Abstract:This research aims to apply the Naïve Bayes method to determine the eligibility of receiving the Smart Indonesia Program (PIP) at the 017107 Kisaran Naga State Elementary School by analyzing 207 student data. The CRISP-DM…
DM approach was used through six stages: business understanding, data understanding, data preparation, modeling, evaluation, and implementation. The variables analyzed included means of transportation, KPS and KIP recipients, worth a pip, reasons for eligibility, number of siblings, distance from home to school, and parents' income.
The results showed that this method achieved 89% accuracy, 85% precision for the positive class, and 92% for the negative class. A total of 125 students (59.9%) were declared eligible to receive assistance, while 82 students (40.1%) did not meet the criteria. The Naïve Bayes method is effective in supporting decision-making for the provision of targeted educational assistance
Abstract:Education plays an important role in improving the quality of human life, but economic constraints often prevent many students from continuing their education. The Smart Indonesia Program (PIP) was launched to address these…
ese issues by providing educational assistance. However, in its implementation, the selection of PIP recipients at IT Al-Ikhsan Private Junior High School is still inaccurate. This research aims to classify the eligibility of PIP recipients using the Naive Bayes method. This method is applied to student data from the school's Dapodik in 2024 which consists of 265 students. The data is processed through CRISP-DM data mining stages, namely Business Understanding, Data Understanding, Data Preparation, Modeling, Evaluation, and Deployment. As a result, the Naive Bayes model showed an accuracy of 92.31% with a precision value for the “Yes” class of 89%, recall 100%, and F1-score 94%. In conclusion, variables such as means of transportation, KPS and KIP recipients, parents' income, and distance from home to school affect the eligibility of PIP recipients.
Abstract:The development of information technology provides solutions for increasing efficiency and accuracy in decision-making, such as in determining students eligible for BLT at SD Swasta IT ABI Husni. This study aims to implement…
ment the Naive Bayes algorithm to support a more objective BLT recipient selection process. The method used is CRISP-DM, starting from understanding the problem, data preparation, to model implementation. The data analyzed included type of residence, KPS recipients, parents' income, KIP recipients, number of siblings, distance from home and reasons for eligibility for BLT used were data from students of SD Swasta IT ABI Husni in the odd semester of 2024/2025, with a total of 137 data. The results of the study showed that the Naive Bayes algorithm was able to achieve an accuracy level of 98% with precision and recall of up to 100%, proving the effectiveness of the model in minimizing classification errors. In conclusion, the use of the Naive Bayes algorithm can help make decisions that are more targeted, transparent, and fair in the distribution of BLT.
Abstract:The educational approach in Indonesia, especially at Madrasah Tsanawiyah (MTs) Daarussalam, must respond to the challenges of globalization and rapid advances in information technology. This change requires a transformation…
ion of the learning system from conventional methods that are oriented toward memorization to an educational model that is more interactive and relevant to the needs of the times. Critical, creative, and adaptable skills are a must for graduates to compete in the dynamic world of work. Integrating digital technology in learning, such as the use of AI-based learning tools and digital platforms such as ChatGPT, has the potential to increase student participation and provide a more individualized approach to teaching. In this context, MTs Darussalam is committed to carrying out transformation by increasing teachers' understanding of educational technology and implementing professional training. By implementing a collaborative and creative digital learning model, it is hoped that students can develop into critical thinkers and problem solvers ready to face future challenges. This transformation is not just a change in methods but an educational investment aimed at building competitive human resources in the global era.
Abstract:Households, as the smallest environment in society, contribute to the generation of waste. To reduce the occurrence of soil, water and air pollution in the environment due to household waste, organic waste can be processed…
ed into compost. The purpose of this activity is to increase the knowledge of partners through awareness and demonstration and invite the community to manage organic waste in their environment to be composted. The service was conducted in Bukit Permata Sumbari II Housing located in Pekanbaru. The partners are housewives who live in the housing with a total of 15 people. Activity methods include awareness raising, counseling, demonstration and evaluation. The knowledge and understanding of housewives in Bukit Permata Sumbari II Housing towards processing household waste into compost increased by 23.70%. Participants had basic knowledge about the utilization of household waste into compost by 69.63%, while after counseling it increased to 93.33%. Housewives have the skills and are able to make compost, although the results are not optimal because the organic waste is still large, so the composting process takes a long time.
Abstract:Online learning uses the internet network during the learning process, making it easier for students to access material and facilitating interaction with lecturers and other students. The aim of this research is to understand…
stand the impact of online learning on the interest and learning outcomes of Basic Mathematics for Civil Engineering students. The population of this research is first semester Civil Engineering students T.A. 2021/2022 totaling 30 people. The methods used to understand the impact of online learning on the interests and learning outcomes of Basic Mathematics for Civil Engineering students are qualitative and quantitative methods. The r test results show that rcount > rtable or 0.9998 > 0.306. This means that online learning influences students' interest in learning Basic Mathematics in the Civil Engineering Study Program. The results of the t test show that tcount ≥ ttable is 4.01 ≥ 2.045 so that online learning also influences the Basic Mathematics learning outcomes of Civil Engineering Study Program students. Students' ability to answer test questions during online learning was 76.67%.
