Customer sentiment analysis provides valuable insights for ecommerce businesses, but traditional methods often fall short in handling complex and contextrich language. This paper explores the use of Natural Language Processing (NLP) techniques, including BERT and transformer models, to improve sentiment analysis accuracy in ecommerce. The study compares the performance of different NLP models in capturing nuanced customer sentiment from online reviews. Findings indicate that advanced NLP techniques substantially increase accuracy and offer practical applications for improving customer experience and business strategy in ecommerce.Keywords: Natural Language Processing, sentiment analysis, ecommerce, customer experience, BERT, transformer models.

Intellectual property rights are an implication of the development of international trade, especially in industrial countries. In developing countries, the understanding and protection of intellectual property rights receives less attention, which causes many violations of intellectual property rights and harms creators and inventors. Intellectual property rights have an important role in economic traffic, both regional and international, including investment in a country to spur economic growth of the country and its people. Indonesian society, which is diverse in culture, religion and ethnicity, has very rich creative works, and must take part in the utilization of intellectual property rights. Legal protection and use of copyright are very necessary to become a source of development for the national economy and Indonesian society
This research is aimed at examining the implications of Intellectual Property Rights on economic benefit gains. An owner of Intellectual Property Rights as a creative subject must obtain a guarantee of legal protection on his or her work. The result shows that the form of legal protection of intellectual property rights is that the owner of intellectual property rights in performing his or her rights must be protected by law. The economic rights owned by the owner will gain economic benefits if it is performed. The rights include the rights to use, to produce, to publish, to copy, to import, to export and to grant a license (permit) to another party that is intended to make use of the intellectual property. In a condition of law violation, the Law of Intellectual Property Rights as a preventive effort will give a right to an owner of intellectual property rights to sue on civil, criminal, or administrative law. The sanctions on the law breaker are also already written in each law of intellectual property rights that includes copy right, brand right, patent right, graphic design right, and integrated circuit lay-out right. The reason why an owner does not automatically gain economic benefits from his or her work is because he or she does not use the economic rights that he or she has. Some matters causing it are quite high costs of production, difficult licensing, and hard competition.
The law protection and economic benefits are two essentials of intellectual property rights. An owner of intellectual property rights is a creative subject that should have those two matters.
 

This article investigates the relationship between sleep quality and the management of chronic illnesses such as diabetes and hypertension. By analyzing data from patient surveys and health records, the study finds that poor sleep quality is associated with worsened disease management and higher healthcare utilization. The findings suggest that improving sleep quality should be an integral part of chronic illness management strategies to enhance patient outcomes.

This research aims to analyze effective strategies in optimizing the use of social media, especially on the YouTube platform, by students of Sharia Economic Law. The focus of the study is on students' efforts to utilize social media as a relevant and beneficial tool within the context of social media business from an Islamic perspective, while also identifying legal protection issues related to YouTube and Instagram social media content. The qualitative research method involves strategy analysis through surveys, interviews, and observations of Syariah Economic Law students, particularly those who are content owners (youtubers) actively using YouTube as a platform for content uploads. The content produced by YouTubers is acknowledged as copyright that needs protection. The obtained data is then analyzed to explore and document comprehensive aspects within the KEDUNGSAPUR region. The research findings provide profound insights into the optimization of social media usage by Sharia Economic Law students, revealing inadvertencies in mentioning and attributing specific parties disseminated in the public domain. This may lead to prohibited defamation in Islam and conflict with the ITE Law. Islam emphasizes the importance of conveying information truthfully and avoiding manipulation or exploitation of facts. Other findings indicate that the presence of hackers has an impact on the protection of YouTube and Instagram by YouTubers. The implications of this research can contribute to the development of innovative learning strategies and enrich the understanding of students regarding the implementation of Sharia Economic Law in the digital era.
 
 

Church’s figures from GKJTU encountered with various legal problems and felt that they didn’t have any knowledge about law. Therefore, an incidental counselling was held to fulfil their desire in purpose to understand legal knowledge so that these figures might resolve legal problems in their environment. The church’s figures give the basic legal knowledge and anti-corruption education through the legal professionals’ trainer. This paralegal training is to equipped participants with better basic-practical legal knowledge to manage the legal problems they faced. By the end of the training, these participants will become the front guard to resolve the legal matters in their environment, as they will be called: paralegals

This study evaluates the effectiveness of vaccination programs in reducing the incidence of infectious diseases in low-income countries. By analyzing immunization coverage data and disease prevalence rates, the research highlights the successes and challenges faced by vaccination initiatives. The findings indicate that comprehensive vaccination campaigns significantly decrease morbidity and mortality rates, emphasizing the need for sustained investment and community engagement to improve public health outcomes.

