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This Community Service (PKM) activity aims to improve the religious understanding of students through reading the book at the Ar Rohman TPQ, Candinegoro Village, Wonoayu, Sidoarjo. The context of this activity is the limited skills of students in reading and understanding the contents of the book in depth, so that a more interactive and effective learning method is needed so that students are not only able to read, but also understand and practice religious values ​​in everyday life. The method used is Participatory Action Research (PAR) which involves active participation between the activity implementer, TPQ administrators, and students, with the stages of planning, implementation, observation, and reflection. The activity was carried out through reading the book together, explaining the material, as well as question and answer sessions and direct practice that were adjusted to the level of understanding of the students to be more communicative and easy to understand. The results of the activity showed that the reading the book went well and received a positive response from students, marked by an increase in reading ability and understanding of the contents of the book, activeness, enthusiasm, and courage in practice and discussion. Furthermore, this activity contributes to character development, including discipline, responsibility, patience, and self-confidence. Therefore, it is effective in enhancing religious understanding while simultaneously shaping the character of students and deserves continued development.

This study focused on addressing the problem of low self-confidence among seventh-grade students at SMP In Tana Toraja. The issue was identified through several behaviors, such as difficulty in voicing opinions, lack of courage to stand in front of the class, and minimal participation during the learning process. To address the identified issue, the study was designed to enhance students’ self-confidence through group guidance activities incorporating the sociodrama technique. This investigation adopted a Guidance and Counseling Action Research approach implemented across two consecutive cycles, each involving planning, action implementation, observation, and reflection. The participants consisted of 30 students, while data were collected through questionnaires and observation instruments. The results indicated that students’ self-confidence developed progressively over time. In the initial condition, most students were still classified in the low-confidence category, but improvement began to appear in cycle one and became more significant in cycle two. These changes were reflected in students’ increased confidence in performing, better communication skills, and stronger active participation in group activities. The sociodrama technique provides direct social interaction experiences that help students develop their self-confidence. Based on the results, the use of group counseling activities incorporating sociodrama emerges as a viable strategy for school counselors to support the development of students’ self-confidence.

The development of a student's personality, particularly during classroom interaction, is heavily influenced by their level of self-confidence. A lack of self-assurance often leads to public speaking anxiety, which subsequently restricts student engagement and diminishes academic performance. This phenomenon is frequently identified among tenth-grade Vocational High School (SMK) students who are navigating a period of environmental transition. This research focuses on enhancing the self-confidence of Grade X SMK students struggling with speech-related anxiety through the implementation of group guidance services utilizing role-playing methods. The study follows a Guidance and Counseling Action Research (GCAR) design conducted over two cycles, consisting of preparatory, executive, monitoring, and evaluative phases. The participants were tenth-grade students with low self-confidence profiles as determined by questionnaires and field observations. Data were analyzed using a descriptive quantitative approach to compare performance levels before and after the intervention. The results demonstrate that group guidance integrated with role-playing is an effective strategy for optimizing student self-confidence, as shown by the consistent upward trend in scores throughout the cycles. These findings suggest that this technique serves as a strategic instrument for school counselors to mitigate social anxiety among students. 

Learning motivation is very important for students’ academic success, especially at the senior high school level. At SMA Negeri 3 Tana Toraja, there are still problems that cause low student motivation. These problems include lack of interest in learning, low self-confidence, and the use of technology mostly for entertainment purposes. This study aims to identify ways to improve students’ learning motivation through technology-based group guidance services. The research uses a library study method by collecting and analyzing scientific sources such as books and previous research journals. The results show that learning motivation is influenced by both internal and external factors. Internal factors include self-efficacy, while external factors include the fulfillment of needs for autonomy, competence, and social relatedness. Technology-based group guidance services can be an effective alternative because they combine social interaction with digital media that are familiar to students. Through discussions, sharing experiences, and the use of digital platforms, students become more active, open, and motivated in learning. Guidance and counseling teachers play an important role as facilitators in creating a supportive group dynamic. They provide positive reinforcement and help students develop self-confidence. Healthy group dynamics encourage supportive interactions, which in turn enhance students’ intrinsic motivation. Therefore, the integration of group guidance services and technology can be an effective strategy to improve students’ learning motivation and support optimal learning outcomes.

