This study explores the application of machine learning (ML) in human resource (HR) management to enhance the recruitment process by predicting high-performing candidates. The research addresses gaps in traditional recruitment methods, which are often time-consuming and susceptible to subjective bias. By employing a Random Forest algorithm, this study utilizes a dataset of 10,000 records, encompassing attributes such as education, work experience, psychometric assessments, and interview evaluations. Data were divided into 70% training and 30% testing sets to ensure robust model evaluation. The findings demonstrate that the Random Forest model achieved a prediction accuracy of 87%, outperforming traditional methods and other ML models like Logistic Regression. The model's ability to identify key attributes contributing to candidate performance underscores its potential for data-driven decision-making in HR management. However, challenges such as data bias, algorithmic transparency, and resistance to technological change were identified as barriers to implementation. This research contributes to the theoretical and practical understanding of ML in HR by offering a predictive model that balances accuracy with interpretability. Practical implications include strategies for integrating ML into existing HR systems, emphasizing the importance of explainable AI to foster trust among practitioners. The study concludes that ML-based recruitment can significantly improve efficiency, objectivity, and the quality of hiring decisions, paving the way for more innovative and strategic HR practices.

Muhammadiyah is one of the largest Islamic organizations in Indonesia which was founded by K.H.Ahmad Dahlan in 1912 in Yogyakarta. This organization plays an important role in the renewal of religious thought and practice as well as in various aspects of social life in Indonesia. The history of Muhammadiyah covers a long journey from its founding to its role in social reform in Indonesia, making it an important subject to study. The aim of this research is to examine the history of Muhammadiyah from its initial founding to its contribution to social reform in Indonesia. By understanding the history and role of Muhammadiyah, it is hoped that it can provide deeper insight into the contribution of this organization to social reform and change in Indonesia. Method This research uses historical methods with a qualitative approach. Data was obtained through literature studies which included books, journals, articles and documents related to Muhammadiyah. The research results show that since its inception, Muhammadiyah has focused on education and health reform, which then developed into a broader social reform movement. Apart from that, Muhammadiyah also plays an important role in advocating social and political issues related to justice and equality. Muhammadiyah's role in social reform includes various initiatives in education, health, and social welfare that continue to this day. Conclusion Muhammadiyah has shown a significant role in Indonesian history, not only as a religious organization but also as an agent of social change. Muhammadiyah's contribution to social reform has had a broad positive impact on Indonesian society, making it one of the important pillars in the history of social reform in Indonesia.

This study aims to determine the effect of professionalism and independence on the performance of government internal auditors mediated by an understanding of good governance at the Riau Provincial Inspectorate. The research method used is quantitative research. The population in this study were all internal auditors at the Riau Provincial Inspectorate totaling 52 people. The data collection technique used was a structured questionnaire. The instrument testing technique in this study was the validity and reliability test using PLS (Partial Least Square) as its measurement. The results of this study indicate that professionalism and independence have a significant direct effect on the performance of internal auditors at the Riau Provincial Inspectorate. Likewise, an understanding of Good Governance is able to mediate the relationship between professionalism and independence and the performance of internal auditors at the Riau Provincial Inspectorate

The Tambakrejo Village office has problems in managing village finances in recording and presenting financial reports. Currently, the Tambakrejo village office uses a manual reporting system by handwriting it in a book. Data is stored in archives which may be lost or damaged, requires a long time to search if the data is to be used or viewed again, delays in preparing village financial reports due to ineffective recording and management of financial reports.
The aim of this research is to produce a Financial Accounting Information System Using the Cash Basis Method in Tambakrejo Kendal Village to help handle the recording and processing of village financial reports to make them more effective and computerized. Design and development of an accounting information system using the PHP and CSS bootstrap programming languages, MySQL as a database, with Research and Development research methods.
The implementation of this system has been able to simplify the financial management process of the Tambakrejo Village Office so that financial reports are obtained more quickly, easily and effectively. The financial accounting information system of the Tambakrejo Kendal Village Office, the cash basis method, is useful for handling the process of recording, processing and reporting village cash finances based on proof of cash transactions when received or disbursed and is able to provide accurate information on village financial balances in the form of numbers and is equipped with digital archiving of proof of transactions.

This research aims to determine whether flashcard play affects the ability to recognize Hijaiyah letters in Group B children at Raudhatul Athfal Almourky, Telaga District, Gorontalo Regency. The research used a quantitative experimental method (one group pretest-posttest design). Based on a sample of 20 children, the results improved from the pre-test to the post-test scores. The pre-test data had an average score of 17.4 and a standard deviation of 4.805, while the post-test data showed an average score of 35.4 and a standard deviation of 4.357. These results demonstrate a significant effect before and after the intervention. Based on the statistical test output, the significance test showed a t-count of 6.81, greater than the t-table of 2.093. Therefore, it can be concluded that H0 is rejected and H1 is accepted. Thus, the research hypothesis states that flashcard play has a significant effect on the ability to recognize Hijaiyah letters in Group B children at Raudhatul Athfal Almourky, Telaga District, Gorontalo Regency.

