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Suyahman Suyahman; Deny Prasetyo; Ahmad Budi Trisnawan; Ardy Wicaksono; Muhamad Furqon

Predictive maintenance (PdM) plays a crucial role in modern industrial systems by minimizing downtime, reducing maintenance costs, and optimizing asset performance. However, many predictive models operate as “black box” systems, limiting transparency and making it difficult for operators to interpret their outputs. This study aims to integrate Explainable Artificial Intelligence (XAI) techniques with Remaining Useful Life (RUL) prediction models to improve both accuracy and interpretability. Various machine learning and deep learning approaches, including Support Vector Machines (SVM), Random Forest (RF), XGBoost, Long Short-Term Memory (LSTM), and Convolutional Neural Networks (CNN), are employed to predict RUL using real-time sensor data from rotating machinery. XAI methods such as SHAP, LIME, and attention mechanisms are applied to provide human-understandable explanations of model predictions. The models are evaluated based on accuracy, Root Mean Square Error (RMSE), and interpretability scores. The results show that XAI-enhanced models outperform traditional approaches in predictive performance while offering greater transparency. These explanations help maintenance engineers better understand the factors influencing predictions, thereby improving decision-making and trust in the system. Nevertheless, the integration of XAI introduces additional computational complexity, which may pose challenges for large-scale industrial implementation. Overall, this study highlights the potential of combining XAI with RUL prediction to develop more reliable, transparent, and effective predictive maintenance solutions.

Muliadi Hapani; Gazali Rahman

Birokrasi: JURNAL ILMU HUKUM DAN TATA NEGARA 2026 Sekolah Tinggi Ilmu Administrasi (STIA) Yappi Makassar

This study aims to analyze the implementation of Good Governance principles—transparency, accountability, participation, effectiveness, efficiency, rule of law, and inclusivity—in public administration services at the Sungai Tabukan Sub-district Office, especially in the Service, Economy, and Social Welfare Section. The method used is a qualitative approach with a case study design through observation, in-depth interviews, and documentation of sub-district officials and service user communities. The data was analyzed through reduction, presentation, and conclusion drawn, and tested for validity by triangulation and member check techniques. The results of the study show that procedural transparency, compliance with SOPs, and administrative accountability mechanisms have been running relatively well, so that services such as SKKM, marriage recommendations, and population documents can be processed openly and can be traced. However, the limitations of human resources, facilities, and digital infrastructure cause the effectiveness and efficiency of services to still be conditional and depend on key actors. Community participation has been facilitated through forums and feedback channels, but it is still dominated by village intermediaries so that the direct involvement of residents is not optimal. In terms of the rule of law and inclusivity, services have been based on regulations and are non-discriminatory, although there are still inequality in access and speed of services between regions. The main supporting factors include leadership commitment, internal work culture, and the existence of SOPs, while inhibiting factors include limited human resources, facilities, and information systems that have not been integrated. It was concluded that the implementation of Good Governance in public administration services in Sungai Tabukan District has been running functionally, but has not been fully consolidated systemically. Therefore, it is necessary to strengthen policies through the digitization of services, increase the capacity of the apparatus, improve facilities, integrate data-based accountability and transparency systems, and expand citizen participation channels to realize more professional, fair, and sustainable public administration service.

Liss Dyah Dewi Arini; Muzaroah Ernawati U.; Saryadi Saryadi; Anggraini Sih Prabandari; Aditya Kurniawan

Jurnal Inovasi Sosial dan Pengabdian 2026 Lembaga Pengembangan Kinerja Dosen

The routine prayer recitation activity with teenagers in Jatikalang Village, Krian, Sidoarjo, essentially arose from the need for moral development among teenagers amidst today's increasingly complex and externally influenced lives. Through this activity, it is hoped that teenagers can become closer to religious values ​​without feeling patronized, as the activities are simple and relevant to their daily lives. Furthermore, a sense of community among teenagers is fostered, becoming more than just a form of worship but also a positive gathering space. The implementation itself uses an Asset-Based Community Development (ABCD) approach, emphasizing existing community potential, such as the role of administrators, youth involvement, and available village facilities. The activity is relatively simple, starting with an opening and reciting prayers, rowi Diba' (the prayer of the Prophet), mahalul qiyam (the prayer of the Prophet), and closing with a short sermon (kultum) usually containing light but impactful messages. These activities are beginning to show changes: teenagers are becoming more active, a sense of togetherness is growing, and good habits such as discipline, mutual respect, and responsibility are gradually emerging. Furthermore, this activity serves as an alternative to prevent teenagers from getting caught up in less beneficial activities. There are still challenges, particularly with fluctuating attendance and the strong influence of the external environment. However, if maintained and developed consistently, this activity has great potential to become a platform for social and spiritual development for youth. Overall, this sholawat routine is quite effective in developing religious character and strengthening social ties within the community.

