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Communication is an essential human right, yet a significant communication gap persists between individuals with sensory disabilities, specifically the deaf and speech-impaired, and the general public. While many technological solutions have been proposed to translate sign language, existing models primarily rely on heavy deep learning architectures such as Convolutional Neural Networks (CNN) or Recurrent Neural Networks (RNN/LSTM). These models often demand high computational power, leading to latency and limiting real-time application on standard devices. This study proposes a lightweight, fast, and highly responsive sign language translation system specifically designed to recognize static alphabets (A-Z) and single-character air writing. The system utilizes MediaPipe for hand tracking, where feature extraction is intelligently processed by calculating the relative spatial coordinates of fingertips to the wrist, reducing dependency on raw camera coordinates. Classification is performed using a Support Vector Machine (SVM) with a Radial Basis Function (RBF) kernel, prioritizing computational efficiency without sacrificing accuracy. To enhance user experience, the system introduces three key novelties: smart relative feature extraction, an anti-duplication hold system with a 1-second timer to prevent input spamming, and a non-blocking multithreaded audio execution (Daemon Thread) utilizing Google Text-to-Speech (gTTS), ensuring the webcam feed remains fluid during audio playback. Additionally, an alternative air-writing mode is integrated, utilizing geometric heuristics and PyTesseract OCR to read single drawn letters in the air. The results indicate that the proposed system operates swiftly and efficiently, bridging the communication barrier with a hardware-friendly approach.

This study aims to analyze the role of assessment in decision-making within guidance and counseling services. Assessment plays a crucial role in providing accurate, objective, and comprehensive data regarding students’ characteristics, needs, and problems. This research employs a qualitative approach using a literature review method by analyzing 25 relevant scholarly sources related to assessment, measurement, and counseling services. The findings indicate that measurement serves as the fundamental basis of assessment, which involves systematic processes to obtain quantitative data. The quality of assessment results is highly influenced by the reliability and validity of the instruments used. Reliable instruments ensure consistency, while valid instruments ensure accuracy in measuring intended variables. Furthermore, assessment functions as a basis for diagnosis, planning, implementation, and evaluation of guidance and counseling services. The study also reveals that the application of assessment in schools is not yet optimal due to several factors, including limited counselor competence and lack of effective use of instruments. In addition, the integration of technology and the use of both test and non-test instruments have been shown to improve the accuracy and effectiveness of assessment. In conclusion, systematic and well-implemented assessment significantly enhances the quality of decision-making in guidance and counseling services. Therefore, improving counselors’ competencies and optimizing the use of assessment instruments are essential to support more effective counseling practices

Inventory management is a crucial aspect of business sustainability, particularly for Micro, Small, and Medium Enterprises (MSMEs) that often face limitations in data management and technological adoption. Selaras Muba Lestari is Incubation Center, which supports MSMEs in Musi Banyuasin Regency, encounters challenges in managing product inventory due to reliance on manual recording systems. This study aims to design and develop a web-based inventory application using the Laravel framework to improve the efficiency and accuracy of stock management. The research adopts the Software Development Life Cycle (SDLC) Waterfall model, which includes requirements analysis, system design, implementation, and testing. The results indicate that the developed system is capable of improving data accuracy, accelerating the recording process, and providing real-time inventory reports. Furthermore, this study reinforces previous findings that digitalizing inventory systems serves as a strategic solution to enhance the competitiveness of MSMEs.

This study addresses the issue of suboptimal student academic performance, which is frequently linked to the selection of instructional strategies that do not actively engage learners. Learning outcomes represent a multidimensional construct involving knowledge acquisition, attitude development, and skill formation. Therefore, the application of an appropriate learning model is essential to support meaningful learning experiences. This research aims to investigate the impact of implementing a Problem Based Learning (PBL) model supported by audio-visual media on students’ academic achievement. A quantitative approach with a quasi-experimental design was employed. The study involved two groups: an experimental class receiving the PBL intervention and a control class experiencing conventional instruction. Data were collected through pretest and posttest assessments and analyzed using both descriptive and inferential statistical techniques. The findings reveal a statistically significant difference between the two groups, indicated by a significance value below 0.05. This confirms that integrating problem-based strategies with audio-visual support contributes positively to improving students’ learning outcomes. The results highlight the importance of student-centered learning environments in fostering deeper understanding and engagement.

