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Economic forecasting is becoming increasingly important year after year, especially during crises such as the pandemic of COVID-19 and the Russia-Ukraine war. Its development can be seen from the use of basic statistical models to the increasingly widespread use of machine learning technology. Economic forecasting plays an important role in helping to formulate policies and is also a reliable tool for researchers in dealing with uncertainty. Global crises, such as inflationary pressures due to the pandemic and supply chain disruptions from the Russia-Ukraine conflict, have prompted increased research in this field in an effort to anticipate economic shocks and emphasize the urgency of forecasting to prepare strategies for dealing with future uncertainty. This literature review uses the Scopus database with 2561 publications from 2020 to 2025, analyzed using R Studio with a bibliometrix approach (specifically biblioshiny) and VOSviewer to map relevant thematic connections. This analysis shows that economic forecasting is greatly influenced by market uncertainty and geopolitical factors, and at the same time influences public policy formulation and financial stability. Research contributions from Indonesia are still limited, with only 40 documents, thus emphasizing the need to strengthen economic forecasting studies in Indonesia to support monetary policy and national financial stability.

Hypertension is categorized as one of the most widespread chronic non-infectious conditions among the elderly and can heighten the risk of serious complications. A non-pharmacological strategy that may be implemented to manage hypertension is the administration of boiled moringa leaves (Moringa oleifera), which are known among scientific communities for possessing antioxidant agents and potent bioactive molecules that function synergistically in maintaining cardiovascular stability and decreasing arterial pressure. This empirical study sought to examine how far the intake of boiled moringa leaves contributes to reducing blood pressure values in hypertensive older adults living within Meunasah Papeun Village, situated in Krueng Barona Jaya Subdistrict, Aceh Besar District. The statistical evaluation showed a significant p-value of 0.001 (p < 0.05), confirming a substantial effect under a quantitative quasi-experimental approach applying the One Group Pretest-Posttest model. The research sample included 20 participants chosen from a total population of 77 individuals through purposive sampling. The investigation took place from May 27 to June 25. Data were obtained using observation forms, standard operating procedures (SOP) for moringa leaf preparation, and manual sphygmomanometer readings. The findings revealed that prior to the application of treatment, the mean systolic blood pressure reached a level of 193.30 mmHg, whereas following the intervention it displayed a considerable decrease, it fell to 129.75 mmHg. The mean diastolic pressure also exhibited a decrease from 94.00 mmHg, confirming the notable influence of moringa leaf decoction in controlling hypertension. In summary, moringa leaf infusion proved effective in lowering blood pressure among elderly individuals suffering from hypertension. It is recommended that patients regularly consume boiled moringa leaves when experiencing increased blood pressure, that community health services provide education regarding non-pharmacological hypertension management through moringa leaf decoction, and that further research explore this topic with broader variables.

The surgery often causes anxiety, which has an impact on physical and psychological conditions of preoperative patients. The data from WHO shows that 50% patients all over the world experienced anxiety, where 5-25% patients are between 5 and 20 years old, and 50% patients are 55 years old. Pre-operational anxiety reaches 534 million patients. Many factors affect anxiety in patients, including family support. This study aims to acknowledge the correlation between family support and anxiety of post-surgery patients in Meuraxa Regional General Hospital, Banda Aceh. This study employs an analytical correlational method with a cross-sectional approach by involving 51 patients selected using an accidental sampling technique. A family support questionnaire is adopted from Nurwulan, with a Cronbach's alpha 0.856. The questionnaire of anxiety using the APAIS scale of Cronbach's alpha 0.825. Univariate and bivariate analysis using the chi-square test. The results indicate that among 51 respondents, the level of anxiety is in a medium state, as 26 respondents (51.0%), family support is in the high category, 47 respondents (92.2%), with a P-value 0.026 (P-value < 0.05). In conclusion, there is a significant relationship between family support and preoperative anxiety at Meuraxa General Hospital Banda Aceh. Families are expected to continuously provide emotional, informational, instrumental, and appraisal support so that patients feel calmer, are able to reduce excessive anxiety, and are better prepared to undergo surgery.