Bimo Tangke Padang; Salmi Silambi; Sance Syakema

Damai : Jurnal Pendidikan Agama Kristen dan Filsafat 2026 Asosiasi Riset Ilmu Pendidikan Agama dan Filsafat Indonesia

One of the most common problems faced by students is academic procrastination. This issue often leads to increased stress, poor academic performance, and difficulties in self-control. This study aims to examine academic procrastination behavior and evaluate the Solution Focused Brief Counseling (SFBC) approach as an alternative intervention. The research was conducted using a qualitative approach in the form of a literature study. Data were obtained from various relevant scientific sources, including national and international journals, reference books, and previous research findings published within the last ten years. The data were analyzed using a content analysis technique by organizing the information into several main themes, including the factors causing academic procrastination, its impact on students, and the effectiveness of SFBC implementation. The findings indicate that academic procrastination is influenced by internal factors, such as low learning motivation, weak self-control, and poor time management skills. External factors also include an unconducive learning environment and a lack of social support. In addition, the results show that the SFBC technique helps students reduce task-delay behavior by setting clear goals, strengthening self-potential, and developing realistic solution plans. Therefore, SFBC can be considered a relevant and effective approach in guidance and counseling services to address academic procrastination.

Syaharani, Pramitha Putri; Hernanda, Trias; Novitasari, Arina

DINAMIKA HUKUM 2026 Universitas Stikubank

The circulation of illegal cigarettes in Kudus Regency remains a serious problem that is detrimental to the state and disrupts a healthy business competition climate. This study aims to analyze the forms and mechanisms of law enforcement by the Kudus Customs and Excise Supervision and Service Office against these violations based on Law Number 39 of 2007 concerning Excise, and to identify inhibiting factors in its implementation. The research method used is an empirical juridical approach with a qualitative descriptive research type through interviews with officials of the Kudus Customs and Excise Supervision and Service Office and a literature study of related documents and regulations. The circulation of illegal cigarettes is still found in various forms of violations, with plain cigarettes without excise stamps being the most frequently found type. The resulting impacts include reduced state revenue, disrupted competitiveness of the legal cigarette industry, and low levels of public legal compliance. In its implementation, the Kudus Customs and Excise Supervision and Service Office faces obstacles in the form of limited personnel and facilities, difficulties in location searches, and low public legal awareness. This research is expected to contribute to increasing the effectiveness of law enforcement in the excise sector and support efforts to eradicate the circulation of illegal cigarettes in Indonesia

Fazila Safia Utomo; Diya Mirzha Rusyanto; Rinda Aunillah Sirait; Kurnia Lucky Fadillah

Ekspresi : Publikasi Kegiatan Pengabdian Indonesia 2026 Asosiasi Seni Desain dan Komunikasi Visual Indonesia

This study aims to explain the implementation of the three-act structure in scriptwriting for the feature video entitled “Jejak Rasa: Akar dari Tanah Priangan.” The background of this research is based on the tendency of audiovisual representations of cassava that remain partial, focusing only on either traditional or modern aspects without integrating both into a cohesive narrative. This study employs a qualitative approach based on creative practice, where the author acts as a scriptwriter responsible for designing the narrative flow using the three-act structure: set up, confrontation, and resolution. The production process consists of three stages: pre-production, production, and post-production, involving literature research, field observation, interviews with key informants, and the development of visual and audio narratives. The findings indicate that the implementation of the three-act structure successfully creates a systematic narrative that integrates historical, cultural, and modern dimensions of cassava transformation. This structure also effectively builds a coherent dramatic flow and enhances audience emotional engagement. The implications of this study are expected to provide references for academics and practitioners in developing research-based audiovisual scriptwriting, particularly in the context of local culture and gastronomy.

