangun komunikasi yang efektif, pemberian dukungan emosional dan psikologis, pelibatan orang tua melalui konsultasi maupun kunjungan rumah, serta mendorong siswa melakukan refleksi dan menemukan strategi belajar yang sesuai dengan kebutuhan mereka. Berbagai upaya tersebut dilakukan secara bertahap dan berkelanjutan dengan melibatkan kerja sama antara guru mata pelajaran, guru bimbingan dan konseling, orang tua, serta teman sebaya. Hasil penelitian menunjukkan bahwa pendekatan yang bersifat personal dan kolaboratif dapat membantu siswa inklusi lebih percaya diri, aktif dalam pembelajaran, serta memperoleh dukungan yang sesuai dengan karakteristik dan kebutuhan belajarnya. This study aims to describe teachers' efforts in overcoming the learning difficulties experienced by inclusive students at SMP Negeri 12 Solok Selatan. The research employed a qualitative approach, with data collected through observation, interviews, and documentation. The findings revealed that teachers implemented various strategies to support inclusive students in the learning process. These efforts included providing guidance and learning motivation, applying individualized approaches to establish effective communication, offering emotional and psychological support, involving parents through consultations and home visits, and encouraging students to reflect on and develop learning strategies that suit their needs. These initiatives were carried out gradually and continuously through collaboration among subject teachers, counseling teachers, parents, and peers. The study indicates that personal and collaborative approaches can help inclusive students become more confident, actively participate in classroom learning, and receive support that aligns with their individual characteristics and learning needs. Therefore, the role of teachers is essential in creating an inclusive learning environment that supports the academic and personal development of students.

Strategi Promosi Dalam Mendorong Jumlah Konsumen Di Pasar Seni To'pao Kabupaten Toraja Utara

Nolan Kadang, Isak Pasulu, Dwibin Kannapadang
Abstract: Penelitian ini bertujuan untuk mengidentifikasi potensi Pasar Seni To'Pao yang dapat dijadikan sebagai daya tarik promosi, menganalisis hambatan yang dihadapi dalam pelaksanaan promosi, serta merumuskan strategi promosi… yang tepat untuk mendorong peningkatan jumlah konsumen di Pasar Seni To'Pao Kabupaten Toraja Utara. Pasar seni berbasis budaya memiliki peran strategis dalam mendukung pengembangan pariwisata dan ekonomi kreatif daerah, namun banyak di antaranya menghadapi tantangan dalam menarik konsumen akibat promosi yang belum optimal. Penelitian ini menggunakan pendekatan kualitatif dengan jenis penelitian deskriptif. Informan penelitian terdiri atas empat pelaku UMKM dan empat pengunjung Pasar Seni To'Pao yang dipilih secara purposive. Data dikumpulkan melalui observasi, wawancara mendalam, dan dokumentasi, kemudian dianalisis menggunakan model Miles, Huberman, dan Saldaña yang meliputi pengumpulan data, kondensasi data, penyajian data, serta penarikan kesimpulan. Hasil penelitian menunjukkan bahwa Pasar Seni To'Pao memiliki potensi besar untuk dikembangkan melalui strategi promosi, antara lain