This study aimed to ascertain and describe the implementation of role-playing activities to enhance the socio-emotional skills of early childhood at PAUD Terpadu Kartini Madu Mawar. This research employed a descriptive method with a qualitative research approach and Classroom Action Research (CAR). The subjects of this study were children aged 4-5 years in Group B and their class teacher at the PAUD. Data collection techniques included observation, interviews, and documentation. Data analysis was performed using descriptive percentages. There was a noticeable increase in children's knowledge and skills before and after the implementation of role-playing activities to foster socio-emotional skills at PAUD Terpadu Kartini Madu Mawar, as evidenced by the observation sheets. This finding was derived from data analysis using the descriptive percentage formula. The learning outcomes depicted in Cycle III showed 46.25% in "Developing as Expected" (BSH) and 48.1% in "Developing Very Well" (BSB). Consequently, the combined percentage of children's learning in the BSH and BSB categories reached 94.35%. Therefore, it can be concluded that role-playing activities can effectively enhance socio-emotional skills.

This study analyzes the implementation of Income Tax Article 21 (PPh 21) before and after changes in the Average Effective Rate (TER) and Progressive Rate based on Government Regulation (PP) No. 58 of 2023 on permanent employees of PT Federal International Finance (FIFGROUP) Lampung Branch. The purpose of the study was to evaluate the conformity of the calculation and reporting of PPh 21 with the latest regulations and to identify the impact of changes in rates on employee tax obligations. The research method used a qualitative descriptive approach with primary data (interviews and observations) and secondary data (financial documents, tax regulations, and internal company reports). Comparative analysis reveals that the use of TER tends to result in higher monthly tax burdens compared to annual progressive calculations, especially in the Non-Taxable Income (PTKP) K/3 and TK/3 categories. This finding indicates the need for adjustments to the payroll system to minimize tax differences and improve the accuracy of deductions. Keywords: Article 21 Income Tax; Calculation of Article 21 Income Tax with TER and Progressive rates; PP No. 58 of 2023.

This community service (PKM) aims to improve the English language competency of students of SMK Negeri 3 Palangka Raya specifically English For Specific Purpose (ESP). The increasingly global needs of the fashion and textile industry, both for export and import and interaction with foreign clients, require graduates to have English communication skills that are not only general, but also specific according to the terminology of design, production, and marketing of fashion products. The methods used are interactive training, and Role-Play simulations, and direct practical assistance with a focus on design presentations, negotiations with clients or suppliers, and technical terminology for sewing patterns in English. The results of the PKM show an average increase in specific vocabulary mastery of 25% as well as a significant increase in student self-confidence in using English for work scenarios, as well as a better understanding of professional terms in the field of Fashion Design. This activity is recommended to be continued as a regular school program to bridge the gap between the general English curriculum and the demands of actual work competencies in the fashion industry

This study aims to improve the interpersonal intelligence of children aged 5–6 years through the implementation of the edutainment method at TKIT Darul Qur’an Madani, Parepare. The research employed Classroom Action Research (CAR) with Kurt Lewin’s model, conducted in two cycles, each consisting of planning, implementation, observation, and reflection stages. The subjects were 14 children from group B who initially showed low social interaction, cooperation, and empathy with peers. Data were collected through observation, interviews, documentation, and anecdotal notes, then analyzed descriptively using qualitative and quantitative approaches. The findings revealed a significant improvement in children’s interpersonal intelligence. In the first cycle, most children were categorized as Beginning to Develop and Developing as Expected. However, in the second cycle, through edutainment activities based on role playing with professional themes, 85% of the children achieved the Very Well Developed category. These results indicate that the edutainment method is effective in creating enjoyable, interactive, and meaningful learning experiences, which encourage children to communicate, collaborate, understand emotions, and develop empathy.

This study aims to analyse the design and optimization of digital marketing to increase the brand awareness of the IdRink MSME through the integration of a website and Instagram. The research employed a Research and Development (R&D) method using the Four-D model (Define, Design, Develop, Disseminate), combined with prototyping techniques and evaluation through blackbox testing. Data were collected through interviews, literature review, observation, Google Analytics, Instagram Insight, and A/B testing questionnaires administered to 100 respondents. The results show that the development of a WordPress-based website and a structured Instagram content plan significantly improved IdRink’s digital performance. Within one month, the audience growth rate increased by 256%, average post reach reached 216%, and website traffic recorded 298 users. Brand awareness measurement indicated brand recognition of 74% and brand recall of 79%, higher than the comparison brand in the local beverage category. These findings indicate that integrating a website and Instagram as a digital marketing strategy is effective in moving IdRink from the unaware-of-brand stage to recognition and recall, expanding market reach, strengthening customer engagement, and building a more professional brand image among young urban consumers. The study recommends maintaining content consistency and utilising digital analytics to support future marketing decision-making.