Dika Merlianda; Siti Khori’ah Fitriani; Herlini Puspika Sari

Al-Tarbiyah: Jurnal Ilmu Pendidikan Islam 2026 STAI YPIQ BAUBAU, SULAWESI TENGGARA

Character education has become a major topic in modern education due to technological advances, globalization, and lifestyle changes that influence the behavior and moral values ​​of the younger generation. This situation necessitates efforts to build strong character through education based on Islamic values. The family, as the primary educational institution, plays a key role in instilling faith, morals, and ethics in children from an early age. This study aims to examine the role of the family in Islamic character education and evaluate strategies that families can implement to build the foundation of children's morals in today's era. The method used was qualitative research with a library study, collecting data from various sources such as books, scientific journals, and related research findings. Data analysis was conducted using descriptive qualitative techniques through the stages of reduction, presentation, and drawing conclusions. The findings indicate that families play a significant role in shaping children's character through role models, the instillation of religious values, effective communication, and supervision of digital technology use. The implementation of Islamic character education within the family environment can create a strong moral foundation, enabling children to face the challenges of the times without losing their moral and spiritual values. This research provides implications that active participation of parents in family education is a major factor in building the character of a generation with noble morals in the modern era.

Intan Dwi Anggreini

Jurnal Pengabdian dan Keberlanjutan Masyarakat 2026 Lembaga Pengembangan Kinerja Dosen

The development of digital technology has encouraged micro, small, and medium enterprises (MSMEs), particularly in the culinary sector, to adapt by utilizing online applications as a strategy to increase competitiveness. This community service activity aims to improve the understanding and capabilities of business owners at Kedai Jajanan Zahira in Surabaya in utilizing online applications as a marketing and sales tool. The method used in this study is Participatory Action Research (PAR), an approach that actively involves business actors in every stage of the process. These stages include problem identification, planning, implementation, and evaluation. Data collection techniques were carried out through interviews and direct observation to obtain a realistic picture of business conditions. The results of the activity showed an increase in business owners' understanding of the importance of digitalization, improved skills in using food delivery applications and social media, and increased market reach and interaction with consumers. In addition, the use of online applications also contributed to increased operational efficiency, such as more systematic order management and transaction recording. Overall, mentoring in the use of online applications has proven effective in increasing the competitiveness of culinary businesses. This activity has a positive impact not only on increasing sales, but also on business sustainability through increased digital literacy and the ability to adapt to technological developments. Therefore, ongoing mentoring is needed so that business actors can consistently optimize the use of digital technology in developing their businesses.

Muliaty Pentagoni Ipur

Jurnal Ilmu Hukum Sosial dan Humaniora 2026 Lembaga Pengembangan Kinerja Dosen

The Indonesian government in supporting Intellectual Property actors has issued Government Regulation Number 24 of 2022 concerning the Implementation of Law Number 24 of 2019 concerning the Creative Economy As a maximum effort in implementing Government Regulation No. 24 of 2022 concerning the creative economy in helping to strengthen national and international economic development, but the regulation only regulates generally regarding Intellectual property, furthermore it is deemed necessary to have more specific regulations specifically regarding asset quality ratings as collateral which is expected to be not only for financing institutions but can help Intellectual Property assessment institutions, considering that Intellectual Property is an intangible object that makes banks as creditors hesitate to accept Intellectual Property as collateral in financing. The basic reason Intellectual Property Rights can be used as fiduciary collateral because it is included in the law of immaterial objects where one of the characteristics of objects that can be used as debt collateral is objects that have economic value, copyright is also attached to exclusive rights, namely the attachment of these rights to the creator or holder of the copyright he created.  

Cut Dini Mandasari; Rizanizarli Rizanizarli; Efendi Efendi

IJLS (International Journal of Law and Society) 2026 Asosiasi Penelitian dan Pengajar Ilmu Hukum Indonesia