Penyediaan sarana dan prasarana penunjang yang memadai menjadi penting dalam mengatasi masalah lalu lintas di Surakarta. Penelitian ini bertujuan untuk menganalisis pengaruh pembangunan Masjid Syeikh Zayed terhadap arus lalu lintas di Kota Surakarta, memberikan wawasan baru tentang dampak pembangunan keagamaan pada pola lalu lintas dan transformasi urban. Metodologi penelitian ini melibatkan survei lalu lintas di sekitar Masjid Syeikh Zayed, Surakarta, pada berbagai waktu puncak, termasuk hari kerja, hari keagamaan, dan akhir pekan, menggunakan data primer dari observasi lapangan dan data sekunder seperti peta jaringan jalan. Data yang dikumpulkan termasuk volume lalu lintas, geometri jalan, dan kecepatan kendaraan, yang selanjutnya dianalisis menggunakan software simulasi lalu lintas PTV Vissim 2023. Hasil penelitian menunjukkan kondisi lalu lintas yang buruk di sekitar masjid dengan tingkat pelayanan rata-rata antara E (buruk) hingga F (sangat buruk), terutama saat jam sibuk. Skenario yang diuji dalam simulasi mengungkap peningkatan signifikan dalam waktu tunggu kendaraan dan tingkat kemacetan. Kesimpulan penelitian ini adalah bahwa pembangunan Masjid Syeikh Zayed memiliki dampak signifikan terhadap kondisi lalu lintas di Kota Surakarta, membutuhkan strategi manajemen lalu lintas yang efektif. Penelitian ini berkontribusi pada sains dengan memberikan pemahaman mendalam tentang dampak pembangunan infrastruktur keagamaan terhadap lalu lintas kota dan pentingnya manajemen lalu lintas yang efisien.

This research aims to discover the ideal concept of entrepreneurship education in higher education. The study employs a qualitative paradigm with descriptive survey techniques. The research locus is conducted at the State Islamic Institute of Lhokseumawe. The results indicate that entrepreneurship education has been implemented before the implementation of the Independent Learning policy. The Independent Campus program provides opportunities for a series of innovations in implementing entrepreneurial management. This direction aligns with the orientation of the Independent Campus in shaping self-reliance and entrepreneurial spirit. Additionally, the implementation of entrepreneurship education stimulates a sense of independence in thinking and competitiveness through the improvement of management and technology optimization. The program's manifestation is carried out in the form of activities such as business units, internship programs, integrated learning programs, and entrepreneurship expos. On the other hand, faculty members innovate teaching through cultural learning and working transformation processes with an entrepreneurial spirit. This research has implications for the theoretical development of entrepreneurship concepts in the implementation of the Independent Campus policy.

Salah satu permasalahan kesehatan yang sering ditemui di banyak negara termasuk Indonesia adalah stunting. Stunting telah mendapat banyak perhatian di Indonesia, terlihat dari alokasi APBN masing-masing sebesar Rp48,3 triliun dan Rp49,4 triliun pada tahun 2022 dan 2023 untuk bidang ini. Pada tahun 2022, Kementerian Kesehatan merilis temuan dari Survei Status Gizi Indonesia (SSGI) yang menyatakan bahwa angka stunting di Indonesia mencapai 21,6% pada saat Rapat Kerja Nasional BKKBN pada 25 Januari 2023.Hal ini menunjukkan pentingnya untuk mengerti pemahaman mendalam tentang faktor-faktor yang mengidentifikasi anak-anak berisiko tinggi terkena stunting. Banyak penelitian sebelumnya yang membahas faktor resiko stunting, namun masih sedikit penerapannya dalam metode machine learning, dalam data yang kompleks dan tidak seimbang.Penelitian ini mengevaluasi kinerja dari berbagai metode machine learning yang bertujuan dapat memberikan kontribusi penting dalam bidang kesehatan anak dan analisis data. Diantara metode machine learning yang dipilih metode Bagging Decision Tree mendapatkan nilai accuracy yang terbaik sebesar 78,93%, precision 78% dan recall sebesar 77,99%. Dalam penelitian ini menunjukkan bahwa metode ensemble learning mampu bekerja dengan baik dalam atribut multiclass dan data yang tidak seimbang pada dataset pertumbuhan balita.

This research explores the role of socialization methods in overcoming three major sins in school education: Bullying, Sexual Violence, and Intolerance. This research examines the effectiveness of the character values socialization program in overcoming major sins in education. The research results show that this method has a positive impact on students' understanding and application of values such as integrity, responsibility and cooperation. This also forms a solid foundation of character. The success of this program cannot be separated from collaboration between schools and families, where the involvement of parents and teachers is very important. Research shows that socialization methods can improve the quality of elementary school education, create an academic environment and foster strong student character.