Education is a fundamental element in an individual's life that aims to optimize human potential across cognitive, affective, and psychomotor domains. This research is motivated by the importance of students' ability to manage their study time effectively to support optimal learning outcomes. The purpose of this study is to describe and compare students' study time management based on gender. This study used a descriptive comparative method, with a sample of several eighth-grade students at Islamic Boarding School X. Data were collected using a Likert scale instrument, then analyzed using descriptive techniques and an independent-samples t-test using the (Jeffreys’s Amazing Statistics Program) JASP application. The results indicate that several students are able to manage their study time well. Furthermore, no significant differences were found between male and female students in managing their study time. These findings indicate that the ability to manage study time is relatively even and is not influenced by gender.

The rapid evolution of digital technologies has fundamentally reshaped tax administration systems, particularly for Micro, Small, and Medium Enterprises (MSMEs), which constitute a critical driver of economic development yet continue to demonstrate suboptimal levels of tax compliance. This study aims to critically examine the role of Application Programming Interface (API)-based tax automation in enhancing MSME tax compliance through a systematic narrative literature review approach. Employing a qualitative design, this study synthesizes recent scholarly works published within the last five years to identify patterns, relationships, and emerging trends in digital taxation practices. The findings indicate that API-based automation significantly improves administrative efficiency, minimizes human error, and facilitates real-time data integration between taxpayer systems and tax authorities. Moreover, such integration enhances transparency and reduces compliance costs, thereby fostering voluntary compliance behavior among MSMEs. Nevertheless, the effectiveness of this technological intervention is contingent upon several structural and behavioral factors, including digital literacy, technological readiness, and the availability of reliable digital infrastructure. Persistent disparities in these areas may constrain the scalability and inclusiveness of API implementation. This study underscores that API-based tax automation represents a transformative policy instrument in modernizing tax administration systems, provided it is supported by coherent regulatory frameworks, capacity-building initiatives, and equitable infrastructure development. The findings contribute to the broader discourse on digital taxation by offering a conceptual foundation for developing adaptive and sustainable compliance strategies in the era of economic digitalization

The Qiroati method is an instructional approach to reading the Qur’an that emphasizes direct practice of tartil recitation in accordance with the rules of tajwid. This method is practical, systematic, and implemented gradually, meaning that learners are not allowed to proceed to the next level before achieving fluency at the current stage. One of the main challenges in learning to read and memorize the Qur’an is the limited use of structured teaching methods, as some teachers still rely primarily on personal experience and conventional reading approaches. This condition contributes to students’ lack of fluency in reading and memorizing the Qur’an, as well as decreased learning motivation due to monotonous and less effective instructional practices. This study aims to examine the implementation of the Qiroati method in improving students’ Qur’anic reading ability within the Tahfidzul Qur’an program at SMP Daruttaqwa Full Day School. The findings are expected to provide useful insights for educators and contribute to academic knowledge. This research employs a field research design with a descriptive qualitative approach, focusing on describing the application of the Qiroati method in enhancing students’ reading ability in relation to Qur’an memorization. Data were collected through interviews, tests, and documentation, while data analysis involved data collection, data display, and conclusion drawing. The results indicate that the implementation of the Qiroati method effectively improves students’ ability to read the Qur’an in the Tahfidzul Qur’an program. This is evidenced by the improvement in students’ reading scores compared to their previous performance. In practice, the method involves teachers modeling correct recitation, followed by students reading collectively. Therefore, the Qiroati method not only enhances students’ accuracy in reading the Qur’an but also fosters a more engaging and effective learning environment.

Group-based learning in the classroom plays a vital role in enhancing social interaction, individual responsibility, as well as students' critical thinking and collaborative skills. However, its implementation often faces challenges such as the dominance of certain members, social loafing, low participation, and interpersonal conflicts that hinder group effectiveness. This study aims to comprehensively examine the dynamics of learning groups by integrating four key aspects: the concept of group dynamics based on the Tuckman model, the characteristics of effective groups in cooperative learning, group formation techniques, and conflict management strategies. The research utilizes a qualitative approach with a literature study method, analyzing 25 sources including nationally accredited journals, academic books, and theses published between 2020 and 2024. Data analysis was conducted through reduction, thematic classification, content analysis, and conceptual synthesis. The results indicate that effective group dynamics can be achieved through the Tuckman stages, the application of the five elements of cooperative learning, the selection of appropriate group formation techniques with risk mitigation, and the implementation of the Thomas-Kilmann conflict management styles.The scientific contribution of this research is the development of an integrative model based on these four aspects, which serves as a conceptual framework to strengthen collaborative learning practices in the classroom. Practical implications include the formation of ideal groups consisting of 4–5 students, the establishment of initial group contracts, the use of dual assessment rubrics (individual and group), and peer evaluation mechanisms to enhance accountability and reflection.

