Gold, as a valuable commodity, has been a primary focus in the global financial market. It is often utilized as an investment instrument due to the belief in its potential price appreciation. However, the unpredictable and complex movement of gold prices poses a significant challenge in investment decision-making. Therefore, this research aims to address this issue by proposing the use of the Long Short-Term Memory (LSTM) model in time series analysis. LSTM is a robust approach to understanding patterns and trends in gold price data over time. In the context of time series analysis, historical gold price data includes daily, weekly, and monthly datasets. Each model with its respective dataset is useful for identifying patterns in gold prices. The daily model achieves an MSE of 452.2284140627481 and an RMSE of 21.26566279387379. The weekly model achieves an MSE of 1346.1816584357384 and an RMSE of 36.69034830082345. The monthly model achieves an MSE of 11649.597907584808 and an RMSE of 107.93330305139747. With these RMSE results, the LSTM model can predict gold prices effectively. Based on the trained models, it can also be concluded that gold prices exhibit long-term temporal dependence.

The study aims to implement Data Mining with Apriori Algorithm and Association Methods (shop cart analysis) to analyze the sales pattern of Kaffa Beauty Shop stores as a case study. Sales information obtained from stores is used to find out the repeated buying habits of cosmetic products. This analysis provides store owners with valuable information to make more useful decisions about product inventory management, marketing strategies, and other aspects of their business. The Apriori Algorithm implementation follows steps including data preprocessing, subsetting, frequent dataset search, and strong association rules (strong Association Rules). The results of the analysis show that there are important purchasing patterns among some cosmetic products that can be the basis of a more effective sales strategy. The study helps understand how data mining and Apriori Algorithms can be applied in business contexts such as Kaffa Beauty Shop stores. Therefore, the results of this analysis are expected to contribute greatly to improving business efficiency and optimizing marketing strategies for store owners and stakeholders. The research is also expected to show the enormous potential of data analysis to support optimal business decision making.

Risk management in the pindang fish business is very important to maintain business stability and increase consumer confidence. This study aims to analyze the application of risk management in the distribution of pindang fish in Bondowoso Regency based on the perspective of Islamic business ethics. Using a descriptive qualitative approach with a case study method, this research collected data through in-depth interviews, direct observation, and documentation. The analysis technique used is the Miles and Huberman interactive model which includes data reduction, data presentation, and conclusion drawing.The results show that the application of Islamic business ethics principles such as honesty (shiddiq), responsibility (amanah), and justice ('adl) in risk management can improve distribution transparency. Traders who apply the principle of trustworthiness are better able to maintain product quality and fair prices, thereby increasing consumer satisfaction. In addition, the Islamic business ethics approach helps prevent the practice of quality manipulation and price discrepancies, which are often challenges in pindang fish distribution.The conclusion of this study confirms that the integration of Islamic values in distribution risk management not only improves business sustainability but also strengthens long-term relationships with consumers. The study recommends the implementation of stricter sharia-based distribution policies as well as the utilization of technology in the distribution system to improve efficiency and transparency