This study aims to explain how to instill character values ​​through extracurricular drumband activities at SD N 2 Musuk, located in Boyolali Regency. The rationale behind this research is because extracurricular activities are important in shaping students' character in accordance with the institution's vision and mission. The method applied in this study is descriptive qualitative. As research subjects, there are 45 students from grades 4, 5, and 6, and involving the principal, teachers, and coaches as sources of information. Data collection was conducted through observation, interviews, questionnaires, and documentation, which were then analyzed descriptively through data reduction, information presentation, and drawing conclusions. The research findings indicate that character instillation is carried out through a well-planned program and regular, scheduled practice. The character values ​​that were successfully instilled include discipline, responsibility, hard work, independence, collaboration, as well as religious attitudes and tolerance. The results of this activity are increased self-confidence and social skills of students, as well as the achievement of non-academic achievements that are a source of pride for the school.

This community service activity aims to improve students' understanding of entrepreneurship through the Socialization of Basic Entrepreneurship for Individual Businesses at SMKN 1 Banyudono, Boyolali Regency. Entrepreneurship education plays a crucial role in preparing vocational school students to enter the workforce and become independent entrepreneurs. However, students' understanding remains limited, both conceptually and practically, particularly regarding individual businesses. This activity was designed using a community organizing approach by actively involving students in all stages of the activity. The implementation method included entrepreneurship socialization, interactive discussions, case studies, simple business simulations, and short interviews. A mixed-method approach was used, namely qualitative through observation and discussion, and quantitative through pre-test and post-test evaluation. The results of the activity showed a significant increase in student understanding, marked by an increase in the average score from the pre-test to the post-test. In addition, there was a positive change in attitude in the form of increased participation, self-confidence, and student awareness of the potential of individual businesses as a realistic business option.

Self-confidence is an important psychological aspect that affects students' academic, social, and emotional success. Students with low self-confidence often struggle with interactions, expressing opinions, and optimizing their academic potential, which can negatively impact their personal development in school. Therefore, this issue requires attention through appropriate guidance and counseling services. This study aims to review various guidance and counseling strategies to address low self-confidence in students based on a literature review of the last six years. The method used is a library study with a traditional literature review approach, analyzing 15 national and international journal articles. The results indicate that low self-confidence is influenced by internal factors (such as negative self-concept and low self-efficacy) and external factors (such as bullying experiences and lack of social support). The impacts include decreased academic performance, social barriers, and negative emotions such as anxiety. Various guidance strategies, such as individual counseling, group counseling with sociodrama, and empathetic teacher communication, have proven effective in enhancing students' self-confidence. These findings suggest that low self-confidence is not a permanent condition but can be addressed through planned and ongoing guidance interventions. .

Attention mechanisms have been widely incorporated into recurrent neural network architectures for financial time series forecasting, with most prior work reporting improvements in price-level error metrics. This study revisits that claim through a controlled empirical comparison of four deep learning architectures on nearly two decades of Telkom Indonesia (TLKM) closing price data from the Indonesia Stock Exchange (IDX). The models evaluated are a three-layer Gated Recurrent Unit (GRU) baseline, a comparable Long Short-Term Memory (LSTM) network, a Bahdanau end-attention GRU (Attn-GRU-V2), and a multi-head self-attention GRU hybrid (Attn-GRU-V3). Each architecture is trained over 30 independent runs with distinct random seeds, and performance is reported as 95% confidence intervals derived from the t-distribution. Statistical comparisons employ the Wilcoxon signed-rank test, a nonparametric paired test appropriate given the confirmed non-normality of residuals. The main finding is a consistent trade-off: the plain GRU achieves the lowest RMSE (94.02 ± 1.22 IDR) across all 30 runs, while Attn-GRU-V2 achieves the highest directional accuracy (45.91 ± 0.09%), surpassing GRU in every independent run. Bahdanau attention weights are nearly uniform across the 30-day lookback window (coefficient of variation: 3.21%), indicating that the mechanism cannot identify selectively informative timesteps in this univariate price series. This finding is consistent with the weak-form Efficient Market Hypothesis for the Indonesian market. An ablation study reveals that a 20-day lookback window maximizes directional accuracy (47.72 ± 0.21%) for the Attn-GRU-V2 model. These results suggest that Bahdanau end-attention consistently and significantly improves directional accuracy relative to a plain GRU baseline, providing an architecturally attributable advantage for direction-based applications, even when absolute price-level error is not reduced. The directional accuracy values remaining below 50% across all models are consistent with a weak-form efficiency characterization of the Indonesian market.