Intellectual property rights (IPR) are an important legal tool for trademark ownership, protecting business quality, and protecting a company's economic interests. Consumers build trust in trademarks because they signal distinct product quality and reflect a positive and consistent corporate image. Trademark protection is regulated by national law under Trademark Law No. 20 of 2016, which provides legal certainty for trademark owners. This law stipulates that a trademark is only valid if it has distinctive elements, is not imitative, and has been officially registered with an authorized institution. The "first come, first served" principle in Indonesian trademark law can be interpreted as a mechanism that grants rights to the first party to file a valid application. However, the application of this principle in practice often raises complex legal issues, particularly when a trademark has already gained widespread public recognition prior to its formal registration. This study focuses on evaluating this legal protection through a normative legal research method by examining applicable laws, regulations, and court decisions related to trademark disputes in Indonesia. The Geprek Bensu dispute has attracted public attention because it highlights the conflict between legal provisions regarding trademark ownership and public perception. This case demonstrates that the existing legal framework still requires further refinement to balance the interests of trademark registrants with those of parties who have built public reputation through prior commercial use. Therefore, legal reform and consistent law enforcement are essential to ensure fair and comprehensive trademark protection in Indonesia.

The community service activity conducted in Dusun Wates, focusing on the empowerment of Ibu Siti’s UMKM (Small and Medium Enterprises) producing Banana and Gadung Chips, has shown significant results in improving entrepreneurial capacity and social transformation within Ibu Siti’s family. This research aims to explore the outcomes of the community service program, linking the findings to theories of entrepreneurship, community empowerment, and social change. The activities involved managerial assistance, product rebranding, and online marketing, which led to better management practices, an improved product identity, and increased market reach. The application of digital marketing proved effective in expanding market access for local products, contributing to the economic growth of the family. This study also highlights the importance of family-based entrepreneurship in achieving sustainable social and economic change. The results are aligned with the findings of previous studies, such as those by Wahyuni (2022) and Raharjo (2021), and suggest that the integration of technology and local leadership can significantly drive social transformation at the community level.

The purpose of this study is to examine the implementation of employment agreements as one of the means of providing legal protection for workers’ rights. The research method employed in this study is normative juridical, utilizing primary and secondary legal materials obtained through the analysis of statutory regulations, legal scholars’ opinions, as well as books and journals relevant to the subject under study. The results of the study indicate that employment agreements, as a form of preventive legal protection for workers’ rights, are a consequence of the application of the welfare state concept, thereby requiring the state to intervene in employment relationships arising from such agreements. This form of intervention can be observed in Law Number 13 of 2003 concerning Manpower. The provisions contained in this law, particularly Article 54 paragraph (1) of Law Number 13 of 2003 concerning Manpower, constitute a form of preventive legal protection, especially in points (e) and (f), as they regulate economic rights as well as the rights and obligations of workers. These provisions provide protection and serve as a form of legal certainty that safeguards workers from the beginning of their employment. The obstacles encountered in the implementation of employment agreements as a preventive means of protecting workers’ rights are divided into three factors: regulatory factors, legal culture factors, and legal structure factors.

This research analyzes the application of the equality before the law principle in handling narcotics cases by the Legal Aid Institute (LBH) Legundi Surabaya. The principle of equality before the law is a fundamental principle guaranteed in Article 27 paragraph (1) of the 1945 Constitution, yet its implementation in narcotics law enforcement still faces various challenges. This study employs a normative juridical method with a qualitative approach to examine LBH Legundi's strategies in ensuring clients fully obtain their constitutional rights. The findings reveal that although LBH Legundi has implemented various strategies such as detailed examination of arrest procedures, optimization of legal instruments, and efforts for detention suspension, the application of the equality before the law principle remains hindered by several factors. The main challenges include strong social stigma against narcotics offenders, limited resources of legal aid institutions, disparities in judicial decisions, structural barriers in accessing justice, weak supervision systems, minimal systemic support from the state, and a law enforcement mindset that remains punitive rather than rehabilitative. This condition creates a significant gap between suspects from economically disadvantaged backgrounds and those from affluent backgrounds, which contradicts the spirit of substantive justice. The study concludes that realizing the principle of equality before the law requires comprehensive reform touching structural, cultural, and systemic aspects of Indonesia's criminal justice system.  