keunikan produk kerajinan khas Toraja, lokasi yang strategis di jalur utama Rantepao-Makale, identitas budaya yang kuat, serta keberadaan pelaku UMKM yang menghasilkan produk berkualitas. Namun, kegiatan promosi masih menghadapi berbagai hambatan, yaitu belum optimalnya pemanfaatan media digital, terbatasnya penyebaran informasi kepada masyarakat, berkurangnya jumlah kios yang aktif beroperasi, tingginya persaingan dengan pusat oleh-oleh lainnya, serta jumlah kunjungan yang belum stabil. Berdasarkan kondisi tersebut, strategi promosi yang direkomendasikan meliputi optimalisasi promosi digital melalui media sosial, penguatan promosi berbasis budaya Toraja, peningkatan kerja sama dengan pemerintah dan pelaku industri pariwisata, penyelenggaraan kegiatan promosi secara berkala, serta peningkatan kualitas pelayanan dan kenyamanan kawasan. Penerapan strategi tersebut diharapkan mampu meningkatkan jumlah konsumen sekaligus memperkuat posisi Pasar Seni To'Pao sebagai destinasi wisata belanja berbasis budaya di Kabupaten Toraja Utara. This study aims to identify the potential of To'Pao Art Market that can be utilized as a promotional attraction, analyze the obstacles encountered in implementing promotional activities, and formulate appropriate promotion strategies to increase the number of consumers at To'Pao Art Market in North Toraja Regency. Culture-based art markets have a strategic role in supporting the development of regional tourism and the creative economy, yet many face challenges in attracting consumers due to suboptimal promotion. This study employed a qualitative approach with a descriptive research design. The research informants consisted of four MSME actors and four visitors to To'Pao Art Market, who were selected using purposive sampling. Data were collected through observation, in-depth interviews, and documentation, and were analyzed using the interactive model of Miles, Huberman, and Saldaña, which includes data collection, data condensation, data display, and conclusion drawing. The findings indicate that To'Pao Art Market possesses considerable potential to support promotional activities, including the uniqueness of Torajan handicraft products, its strategic location on the main Rantepao-Makale route, a strong cultural identity, and the presence of local MSMEs producing high-quality products. However, promotional activities are constrained by several factors, including the limited utilization of digital media, inadequate dissemination of information to the public, the decreasing number of active kiosks, intense competition with other souvenir centers, and unstable visitor numbers. Based on these findings, the recommended promotion strategies include optimizing digital promotion through social media, strengthening culture-based promotional content highlighting Torajan heritage, enhancing collaboration with the government and tourism stakeholders, organizing promotional and cultural events on a regular basis, and improving service quality and visitor convenience. The implementation of these strategies is expected to increase the number of consumers while strengthening the position of To'Pao Art Market as a cultural shopping destination in North Toraja Regency. 