Globalization and technological developments require students to have global competencies, one of which is English language skills. This study aims to examine the urgency of English learning in elementary schools (SD) in preparing students' global competencies through a literature review. The method used is a qualitative research approach with a literature study sourced from scientific journals, academic books, and relevant educational documents from 2020–2025. Data analysis was conducted using content analysis techniques through data reduction, grouping themes, and synthesis of findings. The results of the study indicate that elementary school age is the optimal phase for language acquisition, so that early English learning can improve students' communication skills, digital literacy, and cultural openness. Communicative and contextual learning has been proven effective in increasing student motivation and self-confidence. Despite challenges such as limited teacher competence and students' fear of speaking English, English learning in elementary schools remains a crucial investment in preparing a generation ready to face global demands.

This community service activity aims to improve teenagers' self-management skills through the program “Remaja Jago: Kelola Diri Tanpa Drama”. The program was specifically designed to provide a practical and applicable understanding for youth on how to recognize their own potential, manage emotions effectively, organize time efficiently, and make wise and responsible decisions in daily life. The activity was carried out at Vihara Dhamma Bhakti Tangerang with 20 participants aged 13–20 years, representing a diverse range of educational and social backgrounds. Methods included interactive lectures, engaging educational games, structured group discussions, and guided self-reflection sessions to encourage active participation and deeper personal insight. Evaluation results showed a significant improvement in participants’ decision-making abilities, personal discipline, emotional control, and goal-setting skills after completing the program. In addition, participants demonstrated increased self-confidence and awareness of their strengths and weaknesses. Overall, this program effectively contributes to developing independent, disciplined, and responsible youth character, while also equipping them with essential life skills needed to face various personal and social challenges in the future.

The Society 5.0 era demands that the younger generation possess adaptive, persuasive, and self-confidence-based communication skills. Muhammadiyah Student Association (IPM) cadres, as agents of change within the student community, still face challenges such as public speaking anxiety, low self-confidence, and limited mastery of effective public communication techniques. This community service activity aims to improve the communication capacity of IPM cadres through hypno public speaking training, an innovative approach that combines communication techniques and psychological strengthening. The activity implementation method uses a participatory training approach with stages of needs analysis, preparation, training implementation, mentoring, and evaluation. The target group is 67 IPM cadres at the branch level. The results of the activity show a significant increase in self-confidence, message delivery structure, audience mastery, and courage to appear in public based on the results of the pre-test and post-test as well as direct observation. Participants also showed a more positive attitude change towards public communication activities. Thus, hypno public speaking training has proven effective as a strategy to strengthen the communication capacity of IPM cadres in facing the challenges of student leadership in the Society 5.0 era.

This study aims to analyze the dynamics of peer pressure as a factor that forms problematic behavior in adolescents. This study uses a literature review method with more than 19 relevant journals. The selected journals followed inclusion criteria that focused on adolescents, peer pressure, and problematic behaviors within a specific time frame. The results of the study showed that peer pressure contributes to problematic behaviors such as aggressive behavior and social violence (bullying, cyberbullying, aggressiveness, disruptive behavior), addictive and health-risking behaviors (smoking, alcohol consumption/drinking behavior), violations of academic/school norms (truancy, juvenile delinquency), online/sexual risky behavior (cybersex), and internal psychological problems (decreased self-confidence). The psychosocial dynamics found included the need for acceptance, group conformity, low self-control, and weak family support. These influences can be direct or indirect through the internalization of group values. These findings confirm that problematic behaviors are not formed singularly, but from complex interactions between individual factors and the social environment. Therefore, prevention efforts require a collaborative approach between families, schools, and the community.