This study aims to analyze the role of catechesis in preparing couples for marriage in the Catholic Church comprehensively, encompassing theological, spiritual, mental, and emotional dimensions. The background of this study is based on the phenomenon that some couples still enter into marriage without adequate faith preparation, thus implicating a low understanding of the meaning of the sacrament of marriage as a holy and inseparable life partnership. The research method used is a quantitative approach with a Likert-scale questionnaire as the data collection technique. The research instrument was compiled based on three main indicators, namely understanding the teachings of the sacrament, family function, and church life. Data were analyzed descriptively to measure respondents' perceptions of the effectiveness of catechesis in preparing for Catholic marriage. The results showed that the role of catechesis obtained a high average score of 37.34, with 83.87% of respondents in the strongly agree category. This indicates that catechesis plays a significant role in shaping the spiritual and psychological readiness of prospective couples. The implications of this research confirm that catechesis does not only function as a process of teaching faith, but also as an integral pastoral tool in building Catholic families based on love, loyalty, and Christian responsibility, and contributes to strengthening the faith of the church community. .

The use of information technology has become a non-negotiable necessity, as the availability of integrated information is increasingly crucial in supporting efforts to create efficient and competitive company/organizational systems. Good academic information system management is essential for providing services to those in need and resulting in improved performance in education delivery. Accuracy and precision in presenting information are important factors in managing information. From the results of the t-test calculation calculated using SPSS 20 partially, it was found that the t-value for the effectiveness variable was 3.819 and the convenience variable was 1.745 and the quality variable was 1.933 when compared with the t-table of 1.663, it was concluded that Ho was rejected and H1 was accepted, thus partially the independent variable influenced the dependent variable, namely student satisfaction. From the results of the F-test calculation, it was found that the F-count was 9.628> from the F-table, which was 2.48, and the significance level was 0.00, which was smaller than 0.05, and this meant that overall the independent variables had an effect on the dependent variable. From the results of the R test, it was found that the determinant coefficient was 0.599 and R2 was 0.359, this meant that the influence of the independent variables on the dependent variable was 35.9% and the remaining 64.1% was influenced by other variables that had not been studied.

One of the missions and objectives of establishing an ideal government bureaucracy it to provide good public services to the community, particularly optimal service quality for persons with disabilities. To assess the extent to which the measures/benchmarks of service quality success can be examined from the criteria of the dimensions of public service quality. This study aims to determine the extent to which the quality of public service provided is able to meet the needs of persons with disabilities at the Makassar City Government. This type of research uses a qualitative approach tiwh a case study strategy and both primary and secondary data sources. Data collection is based on observations from the study, and data analysis uses an interactive method that includes data presentation, data condensation, and drawing conclusions. Research results indicate that the quality of public services for people with disabilities at the Makassar City Government specifically sosial service is overall not yet optimal in meeting the needs of people with disabilities and still needs improvement. Based on the service quality dimension indicators, namely: Tangible (physical evidence); Reliability; and Responsiviness, they still need to be enhanced because they are not yet optimal due to limited facilities and infrastructure, lack of employee awareness, and insufficient attention to fulfilling the needs of people with disabilities. Meanwhile, Assurance and Empathy are already categorized as good and adequate thanks to the guidance and quick response from rehabilitation officers. However, comprehensive and continuous improvement is still necessary

This study aims to analyze copyright protection for the creators of new dance creations in Pontianak City. In the context of copyright protection, the registration of new dance creations, which are categorized as works of art reflecting local cultural identity, is a key step in preventing plagiarism or unauthorized use of works and the resulting damages. Through a normative empirical approach and data collected through interviews and literature studies, it was found that awareness of the importance of copyright exists, but knowledge about the mechanisms and benefits of copyright registration for new dance creations is not yet optimal. The results of this study are expected to enhance understanding of copyright protection and serve as a bridge for the government to gradually and selectively disseminate information.. The main obstacle faced by new creation dance creators in Pontianak City is the lack of knowledge and awareness about the mechanism of copyright registration and the benefits obtained from such registration. Many dance creators find the registration process complicated and expensive, so they are not interested in registering the copyright of their work. In addition, socialization from the government regarding the importance of copyright and how it is recorded.