Law Number 11 of 2012 emphasizes restorative justice, diversion, and the protection and fulfillment of children’s rights within the juvenile justice system. In addition, Law Number 22 of 2022 highlights the importance of guidance and assistance aimed at supporting the social reintegration of children in conflict with the law. However, the implementation of these legal provisions at the Class I Correctional Center (Bapas) in Banda Aceh has not been fully effective due to several challenges, including the limited number of officers, inadequate initial assistance, and constraints in reporting and inter-institutional coordination. This study aims to analyze the implementation of assistance provided to juvenile correctional clients at Bapas Class I Banda Aceh and identify factors affecting its effectiveness. The research employs an empirical juridical method with descriptive qualitative analysis based on interviews, documentation, and legal literature. The findings reveal that assistance has been provided throughout all judicial stages, including pre-adjudication, adjudication, and post-adjudication processes. These activities involve community research, assistance during diversion and court proceedings, and post-verdict guidance. Nevertheless, implementation remains suboptimal due to internal factors such as limited Community Advisors and heavy workloads, as well as external factors including insufficient family support, limited community acceptance, and weak coordination between institutions. These issues affect the effectiveness of assistance and hinder children’s successful social reintegration.

Sofia Maharani; Zulfa Nurfadhilah Ardalia Putri

Jurnal Inovasi Pendidikan 2026 Lembaga Pengembangan Kinerja Dosen

Education is a crucial aspect for individuals; however, in reality, many students face learning obstacles such as low motivation and academic procrastination, which can hinder their psychological development. This literature review aims to analyze the effectiveness of various Guidance and Counseling (GC) services in addressing students’ learning problems and to identify the most prevalent and efficient strategies. The research method used was a literature review of 20 scientific articles from accredited journals and academic books published over the past ten years. Data analysis was conducted thematically to map patterns and trends in the effectiveness of interventions. The results indicate that GC services significantly contribute to addressing learning difficulties through four primary models: group counseling, individual counseling, classroom guidance, and comprehensive services. Group counseling was found to be the most widely used and effective service in enhancing students’ learning motivation and social interaction through group dynamics. Meanwhile, individual counseling proved effective for addressing personal and specific issues such as truancy and procrastination. Although effective, the implementation of guidance and counseling services still faces challenges in the form of a limited number of counselors and suboptimal time management. The implications of this study emphasize the need to optimize group services as a primary strategy, as well as increased support from schools and parents to create preventive and comprehensive interventions.

Durrotus Shoimah; Qurrotul Azizah; Muhammad Fikri Abdillah; Mu’alimin Mu’alimin

Jurnal Publikasi Ilmu Psikologi. 2026 Asosiasi Riset Ilmu Kesehatan Indonesia

One of the most important factors influencing how well students learn is their motivation to learn. Teachers must actively manage students' psychological well-being, as low motivation to learn can lead to less-than-ideal learning outcomes. In addition to imparting knowledge, teachers can also act as motivators and facilitators, fostering an emotionally and psychologically supportive learning environment. Therefore, particularly in madrasah environments that prioritize spiritual values, teachers' psychological management techniques are crucial for enhancing students' motivation to learn. The purpose of this study was to examine various psychological management techniques used by madrasah instructors to enhance students' willingness to learn. A qualitative research approach with a literature review approach was used as the methodology. Information was gathered from various sources, including books, academic journals, and related documents on learning motivation and educational psychology management. The findings revealed a number of useful tactics that educators can employ, such as developing strong emotional bonds with students, fostering a relaxed and supportive learning environment, expressing gratitude and positive reinforcement, recognizing each student's unique needs and characteristics, and incorporating spiritual values ​​into the educational process. As demonstrated by increased active engagement, learning interest, and learning outcomes, the implementation of these methods has been shown to enhance students' motivation to learn. Therefore, effective and meaningful learning is greatly influenced by the teacher's psychological management.

Putri Hidayatul Fitri; Nadilla Riska Purnomo; Muhammad Nabil Rabbani; Mu’alimin Mu’alimin

Jurnal Publikasi Ilmu Psikologi. 2026 Asosiasi Riset Ilmu Kesehatan Indonesia

This study aims to examine the role of management psychology in improving work motivation in organizations through a literature study approach. Data were obtained from various scientific sources relevant to the topics of management psychology, work motivation, and organizations. The results of the study indicate that management psychology plays a significant role in understanding individual and group behavior in the workplace through psychological aspects such as needs, attitudes, emotions, and personality. Work motivation is a key factor influencing employee performance, which is influenced by both internal and external factors, including rewards, work relationships, environmental conditions, and opportunities for self-development. Various motivational theories such as Maslow's Hierarchy of Needs, Alderfer's ERG, Mcclelland's Needs, And Vroom's expectancy theory provide a foundation for understanding the dynamics of work motivation. In addition, the implementation of the performance management cycle, which includes planning, monitoring, evaluation, and rewarding, has proven effective in improving employee morale.