This study aims to analyze the influence of parenting styles on the emotional development of early childhood based on a literature review. Emotional development is a crucial aspect of character formation, emotional regulation, and children’s social skills in daily life. The research method employed is a literature review, which involves examining relevant sources such as academic journals, books, and research The methodology utilizes a synthesis of peer-reviewed journals and relevant publications concerning the impact of caregiving styles on early childhood emotional maturity The reviewed literature was analyzed descriptively to identify patterns and trends in previous research findings. The results of the literature review indicate that parenting styles have a significant influence on children’s emotional development. Democratic (authoritative) parenting is consistently found to have the most positive impact on children’s emotional development, including better emotional regulation, self-confidence, independence, empathy, and social competence. Children raised with democratic parenting tend to express their emotions in a healthy manner and adapt well to social environments. In contrast, authoritarian, permissive, and neglectful parenting styles are often associated with emotional difficulties, such as low social skills, poor self-control, and challenges in managing emotions. Based on these findings, it can be concluded that democratic parenting plays a vital role in supporting optimal emotional development in early childhood

This study aims to synthesize various research findings regarding the role of peer support in increasing adolescent self-confidence and synthesize various guidance and counseling interventions and the role of social support in increasing self-confidence. The method used is a comprehensive review of the results of action research (PTBK), experiments, and correlational studies from various levels of education. The findings show that classical guidance services with Problem-Based Learning (PBL) and brainstorming methods, group guidance with creative media, peer support significantly increase students' courage in expressing opinions using a literature review from several scientific journals, this study analyzes how social interaction, peer counseling, and social support from peers contribute to the formation of positive self-concepts in students. The results can be seen that peer support plays a significant role in increasing adolescent self-confidence through various forms of support, such as respect for opinions, social acceptance, and positive interactions in groups. Adolescents who receive high social support from peers often have better courage and confidence than those with low support. This study provides implications that schools need to develop peer-based interaction programs to create an environment that supports students' psychological development. In conclusion, a holistic approach that combines professional services and strengthening the social environment is very effective for students' personal development.

Religious learning in secondary schools is not only implemented through intracurricular activities but is also strengthened by applicative extracurricular programs. One form of actualizing religious learning is kultum khitobiyah activities within the Islamic Spiritual Organization (Rohani Islam/Rohis). This study aims to describe the actualization of religious learning through Rohis kultum khitobiyah activities in developing students’ public speaking skills and spirituality at SMA Negeri 2 Tuban. This research employed a qualitative approach using field research methods. Data were collected through observation, interviews, and documentation, while data analysis was conducted through data reduction, data display, and conclusion drawing. The results indicate that kultum khitobiyah activities effectively actualize religious learning through students’ active involvement in religious preaching practices. These activities contribute positively to the development of public speaking skills, particularly in terms of courage, self-confidence, and the ability to deliver ideas systematically. Furthermore, kultum khitobiyah activities also play a significant role in strengthening students’ spirituality, as reflected in increased religious awareness, internalization of Islamic values, and the manifestation of religious attitudes in daily life. Therefore, kultum khitobiyah activities within the Rohis extracurricular program have a strategic role in reinforcing religious learning by integrating communication skill development with students’ spiritual formation.

This research aims to examine the implementation of group guidance services in developing a positive self-concept among students who actively use social media. The rapid development of digital technology has positioned social media as a space for self-expression, yet uncontrolled use often leads to negative social comparisons that distort adolescents' self-perception. This study employed a qualitative approach with a descriptive design. Data were collected through deep interviews, observations, and documentation involving students at IAKN Toraja. The findings indicate that group guidance services, conducted through the stages of formation, transition, core activity, and termination, significantly contribute to the formation of a positive self-concept. There is a notable improvement in students' self-confidence, self-acceptance, and self-control regarding social media usage. The group dynamics provide a supportive social laboratory for students to share experiences and receive constructive feedback, allowing them to reconstruct a more realistic and healthy self-image. The implication of this study suggests that group guidance can be an effective intervention for school counselors to mitigate the negative psychological impacts of digital interaction and foster digital literacy among students.  