Agricultural extension workers play a strategic role in supporting agricultural development by enhancing farmers’ capacity as the main actors in the agricultural sector. The success of this process is strongly influenced by the performance of extension workers in delivering extension services that are responsive, accountable, and oriented toward service quality. This study aims to analyze the performance of agricultural extension workers in improving farmers’ capacity in Bone Regency, Barebbo District, Corawalie Village. The research employed a descriptive design using a qualitative approach supported by simple quantitative analysis. Data were collected through observation, interviews, documentation, and questionnaires involving 45 farmer respondents, and were analyzed using thematic analysis and a Likert scale percentage index. The results indicate that the overall performance of agricultural extension workers is categorized as high, with an average score of 80.76%. Service quality achieved the highest score, followed by responsiveness and responsibility. These findings demonstrate that extension workers have effectively provided services, assistance, and problem-solving support, which contribute to improving farmers’ capacity in managing their farming activities. The study implies that strengthening the performance of agricultural extension workers is essential to enhance farmers’ independence and professionalism in achieving sustainable agricultural development.

Global challenges such as climate change and land degradation demand the strengthening of the agricultural sector through the adoption of relevant technologies. Agricultural extension plays an important role in conveying information and technological innovations to farmers, with extension workers as facilitators, educators, and motivators in accelerating the implementation of agricultural technology packages. However, the rate of adoption of technology by farmers is still low, especially in Tana Toraja Regency, South Sulawesi. In addition, there is no comprehensive and results-based evaluation system for extension workers. This study aims to determine the level of farmers' understanding of agricultural technology packages introduced by agricultural extension workers in Batu Papan Village, Makale District, Tana Toraja Regency. The research uses a descriptive quantitative approach with the object of the study, namely Field Agricultural Extension Workers (PPL) active in Makale District as many as seven people and 139 assisted farmers from six farmer groups. Farmer samples were taken as much as 20% of the population or 30 respondents using census and purposive sampling techniques. Data collection was carried out through a questionnaire with a Likert scale to assess farmers' perception and level of understanding of the implementation of agricultural technology packages. The results showed that the level of farmers' understanding of the technology package introduced by extension workers was in the "very high" category with an index value of 82.6%. These findings show that extension workers have an effective role in increasing farmers' knowledge and involvement. Therefore, it is necessary to strengthen the support of extension facilities and infrastructure, such as technological teaching aids, audiovisual media, and field transportation, to support the optimization of the performance of agricultural extension workers in the region.

Village infrastructure development plays an important role in improving community welfare. However, public opinion regarding the condition of infrastructure is often not analyzed comprehensively and based on data. This study aims to analyze public opinions toward infrastructure in Malitidari Village using the Unsupervised Learning method with the Orange application. The data were collected from public comments on social media and digital surveys, which were then processed in text format. The analysis process includes data preprocessing, tokenization, vectorization, and the application of a clustering algorithm to group opinions into several categories without prior labeling. The Orange application was used due to its ability to visualize data analysis workflows interactively and efficiently. The results of this study show that public opinions can be grouped into several main clusters: positive opinions related to the development of roads and public facilities, and negative opinions concerning delays and unequal quality of infrastructure. Based on these findings, the Unsupervised Learning method is proven effective in illustrating public perceptions of village infrastructure conditions. The results are expected to serve as a reference for the village government in planning and improving the quality of infrastructure development in Malitidari Village  

This study aims to develop an entrepreneurship-based science module to enhance the creative thinking skills of students at SMPN 7 Seluma. The development model employed in this study was the ADDIE model. The research subjects were ninth-grade students of SMPN 7 Seluma, with samples consisting of students from classes IX C, IX D, and IX E. The research instruments included expert validation sheets, questionnaires, and pretest and posttest questions. The validation results from experts indicated that the developed entrepreneurship-based science module was valid. In the first trial phase, the module obtained a score of 95%, categorized as very practical. In the second trial phase, the module achieved a score of 96%, also categorized as very practical. The N-gain value of 0.779 in Trial I indicated a high level of improvement in students’ creative thinking skills, while the N-gain value of 0.797 in Trial II also showed a high level of improvement. Therefore, the developed entrepreneurship-based science module is proven to be valid, practical, and effective in enhancing students’ creative thinking skills and can be easily implemented in science learning