This scientific article discusses the mechanism for resolving fictitious credit disputes in banking institutions based on a mediation approach and the executorial power of resolving fictitious credit disputes in the banking sector through mediation. The research method uses normative juridical research, with a legal approach and conceptual approach. The data source of this research comes from secondary data which includes primary, secondary, and tertiary legal materials. All legal materials were analysed using analytical descriptive analysis method. The results of this study indicate that the mechanism for resolving fictitious credit disputes within banking institutions through mediation does not use the mediation mechanism stipulated in Bank Indonesia Regulation (PBI) Number: 8/5/PBI/2006, as amended by Bank Indonesia Regulation Number 10/1/PBI/2008 concerning Banking Mediation, because it has a limited scope of dispute resolution, therefore the mediation procedure refers to LAPS SJK Regulation No. PER-01/LAPS-SJK/I/2021 concerning Mediation Rules and Procedures. However, the polemic over mediated dispute resolution lies in the extent to which the executorial power of the implementation of the mediated agreement can be implemented by the parties/applicants in good faith. LAPS Regulation No. PER-01/LAPS-SJK/I/2021 on Mediation Rules and Procedures provides clarity regarding the enforceability of mediation agreements in fictitious bank loan disputes, but the obligation to convert mediation agreements into peace deeds is not emphasised in the regulation. A deed of peace has the same power as an inkracht court decision, is final and binding, has perfect evidentiary power, and has executorial power that cannot be challenged or rebutted.Abstrak
Artikel ilmiah ini membahas tentang mekanisme penyelesaian sengketa kredit fiktif pada lembaga perbankan berdasarkan pendekatan mediasi serta kekuatan eksekutorial penyelesaian sengketa kredit fiktif di sektor perbankan melalui mediasi. Metode penelitian menggunakan jenis penelitian yuridis normatif, dengan pendekatan Undang-Undang dan pendekatan konseptual. Sumber data penelitian ini berasal dari data sekunder yang didalamnya meliputi bahan hukum primer, sekunder, dan tersier. Semua bahan hukum dianalisis menggunakan metode analisis deskriptif analitis. Hasil penelitian ini menunjukkan bahwa mekanisme penyelesaian sengketa kredit fiktif di lingkungan lembaga perbankan melalui mediasi tidak menggunakan mekanisme mediasi yang diatur dalam Peraturan Bank Indonesia (PBI) Nomor: 8/5/PBI/2006, sebagaimana telah dirubah dengan Peraturan Bank Indonesia Nomor 10/1/PBI/2008 tentang Mediasi Perbankan, karena memilki keterbatasan ruang lingkup penyelesaian sengketa, maka dari itu acara mediasi merujuk pada Peraturan LAPS SJK No. PER-01/LAPS-SJK/I/2021 tentang Peraturan dan Acara Mediasi. Hanya saja, polemik penyelesaian sengketa secara mediasi terletak pada sejauhmana kekuatan eksekutorial pelaksanaan kesepakatan hasil mediasi tersebut dapat dilaksanakan oleh para pihak/pemohon dengan penuh itikad baik. Keberadaan Peraturan LAPS SJK No. PER-01/LAPS-SJK/I/2021 tentang Peraturan dan Acara Mediasi sudah memberikan kejelasan terkait kekuatan eksekutorial kesepakatan hasil mediasi pada sengketa kredit fiktif perbankan, hanya saja kewajiban untuk mengkonversi kesepakatan hasil mediasi ke dalam akta perdamaian tidak ditegaskan dalam peraturan tersebut. Akta perdamaian memilki kekuatan yang sama seperti putusan pengadilan yang sudah inkracht, bersifat final dan mengikat, memiliki kekuatan pembuktian sempurna, serta memiliki kekuatan eksekutorial yang tidak dapat dilakukan perlawanan ataupun bantahan.

The current research seeks to identify the role of value Creativity capabilities through its dimensions (environmental value, utility value, achievement value, intrinsic value) in addressing the behaviour of the customer boycott, through the mediating role of marketing excellence through its dimensions (service quality, customer retention, innovation of new services, appropriate price, continuous improvement) in Zain Iraq and Asia Cell in the Middle Euphrates region in (Najaf, Karbala, Babylon, Diwaniyah, Muthanna). The problem of the study lies in the main question of what is the nature of the relationship between the capabilities of value Creativity and the behaviour of the customer boycott with the presence of the mediating role of marketing excellence, and the study used the questionnaire to collect data, as it distributed (112) questionnaire forms to a random sample of administrative leaders in (Zain Iraq and Asia Cell), and retrieved (104) forms valid for statistical analysis and the data collected was analysed using a set of statistical tests available in the two statistical programmes (SPSS. V.29, 29 (Amos.V. 29), The results of the study confirmed a number of conclusions, the most important of which is the existence of a role for value Creativity capabilities in addressing the behaviour of the customer boycott through the mediating role of marketing excellence, which means the company's interest in improving the level of customer satisfaction by investing its capabilities by providing services and products that meet their needs.

This article aims to analyze and describe the achievement motivation of adolescents affected by broken homes in the Rese Sengkol Community. This research uses a qualitative approach with data collection in the form of interviews, observations and documentation studies. The results showed that achievement motivation is important for every individual, to achieve their goals and develop their potential. Motivation can come from the family, because one of the functions of the family is to support the morale of its members to achieve, but not all individuals get this. Broken home family situations are one of the causes, broken homes experienced include life separation and death separation, the factors vary, ranging from house separation, economic factors, to unstable emotions from parents. The impact of broken homes experienced by adolescents is not only negative, such as vulnerable psychological conditions, they put this aside with a supportive community environment. The positive impacts of broken homes include becoming independent, mature, and able to adjust. Achievement motivation is illustrated by the existence of factors that influence adolescent achievement motivation including the figures and characteristics of the models they admire, parental expectations, environmental support, and independent parenting. As a community that focuses on the arts. The implementation of achievement motivation in this community is reflected in the paintings and drawings that are exhibited in art exhibitions.