The need for affection and belonging is an important aspect in the social and emotional development of students, especially at the Junior High School (SMP) level, where students are in the early adolescent phase characterized by a strong need for acceptance and recognition in the social environment. However, not all students are able to optimally fulfill these needs, so appropriate services are needed to assist them. This study aims to examine the application of group guidance in meeting the needs for affection and belonging in junior high school students. The study used a qualitative approach with a literature review method through the collection and analysis of various relevant literature sources. The results of the study indicate that group guidance is effective in providing positive social experiences for students, such as feeling accepted, appreciated, and being able to develop social and emotional skills, including empathy, cooperation, and self-confidence. Through group dynamics, students can interact, share experiences, and build better relationships with peers. The implications of this study indicate that group guidance needs to be implemented optimally and continuously as a strategic effort to support the fulfillment of the needs for affection and belonging and improve the psychological well-being of students in the school environment.

The purpose of this research is to examine how guidance and counseling instructors may help children in junior high get over their anxiety about speaking out in class. Students' lack of confidence and engagement in class might be exacerbated by the widespread problem of their fear of asking questions. In order to delve further into the issue, this study used a descriptive technique based on qualitative research. Students and instructors of guidance and counseling participated in interviews and observations to compile the data. The results highlight the important role that counseling and guidance instructors play in assisting students in coping with anxiety. Counseling sessions with individuals, group guidance exercises, and making an attempt to establish a welcoming classroom setting all contribute to this goal. Teachers also use excellent communication tactics and motivating initiatives to help pupils feel more comfortable expressing themselves. A more favorable classroom environment may also be achieved via collaboration between topic teachers and counseling instructors. Ultimately, the research demonstrates that students' anxiety of asking questions may be successfully reduced via the use of suitable counseling and guiding interventions. Consequently, students' self-esteem, classroom engagement, and academic performance are all much improved when guidance and counseling instructors are present.

Audit failure and inconsistencies in previous research results regarding the influence of auditor experience and self-efficacy on audit judgment serve as the main drivers of this study. This study aims to re-examine the relationship between auditor experience and self-efficacy on audit judgment at Public Accounting Firms in South Jakarta. Using a quantitative approach, this study employs purposive sampling techniques by distributing questionnaires as a data collection instrument, involving 70 auditors working at Public Accounting Firms in South Jakarta. The results of multiple linear regression analysis using IBM SPSS version 26 indicate that both auditor experience and self-efficacy have a positive and significant influence, both partially and simultaneously, on audit judgment. These findings provide evidence that improving auditors' work experience and self-confidence is crucial in producing high-quality audit decisions. This study offers new insights that can be used to enhance audit quality through the development of experience and strengthening auditors' self-efficacy. The findings are expected to contribute to better audit practices by focusing on factors that can improve auditors' ability to make accurate and effective judgments.

This study was motivated by the low level of independence among Group B children at PAUD Matahari, Tohe Village, Raihat District, Belu Regency. Initial observations revealed that most children still depended on teacher assistance in completing learning activities, particularly in puzzle-solving tasks. Independence is a crucial developmental aspect in early childhood, as it relates to children’s ability to make decisions, complete tasks independently, build self-confidence, and develop a sense of responsibility. Therefore, appropriate instructional strategies are needed to stimulate the development of children’s independence through meaningful and educational play activities. The purpose of this study was to improve children’s independence through puzzle activities. The research employed Classroom Action Research (CAR) conducted in two cycles, each consisting of planning, action, observation, and reflection stages. The subjects were 12 children (6 boys and 6 girls). Data were collected using observation sheets with assessment categories: Very Well Developed, Developed as Expected, Beginning to Develop, and Not Yet Developed. The data were analyzed using descriptive quantitative methods by calculating the percentage of improvement in each cycle. The results indicated a significant increase in children’s independence from Cycle I to Cycle II. Thus, puzzle activities proved effective in enhancing the independence of Group B children at PAUD Matahari.