This research aims to: (1) differentiated biology learning tools with ethnoscience content, (2) determine the practicality of differentiated biology learning tools with ethnoscience content and (3) determine the effectiveness of differentiated biology learning tools with etnoscience content in improving critical thinking skills and environemantal literacy of phase E student. This study is a development research using the Design and Development Research model, which adopts the ADDIE development model comprising five stages: (1) analysis, (2) design, (3) development, (4) implementation, and (5) evaluation. The research method used is the Quasi-Experimental Design with a Nonequivalent Control Group Design approach. Data analysis includes normality tests, Levene's homogeneity test, and the Normalized Gain Score (N-Gain Score) test. The limited trial involved 30 eleventh-grade students from SMA Negeri 1 Simpangkatis. The field trial involved tenth-grade students from the same school, consisting of 31 students in the experimental class and 30 students in the control class. The data collection instruments consisted of questionnaires to gather responses from experts, teachers, and students regarding the biology learning tools, as well as tests to measure students' critical thinking skills and environmental literacy. Instrument validity was ensured through content validation by subject matter experts and media experts. The practicality of the learning tools was evaluated based on feedback from teachers and students. The results of the study showed that: (1) the developed biology learning tools were rated as highly feasible by experts; (2) the tools were considered highly practical by both teachers and students; and (3) the tools were effective in improving students' critical thinking skills and environmental literacy. This effectiveness was supported by the average gain score analysis in the experimental class, which was 0.71 for critical thinking skills (high category) and 0.57 for environmental literacy (moderate category).

This study examines the phenomenon of creator teachers on TikTok as a form of digital professionalism that represents the integration of ethical values, aesthetics, and educational philosophy. The focus of the research lies in how teachers negotiate moral responsibility and creative expression in the algorithmic culture of social media. The aim of this research is to analyze the philosophical meaning behind teachers' digital representations as well as interpret how moral and aesthetic values are reflected in their pedagogical practices. The method used is digital netnography with four stages: online observation, digital documentation, audience interaction analysis, and researcher reflection. A total of eight teacher accounts were analyzed with a total of 80 videos using a categorization of themes that focused on ethics, aesthetics, and professionalism. The results showed that 62.5% of the content was educational and featured learning innovations, while the other 37.5% contained elements of entertainment and social interaction. High audience interaction shows public appreciation for the creativity and integrity of teachers. Popularity is not solely generated by algorithms, but by the appreciation of moral values and pedagogical beauty in the actions of teachers. Based on the framework of arete and phronesis from Aristotle and the concept of aesthetic experience from Dewey (1934), this study concludes that the digital professionalism of teachers is a form of reflective praxis that combines ethical responsibility and creative expression. This research makes a theoretical contribution by integrating digital netnography and educational philosophy, and shows that teachers in the digital era play the role of moral and creative agents who maintain the dignity of their profession in the algorithmic space.

This study aims to analyze the influence of the Problem-Based Learning (PBL) model assisted by e-LKPD on students’ problem-solving abilities and self-confidence in vocational high schools. Specifically, the objectives are: (1) to examine the simultaneous effect of the PBL model assisted by e-LKPD on both variables, (2) to determine its effect on problem-solving ability, and (3) to evaluate its effect on self-confidence. A quantitative approach with a quasi-experimental pretest–posttest control group design was applied. The population consisted of all 10th-grade students at SMK Negeri 1 Tarakan, while the sample was selected using purposive sampling, resulting in class X Marketing 1 (35 students) as the experimental group and class X Culinary 2 (34 students) as the control group. Research instruments included a problem-solving test and a self-confidence questionnaire. Hypothesis testing utilized Hotelling’s T² and independent sample t-tests. The findings showed that 97% of students in the experimental class met the Learning Objectives Mastery (KKTP), compared to only 18% in the control group. Improvement in the experimental group was categorized as high, whereas in the control group it was moderate. Self-confidence also increased significantly in the experimental group, with most students moving from low to high categories. Hotelling’s Trace (Fcount = 77.109, p < 0.001) and t-tests confirmed significant effects on both problem-solving (tcount = 11.657) and self-confidence (tcount = 8.140), proving that the PBL model assisted by e-LKPD effectively enhances students’ abilities and confidence.

An answer to the worldwide need for solutions to food security, data fusion technology that combines climate data with satellite imagery greatly improves the accuracy of agricultural yield predictions; this study intends to examine the advancements, methods, and key contributions of this area. By sifting through 62 papers pulled from Scopus, this research employs the SLR methodology. Document type, data source, open access, subject area, and year of publication (2020–2024) are some of the categories filtered through by Boolean keywords in the selection process. To assess patterns in publications, the efficacy of machine learning models, and key contributions, bibliometric analysis was performed. An upward tendency in publication has been identified by the analysis, particularly beyond the year 2023. Integrating geographical and temporal data has been a great success with machine learning models like Random Forest, Random Forest, and Gradient Boosting. Data resolution, integration of data from several sources, and a real-time framework are still missing pieces to the puzzle when it comes to generalizing research outcomes. More complex data fusion approaches, multiregional datasets, and advanced machine learning models to back more accurate agricultural predictions are all things that this study notes as needing additional investigation in the future. To further innovate agricultural yield prediction, multidisciplinary collaboration is also crucial.