Abstract:Diagnostic assessment tests for students entering elementary school were conducted once, focusing solely on letter reading. However, teachers did not assess syllable, word, paragraph, or reading comprehension, leading to…
ongoing issues in early reading ability among students. This study aimed to describe the early reading ability of the first-grade students at SDN 014 Tarakan through diagnostic assessment in terms of five key aspects: reading letters, reading syllables, reading words, reading paragraphs, and comprehending information from reading. A qualitative descriptive approach was employed in this study. Data were collected through interviews, observations, and documentation. The findings revealed that in the letter reading aspect, 34 out of 55 students were fluent, while 21 were not. In the syllable reading aspect, 27 students were fluent, and 28 were not. In the word reading aspect, 21 students read fluently, while 34 did not. In the paragraph reading aspect, 15 students read fluently, and 40 struggled. In the comprehension aspect, 16 students could understand the content, whereas 39 had difficulties with comprehension. The study also identified several challenges faced by students with reading difficulties. These included poor memorization of letter shapes, frequent errors such as changing, omitting, or misplacing letters, difficulty with long words, limited vocabulary, and lack of concentration while reading.
Abstract:This study provides an overview of the implementation of the Regulation of the Minister of Home Affairs Number 72 of 2022 in Merauke Regency. The purpose of this study is to analyze and comprehensively describe the implementation…
mentation of the Regulation of the Minister of Home Affairs Number 72 of 2022 in Merauke Regency and to identify the factors inhibiting its implementation in the region. This study applies Edward C. III’s policy implementation theory and uses a qualitative research approach through in-depth interviews with 16 informants to explore their meanings, perceptions, and understandings. A semi-structured interview approach was employed to enable the researcher to obtain flexible yet focused data, as stated by Prof. Dr. Lexy J. Moleong (2014). The study utilized an interactive data analysis technique consisting of data collection, data reduction, data presentation, and conclusion drawing. The results of this study indicate that the implementation of the Digital Population Identity (IKD) policy in Merauke Regency has been carried out in accordance with directives from the central government through a tiered and continuous communication mechanism. However, its implementation has not yet been optimal at the regional level. The main obstacles include limited socialization, low understanding and acceptance of the policy among implementers, the absence of specific Standard Operating Procedures (SOPs) for IKD, and the lack of motivation, commitment, and integrity of human resources, ICT infrastructure, and budgetary support. In addition, the social, economic, cultural, and geographical conditions of the community also hinder the utilization of IKD, resulting in its limited use and the continued dominance of physical population documents. The findings of this study emphasize the need to strengthen communication aspects, resources, implementers’ commitment, and policy adjustments to local conditions in order to achieve the objectives of the IKD policy effectively and equitably.
Abstract:This research is motivated by the suboptimal implementation of good governance principles in public services at the village level, which influences public perceptions of the performance of government officials. The purpose…
se of this study is to analyze public perceptions of the implementation of the principles of accountability, transparency, openness, and the rule of law in public services in Gurinda Jaya Village, Merauke Regency, and to identify supporting and inhibiting factors. This study used a qualitative approach with a descriptive approach through observation, in-depth interviews, and documentation of village officials and community service users. The results indicate that the implementation of good governance principles has not been optimal, characterized by discrepancies in service delivery times with established standards, limited public understanding of service information, inconsistent transparency practices, and an unfulfilled sense of justice and legal certainty in public services. The study's conclusion confirms that strengthening apparatus capacity, improving discipline and integrity, and strengthening village government commitment and community participation are important implications for realizing more effective and accountable village governance.
Abstract:Kelompok Informasi Masyarakat (KIM) serve as strategic partners of the government in disseminating information to the public, particularly in remote and rural areas. In the era of digital transformation, the role of KIM…
is increasingly crucial in promoting digital literacy to enhance access, understanding, and utilization of information technology among communities. This study aims to examine and optimize the role of KIM in improving digital literacy in Merauke Regency. A qualitative approach was employed, using data collection techniques such as observation, in-depth interviews, and document analysis with several active KIM groups in Merauke. The results show that although KIM holds great potential as agents of digital literacy, limitations in human resource capacity, technological infrastructure, and lack of training are the main challenges. Therefore, optimizing the role of KIM requires regular training, cross-sector collaboration, and regulatory and budgetary support from the local government. Thus, KIM can become key drivers in building an inclusive and competitive digital society in Merauke.