This study aims to analyze e-commerce strategies in selecting applicable law and jurisdiction to avoid conflicts of jurisdiction in cross-border transactions. This study employs a normative legal method using legislative, conceptual, and comparative approaches to analyze the selection of applicable law and jurisdiction in cross-border e-commerce transactions. The data used consists of primary and secondary legal materials collected through a literature review. The analysis was conducted qualitatively using descriptive-analytical and legal interpretation methods, as well as deductive reasoning to formulate strategies for minimizing jurisdictional conflicts. The research findings indicate that the application of the principle of freedom of contract, combined with international instruments and digital technology, can serve as an effective strategy for e-commerce actors to minimize jurisdictional conflicts and litigation risks. This strategy not only provides legal protection, particularly for SMEs, but also enhances the trust of global partners and competitiveness in the international market through the use of clear contract clauses, hybrid forums, and technological support such as blockchain and ODR.

Population administration services are essential public services that fulfill the civil rights of the community. However, the process of changing Family Card (KK) data at the village level often faces problems, such as complicated procedures and limited access to services. With the development of information technology, village governments are required to implement digital-based service innovations through a digital governance approach. This study aims to evaluate the effectiveness of digital governance implementation in population administration services through the LAPAK SARAH application for Family Card data changes in Dayu Village, Nglegok District, Blitar Regency. The approach used in this study is descriptive qualitative with data collection techniques in the form of in-depth interviews, observation, and documentation. Research informants included village officials and community members as service users. The results showed that the use of the LAPAK SARAH application could improve the performance of population administration services, as indicated by faster service times, easier access, and increased service transparency and accountability. From a digital governance perspective, the role of village officials, cooperation with the Population and Civil Registration Office, and community participation improved service quality. However, this study also found obstacles such as limited digital literacy among the community, differences in village device capacity, and technical infrastructure constraints. The success of digital population administration services at the village level is not only determined by the use of technology, but also by the quality of governance and the readiness of the parties involved.

The development of financial technology has driven significant transformations in the non-cash payment system in Indonesia, one of which is through the use of the Quick Response Code Indonesian Standard (QRIS). The use of QRIS in civil transactions relates not only to the technical aspects of payments but also has legal implications in the civil realm, particularly regarding the application of the principle of consensualism and the status of electronic evidence in the Indonesian civil procedural law system. This study aims to analyze the application of the principle of consensualism in QRIS e-payment transactions as electronic evidence in civil procedural law. The research method used is normative legal research with a statutory and conceptual approach. The results indicate that QRIS transactions meet the principle of consensualism due to the agreement of the parties, and QRIS can be qualified as a valid electronic document as long as it meets the requirements for electronic system reliability and information integrity as stipulated in laws and regulations. However, the evidentiary power of QRIS is not perfect and requires the support of other evidence, with the final assessment resting with the judge based on the principle of independent evidence in civil procedural law.

Infrastructure development as a National Strategic Project (NSP), such as the Yogyakarta-Bawen Toll Road, aims to improve public welfare but often faces a crucial issue in the land acquisition process, namely the determination of compensation. This research examines the application of substantive justice, which focuses not only on procedural compliance (procedural justice) but also on the fairness and adequacy of the final outcome for the entitled parties. Using a juridical-empirical approach, this article analyzes two main problems: first, how substantive justice is realized in the deliberation stage of determining compensation and what factors cause disagreement from residents. Second, how the overall stages of land acquisition affect the achievement of substantive justice and the obstacles encountered. The analysis shows that although the land acquisition stages have procedurally followed Law No. 2 of 2012, the achievement of substantive justice is still hindered. Factors such as the appraisal of compensation which is deemed not to cover non-physical losses, lack of transparency, and an imbalanced bargaining position in deliberations are the main causes of disagreement. Obstacles in the planning, socialization, and payment stages also impede the realization of a complete sense of justice for the affected communities. This study is expected to contribute to the development of land acquisition policies that prioritize fairness, transparency, and the protection of the rights of affected communities.