Analisis Perilaku Konsumen Dalam Memutuskan Pembelian Cinderamata Di Objek Wisata Ke'te Kesu'

Jeticia Lolotoding, Isak Pasulu, Dwibin Kannapadang
Abstract: Penelitian ini bertujuan untuk menganalisis perilaku konsumen dalam keputusan pembelian cinderamata di kawasan Wisata Ke'te Kesu' Kabupaten Toraja Utara. Industri pariwisata budaya telah bertransformasi menjadi industri… berbasis pengalaman yang mengedepankan nilai emosional, simbolik, dan kultural. Dalam konteks ini, pembelian cinderamata tidak hanya berfungsi sebagai barang konsumsi, tetapi juga sebagai simbol kenangan, identitas budaya, dan representasi pengalaman wisata. Penelitian menggunakan pendekatan kualitatif deskriptif dengan teknik pengumpulan data melalui wawancara mendalam, observasi, dan dokumentasi terhadap lima wisatawan sebagai informan kunci dan lima pelaku UMKM sebagai informan pendukung. Analisis data dilakukan melalui reduksi data, penyajian data, dan penarikan kesimpulan. Hasil penelitian menunjukkan bahwa keputusan pembelian cinderamata di kawasan Wisata Ke'te Kesu' dipengaruhi oleh empat faktor utama, yaitu faktor budaya, sosial, pribadi, dan psikologis. Faktor budaya dan psikologis merupakan faktor yang paling dominan karena wisatawan memandang cinderamata sebagai representasi budaya Toraja yang autentik dan memiliki makna simbolik. Proses keputusan pembelian berlangsung melalui lima tahapan: pengenalan kebutuhan, pencarian informasi, evaluasi alternatif, keputusan pembelian, dan perilaku pasca pembelian. Wisatawan melakukan pertimbangan terhadap harga, kualitas, keunikan, dan nilai budaya produk sebelum memutuskan membeli. Pengalaman wisata yang positif memberikan pengaruh terhadap kepuasan wisatawan dan mendorong niat membeli ulang serta rekomendasi kepada orang lain. Penelitian ini menyimpulkan bahwa keputusan pembelian cinderamata di kawasan Wisata Ke'te Kesu' tidak hanya dipengaruhi oleh kebutuhan fungsional, tetapi juga oleh nilai budaya, pengalaman emosional, dan persepsi wisatawan terhadap keaslian produk budaya Toraja. Abstract is a brief summary of the paper to help readers quickly determine the main research problem, solutions to solving This study aims to analyze consumer behavior in purchasing decisions of souvenirs at the Ke'te Kesu' Tourism Area in North Toraja Regency. The cultural tourism industry has transformed into an experience-based industry that prioritizes emotional, symbolic, and cultural values. In this context, souvenir purchases serve not only as consumer goods but also as symbols of memories, cultural identity, and representations of tourist experiences. This research employs a qualitative descriptive approach with data collection techniques through in-depth interviews, observation, and documentation involving five tourists as key informants and five MSME actors as supporting informants. Data analysis was conducted through data reduction, data display, and conclusion drawing. The results show that souvenir purchasing decisions at the Ke'te Kesu' Tourism Area are influenced by four main factors: cultural, social, personal, and psychological factors. Cultural and psychological factors are the most dominant because tourists perceive souvenirs as authentic representations of Toraja culture with symbolic meaning. The purchase decision process occurs through five stages: need recognition, information search, alternative evaluation, purchase decision, and post-purchase behavior. Tourists consider price, quality, uniqueness, and cultural value before deciding to purchase a product. Positive tourism experiences influence tourist satisfaction and encourage repeat purchase intentions and recommendations to others. This study concludes that souvenir purchasing decisions at the Ke'te Kesu' Tourism Area are not only influenced by functional needs but also by cultural values, emotional experiences, and tourists' perceptions of the authenticity of Toraja cultural products.

Perancangan Sistem Monitoring Dan Pengelolaan Barang Masuk Berbasis Web Menggunakan Metode Waterfall Pada Dinas Komunikasi Dan Informatika Provinsi Jambi

Fatima Felawati, Edo Atalla Firsan, Rasyad Fadhli Al-Yusuf, Fadila Alquraini, Tria Yolanda Putri
Abstract: Dinas Komunikasi dan Informatika Provinsi Jambi masih melaksanakan proses pencatatan dan monitoring barang masuk secara manual menggunakan dokumen administrasi dan aplikasi perkantoran sederhana, sehingga menimbulkan kendala… dala berupa kesalahan pencatatan, keterlambatan pencarian data, dan kesulitan penyusunan laporan. Penelitian ini bertujuan merancang Sistem Monitoring dan Pengelolaan Barang Masuk Berbasis Web untuk membantu proses pencatatan, monitoring, pencarian, dan pelaporan data barang masuk secara lebih efektif. Metode pengembangan yang digunakan adalah Waterfall, meliputi analisis kebutuhan, perancangan, implementasi, pengujian, dan pemeliharaan, dengan pemodelan menggunakan UML serta basis data MySQL. Hasil penelitian menunjukkan bahwa sistem yang dibangun mampu mempermudah proses pencatatan barang, mempercepat pencarian data, meningkatkan akurasi penyimpanan data, serta menyederhanakan penyusunan laporan secara otomatis. The Communication and Informatics Office of Jambi Province still records and monitors incoming goods manually using administrative documents and basic office applications, resulting in recording errors, delayed data retrieval, and difficulties in report preparation. This study aims to design a Web-Based Monitoring and Management System for Incoming Goods to support recording, monitoring, searching, and reporting processes more effectively. The system was developed using the Waterfall method, covering requirements analysis, design, implementation, testing, and maintenance, modeled with UML and a MySQL database. The results show that the developed system simplifies the recording of goods, accelerates data search, improves data storage accuracy, and streamlines automatic report generation.