Yanni Rahman; Mulia Inda Purwati; Kiki Helencia

Jurnal Kajian dan Penalaran Ilmu Manajemen 2026 CV. Aksara Global Akademia

This study aims to determine the village financial management of Tinting Village, Sarolangun Subdistrict, in improving community welfare and to identify its supporting and inhibiting factors. This research uses a descriptive qualitative approach with data collection techniques through interviews and documentation. The informants in this study were the village secretary, village treasurer, and the Village Activity Implementation Team (TPKAD). Data analysis was conducted through data reduction, data display, and conclusion drawing. The results show that the financial management of Tinting Village has been implemented through planning, implementation, administration, reporting, and accountability stages. However, it has not been fully optimal in improving community welfare, as it is still dominated by infrastructure development rather than community economic empowerment programs. The supporting factors include clear regulations, cooperation among village officials, and community participation. Meanwhile, the inhibiting factors consist of limited human resources of village officials, low community understanding, and limited budget for empowerment programs

Bunga Puji Astuti; Anzu Elvia Zahara; Khusnul Istiqomah

Jurnal Kajian dan Penalaran Ilmu Manajemen 2026 CV. Aksara Global Akademia

This study examines the role of the Lubuk Intan Village Unit Cooperative (KUD) in assisting in managing oil palm sales for smallholder farmers in Peninjau Village, Batanghari Regency. The background of this study is based on the suboptimal distribution of economic benefits to farmers, despite increasing sales through the cooperative. This situation indicates the need to strengthen the role of cooperatives in the harvest marketing system. This study used a qualitative approach with descriptive methods. Thirteen informants were interviewed: three administrators and ten members of the Lubuk Intan KUD in Peninjau Village, Batanghari Regency. The results indicate that the Lubuk Intan KUD plays a role in facilitating collective sales, providing price information, and creating certainty and transparency in the weighing and recording of harvests. This role has been able to improve marketing efficiency and member trust. However, its implementation still faces obstacles such as limited human resources, limited operational capital, and inadequate member participation.

Aon Haryadi; Adria Wuri Lastari; Mulia Inda Purwati

Jurnal Kajian dan Penalaran Ilmu Manajemen 2026 CV. Aksara Global Akademia

This study aims to determine the financial management strategies implemented and their contribution to increasing the level of company profitability at PT Sarana Baja Perkasa. The method used is qualitative with a descriptive approach. Data sources in this study consist of primary data and secondary data. Primary data was obtained through direct interviews with related parties, namely the financial manager, financial staff, and cashiers at the company's head office. Meanwhile, secondary data was obtained from various internal company documents relevant to the study. Data collection was carried out through interview, observation, and documentation techniques. Meanwhile, data analysis was carried out through the stages of data reduction, data presentation, and drawing conclusions, with data validity testing using source triangulation and member checking. The results of the study revealed that the financial management strategies implemented include financial planning, cash flow management, cost control, and working capital management that are carried out in a structured manner. The implementation of these strategies has a significant role in increasing company profitability through effective and efficient financial management, thereby driving profit increases, maintaining financial stability, and supporting the company's business sustainability

Intan Kumalasari; Neina Messy Agustin; Suci Nurinda; Balkis Syalshalisa; Raya Syakilla Eleuwarin +2 more

Jurnal Pengabdian Sosial dan Kemanusiaan 2026 Lembaga Pengembangan Kinerja Dosen

Anemia in adolescents is a serious health issue that impacts students' concentration and productivity. This community service activity aims to conduct early detection of anemia through a comprehensive manual screening method at three high schools: SMA Sains Alumnika Palembang, SMA Candradimuka, and SMA Mandiri. The implementation method involved three main stages: identification of clinical signs and symptoms (5L), visual observation of the palpebral conjunctiva, and hemoglobin (Hb) level measurement using Point of Care Testing (POCT) devices. Held from April 1st to 8th, 2026, the activity involved the active participation of students and school authorities as an effort toward independent nutritional surveillance. The screening results showed a correlation between subjective symptoms, pale conjunctiva conditions, and Hb measurement results in the field. Changes in students' behavior regarding nutritional intake and the emergence of new awareness among school authorities about the importance of routine check-ups served as indicators of successful social transformation. In conclusion, integrated manual screening is highly effective as a preventive health measure for adolescents within educational environments.