General elections constitute a fundamental pillar of Indonesia’s democratic system, functioning as a mechanism for the exercise of popular sovereignty and the protection of citizens’ voting rights. During the 2024 Regional People’s Representative Council (DPRD) election in Tarakan City, the Badan Pengawas Pemilu Kota Tarakan recorded twelve reports of alleged administrative violations throughout the electoral stages, including during the national vote recapitulation process. Of these reports, three allegations were proven, involving violations related to the Additional Voter List, the Special Voter List, and the eligibility requirements of candidates running for the Tarakan City DPRD in 2024. Essentially, election law enforcement serves as a safeguard to ensure fairness, legal certainty, and the protection of citizens’ constitutional right to vote. This study aims to examine the implementation of legal enforcement mechanisms against administrative violations in the 2024 Tarakan City DPRD election. A socio-legal research approach was employed to analyze both normative regulations and their practical application. Referring to Peraturan Bawaslu Nomor 8 Tahun 2022 concerning the Settlement of Administrative Violations of General Elections, the findings indicate that the Tarakan City Bawaslu holds authority in adjudicating and imposing sanctions on proven violations. As a result, one candidate, Erick Hendrawan Septian Putra, was disqualified from Electoral District 1. Furthermore, sanctions were imposed on the chairpersons and members of Polling Station 88 in Karang Anyar and Polling Station 2 in Pamusian for failing to carry out their duties as voting organizing groups in the election and subsequent processes.

Criminal acts of assault against children constitute a serious violation of human rights that requires optimal legal protection by the state. As legal subjects, children are entitled to security, protection from violence, and guarantees for proper growth and development, as mandated by Pancasila, the 1945 Constitution of the Republic of Indonesia, and relevant child protection legislation. This study aims to conduct a juridical analysis of the legal considerations applied by judges in Decision Number 83/Pid.Sus/2020/PN.Kot concerning the criminal offense of assault committed against a child, as well as to assess their conformity with criminal law principles, child protection law, and the objectives of sentencing. This research employs a normative legal research method using statutory, conceptual, and case approaches, supported by primary, secondary, and tertiary legal materials. The findings reveal that although the legal basis applied refers to Law Number 35 of 2014 on Child Protection, the judicial considerations have not been comprehensively formulated, as they insufficiently incorporate sociological, criminological, and child-centered protection perspectives. Consequently, the sentence imposed is relatively lenient and fails to fully reflect the objectives of punishment, particularly deterrence and sustainable protection for child victims. Therefore, strengthening the quality of judicial reasoning and ensuring the optimal application of relevant legal provisions are essential to achieve legal certainty, justice, and effective protection for children as victims of violent crimes.

Micro, Small, and Medium Enterprises (MSMEs) in Kemasantani Village have considerable potential in developing cassava-based products using MOCAF flour, particularly Antari chips. However, limited brand identity, unattractive packaging, and the underutilization of digital marketing have constrained product competitiveness and revenue growth. This community service program aimed to strengthen branding and optimize digital marketing strategies to support MSME revenue growth. A qualitative participatory approach was employed through surveys, interviews, observations, documentation, and direct assistance in brand identity development, packaging redesign, and social media management. The results indicate improvements in product image, packaging attractiveness, and market reach through digital platforms. The integrated application of branding and digital marketing successfully increased consumer engagement and led to an approximate 35% increase in MSME revenue within a three-month period. These findings suggest that strategic branding and digital marketing are effective approaches for enhancing competitiveness and ensuring the sustainability of locally based MSMEs in rural areas.

The implementation of local democracy in Indonesia faces challenges when the electoral and procedural mechanisms regulated in modern village administration are not fully in line with the socio-cultural traditions of indigenous communities. Many villages still strongly uphold the values, norms, and authority of traditional institutions that have historically regulated communal life, including in terms of leadership legitimacy. Tension between formal democracy and customary values arises when the village political process is perceived as not reflecting the cultural identity of the community. This situation creates a need to understand how the integration of customary institutions can strengthen the legitimacy of village leaders in the local democratic system. This study uses a literature review method with a content analysis approach because the study focuses on the concept of the role of customary institutions in strengthening local democracy and the legitimacy of village leadership. This method allows researchers to explore theories and compare previous findings to form a systematic understanding. The research data comes from 19 secondary sources in the form of scientific books and journal articles published between 2016 and 2025 that are relevant to the themes of customs, village governance, community participation, and local leadership. The search was conducted using the Publish or Perish application with purposive sampling techniques to select sources directly related to the main research issue. This study concludes that the integration of traditional institutions into local democracy produces a model of village leadership that is legally strong and culturally rooted. This integration provides a basis for strengthening local democracy based on cultural wisdom, thereby supporting village development.