This study compares four classification models—Logistic Regression, Random Forest (RF), Extreme Gradient Boosting (XGBoost), and Adaptive Boosting (AdaBoost)—to predict women's labor force participation in West Java, using a dataset of 62 features. After feature selection, the dataset was reduced to 31 features, followed by modeling with the top 10 most important features from each model. Model performance, evaluated using Balanced Accuracy, F1-Score, and Cohen’s Kappa, showed similar results, with RF and XGBoost slightly outperforming the others. However, the differences were not significant, indicating comparable predictive ability across models. The top 10 features from each model were averaged, and the five most influential features were selected. Key factors influencing women's employment status include household responsibilities, age, education, district minimum wage, and the age of the youngest child. The analysis found that 79.6% of unemployed women manage household duties, while employed women are less involved (18.9%). Age was significant, with employed women mostly in the 35-55 age range, correlating with older children and greater workforce participation. Additionally, employed women are more likely to come from regions with lower minimum wages, suggesting that economic necessity drives their labor market participation.
Keywords: female labor force, machine learning, classification, West Java

Pengembangan website yang optimal membutuhkan pemilihan framework yang tepat untuk meningkatkan kinerja dan efisiensi. Penelitian ini bertujuan untuk membandingkan kinerja dan konsumsi energi framework React dan Vue, menggunakan metrik seperti FCP, LCP, SI, TBT, CLS dengan menggunakan Google Lighthouse. Kinerja rendering time, dan penggunaan memori menggunakan Google DevTools. Konsumsi energi diukur dengan menggunakan tools Globemallow. Penelitian ini menggunakan metode pendekatan kuantitatif dengan metode true-experimental research. Metode ini dipilih karena memungkinkan pengukuran sistematis dan objektif melalui variabel-variabel dalam kondisi terkontrol, sesuai tujuan penelitian. Eksperimen dimulai dari mengembangkan halaman website kemudian menyiapkan perangkat keras setelah itu melaksanakan skenario pengujian kemudian menganalisis dan menginterpretasikan data yang didapatkan. Hasil penelitian menunjukkan bahwa Vue memiliki kinerja lebih unggul berdasarkan pengujian kinerja rendering time dan kinerja FCP, LCP, TBT, CLS, dan SI, sementara React lebih efisien dalam penggunaan memori, dan konsumsi energi. Temuan ini memberikan rekomendasi framework yang optimal berdasarkan kebutuhan kinerja dan keberlanjutan untuk pengembangan aplikasi web.
 
Kata kunci: React, Vue, Kinerja Website, Penggunaan Energi, Google Lighthouse.

Purpose: This research aims to develop a system interface design solution to address the university’s knowledge management problem with exam proctors. Developing a knowledge management system is expected to maintain the integrity of examinees and reduce the risk of plagiarism. This research identifies user needs in business processes and maps them to relevant features based on previous research.
Methods: This research adopted a user-centered design methodology in developing interface design solutions, which consisted of four stages: understanding the context of use, specifying user requirements, designing solutions, and evaluating against requirements. Semi-structured interviews were used for data collection, and a system usability scale (SUS) questionnaire was employed for design solution evaluation.
Result: This research identified the needs of business processes in higher education in the context of exam proctors and mapped them to a suitable feature solution. Recommendations for information architecture and knowledge management system design implementation in higher education were also provided. This research achieved a SUS score of 74.8, indicating that the developed system met users’ needs.
Novelty: This research provides a practical implementation of developing a knowledge management system in higher education with user-centered design.

Currently, the beauty trend has made many skincare business emerge, one of which skincare brand is Skintific, which managed to occupy the top position in skincare sales in 2024. This study aims to determine the effect of E-WOM, Product Quality and Price Perception on purchasing decisions. The population in this study were Skintific consumers, Budi Luhur University student class of 2021 in Jakarta. In this study using a survey methodin the form of a questionnaire consisting of 94 respondents, using non probability sampling technique with purposive sampling method. The results of this study indicate that E-WOM has a significant effect on purchasing decisions, Product Quality affects purchasing decisions, and Price Perception affects purchasing decisions.

The gig economy has experienced rapid growth in Indonesia, with a rising number of platform-based workers engaged through digital platforms such as Gojek, Grab, Shopee, and Tokopedia. However, the legal status of gig workers remains unclear, leading to weak labor protections, particularly in terms of access to social security and compliance with minimum wage standards. This study aims to analyze the legal protection available for gig workers in Indonesia and identify regulatory reforms necessary to improve their welfare. Using a normative juridical and empirical approach, the research examines existing labor regulations and conducts a survey involving 300 gig workers in the transportation, logistics, and digital service sectors. The findings reveal that 60% of gig workers lack social security coverage, 70% do not receive wages that meet minimum standards, and only 20% have formal employment contracts. Furthermore, 72% of workers report income instability, while 85% express the need for clearer regulations to safeguard their rights. The study highlights that the ambiguous legal status of gig workers in Indonesia contributes to high job insecurity and significant disparities in labor protection compared to formal sector employees. Therefore, more adaptive regulatory reforms are needed to ensure that gig workers receive legal protection equivalent to that of workers in the formal sector. The findings of this study are expected to serve as a foundation for policymakers in designing more inclusive and responsive labor regulations that address the evolving dynamics of employment in the digital era.