A well-structured accounting system also provides good benefits to the management in running their business. Every business has multiple accounting systems that are linked together and work together to achieve specific goals. Inventory is a resource that can be stored to anticipate high demand from consumers. Every company, whether trading or manufacturing, always has inventory. Without optimal inventory levels, entrepreneurs run the risk that their business will eventually no longer be able to meet their needs. the desires of consumers who need or demand the products manufactured. This can happen because products are not always available, which also means entrepreneurs lose the chance to make the profits they should. Inventory in CV. Semarang Main Aircon Center does not yet have a computerized system or is still done manually. Data storage is still in the form of notes, so it is vulnerable to corruption and makes it difficult to find information about data on specific items and the number of elements in the resume. The Main Aircon Center makes it difficult to control incoming and outgoing goods when recording inventory data, as the work is only carried out by one administrative employee. Therefore, to solve this problem, it is necessary to record inventory using a computer to facilitate data processing. By using the averaging method, the company does not have to pay attention to the utilization of inventory in the warehouse. The averaging method also makes it easier to calculate costs because there is no need to pay attention to the first or last inventory, and it is easier to use.

This study aims to determine the correlation between the teacher's role and children's social behavior at TK Dewi Sartika Kindergarten, Sipatana District, Gorontalo City. The researcher employed a qualitative research method to explore this relationship. The subjects consisted of one teacher and 13 students from the same class. Data were collected through observation, interviews, and documentation. The data analysis techniques include data reduction, data presentation, and conclusion. The results describe that the correlation between the teacher's role and the social behavior of young children encompasses six aspects: 1) The teacher as an educator, for example, teaches children how to make friends, share, and collaborate through group games or class activities. 2) The teacher as a manager, for example, establishing clear classroom rules, such as taking turns speaking during discussions or respecting others' feelings. 3) The teacher, as a supervisor, guides children to resolve conflicts peacefully and teaches them how to negotiate or empathize with their peers' emotions. 4) The teacher is an innovator, for example, introducing role-play activities where children pretend to be in different professions or social situations, allowing them to practice social interactions fun and innovatively. 5) The teacher is a communicator, for example, helping children express their emotions healthily when they feel angry or sad and teaching them how to communicate with their peers. 6) The teacher is a motivator, for example, by praising and rewarding children who display positive social behavior, such as collaborating in teams, helping friends in need, or constructively resolving conflicts. This helps children feel more motivated to continue improving their social skills.

Women are known for their focus on beauty, especially skin care. Outdoor activities expose the skin to sunlight, dust and pollution, causing skin problems. Using traditional body care in the form of scrubs made from natural ingredients such as orange peel and lemongrass can clean the skin deeply. Making natural body scrubs from orange peel and lemongrass is done because there is still an abundance of orange peel waste along with increasing public awareness of skin health and beauty. This product aims to utilize natural ingredients for skin care. The method for this community service activity is divided into 3 stages, namely the survey stage, the production stage and the marketing stage. The results obtained from this activity are the Orange Scrub With Lemongrass product which has been marketed to various groups of society. Marketing carried out both directly and indirectly has had a very good impact on this product.

This study on profitability aims to analyze the effect of Core Capital on Profitability with the mediation of Third Party Funds and Credit Given at Rural Credit Banks in Indonesia for the period 2015-2023. The sample used in this study was 108 monthly data, selected using the purposive sampling method. The monthly data comes from the Indonesian Banking Statistics report published by the Financial Services Authority (OJK). The data analysis technique used is path analysis using multiple linear regression. The results of the study indicate that Core Capital has a significant positive effect on Third Party Funds, Core Capital does not affect Credit Given, Third Party Funds have a significant positive effect on Credit Given, Core Capital and Party Funds do not have a significant effect on Profitability, Credit Given does not have a significant effect on Profitability, Third Party Funds and Credit Given are unable to mediate the effect of Core Capital on Profitability and Credit Given is unable to mediate the effect of Third Party Funds on Profitability.

STEM-based teaching can be challenging as it requires the integration of science, technology, engineering, and mathematics in one lesson. Selecting an engaging topic involving students’ experiences with current issues can be helpful in this regard. The Sustainable Development Goals (SDGs) are a relevant and impactful topic that may facilitate students’ communication skills. This research aimed to evaluate the Reform Teaching Observation Protocol (RTOP) using a STEM approach to address SDGs and to improve students’ communication skills. This research employed quantitative approach to measure an instrument for teaching STEM through the lens of SDG-related issues in the science learning. The process included creating the items, reviewing the RTOP, and testing these items with participants who are the representatives of the intended users. Exploratory Factor Analysis (EFA) was used to measure the structural correlations among items and topics and assess their internal reliability. The results identified five factors in the RTOP evaluation: developing scientific topics (8 items), skills in conveying specific examples (5 items), use of scientific language terms (2 items), representative forms of scientific evidence (2 items), and involving the STEM approach (2 items). The reliability of the RTOP, as indicated by Cronbach’s Alpha, was 0.818. Based on these findings, the research concludes that the RTOP is both valid and reliable, and can be implemented in the classroom to teach STEM and SDGs, thereby improving students’ communication skills.