Nova Liswanty; Tri Wahyuni Pattola; Bustamin B; Basri Basri

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

The development of information technology encourages government agencies to switch from manual systems to digital systems that are more efficient and accurate. One important aspect of office administration is recording the absence of village officials, which is often done conventionally so it is prone to errors, data manipulation, and takes longer in the recapitulation process. Based on these problems, this research designs and implements a Qr-Code based attendance system at the Palatta Village Government Office. The design of this system is to provide a faster, more accurate and transparent attendance solution by utilizing Qr-Code technology which is integrated into a web-based application. The system is built with main features such as user login, Qr-Code scanning, attendance history, as well as an admin dashboard to manage data and generate reports. The results of implementation and testing using the Black Box method show that all functions run as required. Testing on users also shows that the system is easy to use, speeds up the attendance process, and helps admins in monitoring and recapitulating data. Thus, this Qr-Code attendance system is suitable to be implemented as a substitute for manual methods to increase work efficiency and discipline in the village office environment.

Dhea Sakila; Hartati Bahar; Putu Eka Meiyana Erawan

Jurnal Kesehatan dan Kedokteran 2026 Lembaga Pengembangan Kinerja Dosen

The issue of nutrition among school children remains a public health challenge in Indonesia. As an effort to improve the nutritional status of students, the government launched the Free Nutritious Meal program (MBG) in educational units. However, in its implementation, there are still students who do not take advantage of the program. This study aims to identify the reasons why students do not utilize the Free Nutritious Meal (MBG) program based on the (ABC) theory of antecedent, behavior, consequence at SD Negeri 100 Kendari. This research uses a qualitative method with a case study approach. The number of informants to be studied is 6 people selected through Purposive Sampling, consisting of students, the principal, teachers, SPPG officers, and parents. Data collection is conducted through in-depth interviews, recording, observation, and documentation. The data are analyzed through the stages of data reduction, data presentation, and drawing conclusions. Research results show that the antecedent of students' knowledge about the MBG program is at the level of knowing to understanding, the application of the provided menu has been in accordance with balanced nutrition principles, and the program policy is supported by various parties. Students' behavior shows rejection of the program influenced by negative experiences, perceptions of the halalness of food containers, and parental prohibitions. The consequence of students not participating does not directly have a negative impact on their learning conditions or physical health, because nutritional needs are still met from other sources. Therefore, students have no motivation to utilize the program. In conclusion, students who do not take advantage of the MBG program are influenced by perceptions, experiences, and parental restrictions. Therefore, it is necessary to improve education, strengthen communication, and enhance the quality of program implementation to increase the utilization of the MBG program.

Rayyan Fakhri; Ilyas Ismail; Zainal Abidin

Jurnal Riset Ilmu Hukum, Sosial dan Politik 2026 Asosiasi Peneliti dan Pengajar Ilmu Hukum Indonesia

Article 210 of the Compilation of Islamic Law (KHI) limits gifts to a maximum of one-third of the donor’s assets as a form of protection for the rights of heirs and to uphold social justice. However, in practice, land gift deeds drawn up by PPATs/PPATSs are still found to exceed this limit, thereby giving rise to controversy and legal disputes in the form of lawsuits seeking the annulment of such deeds in court. This phenomenon indicates a disconnect between legal principles and practical implementation, leading to legal uncertainty. This study aims to analyze the legal status of land gift deeds that exceed the maximum limit, legal protection for bona fide donees, and the responsibility of PPATs in their drafting. The research method employed is a normative legal approach using legislative, conceptual, and case-based analyses, along with primary, secondary, and tertiary legal sources analyzed qualitatively. The results indicate that a land grant deed exceeding the maximum limit retains limited legal validity, specifically only for the portions compliant with the provisions of the KHI. Legal protection for the grantee can be guaranteed if there is consent from all heirs. Furthermore, the PPAT bears civil, criminal, administrative, and ethical responsibilities regarding the deed drafted. Therefore, strengthening regulations, enhancing public legal literacy, and ensuring the PPAT’s due diligence are necessary to guarantee legal certainty and reduce disputes.