The increasing number of juveniles encountering the legal system in Indonesia underscores the need for a more effective approach within the juvenile criminal justice system (SPPA). Restorative Justice (RJ) has been adopted as an alternative to the conventional punitive-oriented judicial system. However, the implementation of RJ in Indonesia continues to face several challenges, including a lack of understanding among law enforcement officers, limited rehabilitation facilities, and minimal victim participation in the resolution process. This study aims to analyze the effectiveness of RJ in resolving juvenile criminal offenses in Indonesia while identifying the challenges and strategies for improving its implementation. The research employs a normative and empirical legal approach, utilizing case studies of juvenile offenses resolved through RJ. Data is collected through interviews with law enforcement officials, victims, and offenders, as well as an analysis of relevant regulations, such as Law No. 11 of 2012 on the Juvenile Criminal Justice System. Findings reveal that over the past five years, the average success rate of RJ in resolving juvenile cases in Indonesia has reached 60%, with a 45% reduction in recidivism rates compared to the formal judicial system. However, obstacles such as inadequate legal training for law enforcement personnel and limited rehabilitation facilities remain significant challenges in RJ implementation. This study contributes to policy reform discussions on juvenile justice in Indonesia by recommending capacity-building initiatives for legal practitioners and strengthening victim engagement mechanisms in the RJ process. Additionally, it highlights the need for increased investment in rehabilitation infrastructure and further research into the application of RJ in addressing the rising cases of cyber-related offenses among juveniles

This study aims to determine the effect of brand image, promotion, and price on consumer satisfaction of Adidas sneakers, the method used is quantitative. The data source used in this study is Mahasiwa Budi Luhur Batch 2021. The sample of this study used a non-probability sampling technique with a random sample random sampling method with the Slovin formula and obtained 116 respondents. The results of this study indicate that Brand Image, has a negative and insignificant effect on Customer Satisfaction, while the Promotion variable has a significant effect on customer satisfaction, and the price variable has a significant effect on customer satisfaction. The results of this study are expected to increase customer satisfaction in adidas sneakers.

Corruption is one of the biggest problems facing Indonesia. Education plays an important role in building the character of the younger generation with integrity and anti-corruption. This research aims to identify the effectiveness of anti-corruption literacy in forming a corruption-free character of the younger generation at the Darel Hikmah Islamic Boarding School, which is one way to instill anti-corruption values ??from an early age among students. Apart from that, this research also evaluates the application of a religion-based approach in tackling corrupt behavior and provides recommendations for developing similar programs in other Islamic boarding schools. The method used in this research is literature study, which involves a series of library data collection activities, reading, taking notes, and managing data objectively, systematically, analytically, and critically. The focus of this research is on The Power of Two learning model which aims to improve students' critical thinking skills at the Darel Hikmah Islamic Boarding School. The results of the research show that the anti-corruption literacy program implemented at the Darel Hikmah Pekanbaru Islamic Boarding School has proven to be quite effective in instilling the values ??of integrity and honesty in its students. However, this research also identified challenges in implementing the program that require further attention. This shows the importance of continuous evaluation and development to ensure the success of the program in achieving the expected educational goals.

The current phenomenon serves as the foundation for our study. Finding out how self-efficacy, employee well-being, and job enrichment affect PT Berkatama Mulia Saputra Sidoarjo's employee performance is the aim of this study. This study is quantitative in nature and employs a sample of 46 employees. The Self Efficacy calculation produced a t-value of 4.558 and a probability value of Sig 0.000 <0.05. This implies that the self-efficacy component has a favourable and considerable impact on employee performance.A probability value of Sig 0.042 <0.05 and a t-value of 4.099 were derived from the Employee Well-Being calculation. This indicates that the employee well-being variable has a positive and significant impact on employee performance.The computation results show that the Job Enrichment variable has a probability value of Sig 0.000 <0.005 and a t-value of 7.948. This indicates that the job enrichment variable has a favourable and significant impact on employee performance.

Bullying is an act of oppression that is carried out intentionally and repeatedly with the aim of hurting another person. Bullying can occur physically, verbally, or in subtle ways such as forcing or manipulating. Bullying can have a negative impact on victims, perpetrators and witnesses. Victims can experience psychological stress, behavioral changes and trauma. There are several reasons why someone does bullying, namely because they see their parents often fighting. Unhealthy parenting patterns, too liberated, too harsh, or lacking love and attention. This community service activity aims to provide education regarding the negative impacts of bullying and maintain the mental health of children in Mojowono village, Kemlagi subdistrict, Mojokerto regency. The target of this community service activity is 111 elementary school children from grades 1 to 6 using the hybrid learning method. The results of the evaluation of children's understanding of the material showed that 85% of children really understood the material presented