Implementing the Independent Curriculum faces challenges; principals' transformational leadership is needed to improve teacher readiness and performance. This study aims to analyze the principal's transformational leadership implementation in implementing the Merdeka Curriculum at State Senior High School 6, Jambi City by reviewing four main aspects: ideal influence, inspirational motivation, intellectual stimulation, and individual consideration. This research uses qualitative methods with a case study approach through observation, interviews, and documentation of school principals, deputy principal for curriculum, and teachers. The research results show that in the aspect of ideal influence, the school principal has been optimal in providing an example through integrity and commitment. Regarding inspirational motivation, school principals have not been optimal in encouraging teachers to innovate, so learning innovation is still limited. Regarding intellectual stimulation, school principals have not been optimal in encouraging teacher creativity and critical thinking, especially in developing project-based and differentiated learning models. Regarding individual consideration, the principal has been optimal in providing personal support through mentoring and training. Supporting factors include the principal's commitment, training, and adequate facilities. The obstacle faced is the lack of teacher skills in methods. In the Pancasila Student Profile Strengthening Project, conventional methods are still used, and teaching materials are limited. The solutions implemented include regular training, mentoring by young teachers, and collaboration with external parties to support project-based learning.

The child-friendly city program is one of the programs where an area implements a child rights-based development system by trying to integrate several aspects such as government and community commitment and supported by human resources which in implementing it is carried out systematically, structured and sustainable, both in terms of policies that regulate this, to programs or activities. This research tries to see how the implementation of the child-friendly city program in providing special protection for children in Serua Village, South Tangerang. The research approach is qualitative with data collection techniques, namely interviews and documentary studies. This research uses George Edward's implementation theory which includes 4 aspects, namely resources, communication, bureaucratic structure, and disposition. The results showed that the implementation of the child-friendly city program in Serua Village has several success factors that have been carried out well, namely disposition and bureaucratic structure. Disposition is carried out with synergized cooperation between stakeholders, while the bureaucratic structure is well displayed in the form of coordination in the implementation of the child-friendly city. Meanwhile, other aspects that should be improved are communication and resources. Communication in this case is in the form of lack of public awareness and understanding of the program, while resources are related to budget limitations.

 Purpose: The study's aim to highlight how the relationship between the auditing standard Analytical Procedures (520) and reducing audit sample risks, a study according to the standard of auditing (530), and the complementary role between them. The sample chosen for the community matches the financial operations after a thorough assessment using analytical methodologies to gain reasonable certainty that the information presented in the financial statements and management report is reliable, fair, and unbiased. Theoretical framework: The theoretical framework of the study included introductory frameworks for analytical procedures in terms of the concept, objectives and methods they contain, as well as introductory frameworks for the concept of audit samples, their risks and the factors influencing their size, as well as the theoretical relationship between the impact of analytical procedures on audit samples. Design/methodology/methodology: In order to accomplish the aims of the study, the focus was on the inductive approach by highlighting the impact of the relationship to the standard of auditing for analytical procedures (520) in preventing the risks of audit samples, a study according to the standard of auditing (530), and the complementary role between them, And the impact and then the transition to the general path by generalizing the results that have been reached. Also, the deductive approach was relied on to strengthen definitional frameworks for the independent variable, analytical procedures, and the dependent variable, audit samples, through what is contained in books, theses, and scientific research, identifying the general aspects, and delving into the results of the practical side of the study. Findings: The results of the statistical analysis showed the following the existence of a significant relationship between the impact of the methods of analytical procedures in preventing the risks of statistical samples in the audit process. It measures either the significance level (Sig. F) of the model as a whole is (0.000), which is less than (5%) hypothesized by the researcher and should be analytical The analysis accepts the hypothesis of the model that there is a significant effect relationship between the utilization of the analytical procedures approach in the reduction of statistical sampling risk in the audit study based on auditing standards (520, 530). 

in this study was preparation heterocyclic compounds of seven ring know Oxazepine compounds through reaction of schiff base compounds with cyclic anhydride (malic anhydride), schiff bases compounds synthesis by reaction between amins and different aldehyde compounds and the prepared compounds were identification by infrared (IR). The biological activity of the prepared compounds was studied and its effect on two bacteria (Escherichia coli)positive bacteria and (Staphylococcus aureus) negative bacteria.