The Constitutional Court is a judicial institution in Indonesia which was established on August 13, 2003. The Constitutional Court has the authority regulated in article 24C of the 1945 Constitution and Law Number 24 of 2003 concerning the Constitutional Court which was later updated to Law Number 8 of 2011. The Constitutional Court has a principle in making a decision on the material test of the law against the Constitution, which applies to everyone, final, independent and impartial. The Constitutional Court's (MK) decision regarding the age limit for presidential and vice presidential candidates (presidential and vice presidential candidates) in Case Number 90/PUU-XXI/2023 continues to reap pros and cons. In the decision, the Constitutional Court granted part of the application that tested Article 169 letter q of Law Number 7 of 2017 concerning General Elections. This study aims to identify and analyze disputes over the Constitutional Court Decision Number 90/PUU-XXI/2023 concerning the material test of article 169 letter q of Law number 7 of 2017 concerning general elections in terms of juridical aspects. The research method used is a literature study of the Constitutional Court decision Number 90/PUU-XXI/2023 with a focus on normative legal analysis. The results of the study show that the Constitutional Court's decision Number 90/PUU-XXI/2023 is formally inconsistent with Law Number 49 of 2009 concerning Judicial Power and Constitutional Court Regulation No. 2/PMK/2021.

The purpose of this study is to determine the effect of audit tenure, firm size and firm age on audit delay. The research covers 48 real estate companies on the Indonesia Stock Exchange from 2019 to 2021, purposive sampling techniques. By using the SPSS v24 tool to perform multiple linear regression analysis. The statistical results obtained by the tenure audit and the size of the company are not significant factors affecting the audit delay. Only the age of the company is significant on the audit delay

This study investigates the influence of work satisfaction, organizational culture, and communication on employee engagement within private banks in Central Java. The study's population comprised 150 private bank employees in Central Java, categorized as millennials aged 27 to 41, representing the most significant workforce demographic. Utilizing a non-probability sampling strategy through purposive sampling methodology. Data gathering uses a questionnaire method, with each item evaluated using a Likert scale. The study employed the SEM-PLS technique for data analysis, utilizing the SmartPLS 4.1.0.3 tool for data processing. The research findings indicate that communication positively and significantly influences employee engagement and job satisfaction, while organizational culture also positively and significantly affects both employee engagement and job satisfaction. The mediation test revealed that job satisfaction does not mediate substantially the connection between organizational culture and communication about employee engagement in private banks in Central Java.

Konsep Orientasi Pelanggan sangat penting bagi perusahaan untuk berkembang di era saat ini, dengan memanfaatkan teknologi untuk mendapatkan wawasan yang mendalam tentang perilaku pelanggan mereka. Salah satu alat teknologi tersebut adalah pembelajaran mesin, khususnya yang menggunakan pendekatan pemrosesan bahasa alami (NLP). Penelitian ini menggunakan lima algoritma yang berbeda dan menggabungkan berbagai metode untuk meningkatkan kinerja model machine learning. Melalui penerapan teknik-teknik seperti random over-sampling (ROS) dan ensemble learning, akurasi prediksi keseluruhan untuk kelas minoritas meningkat secara signifikan. Model ensemble yang diintegrasikan dengan ROS mencapai akurasi 0,90 dan mean square error 0,91, mengungguli algoritma lain yang diuji dalam penelitian ini. Pendekatan yang dioptimalkan ini tidak hanya menunjukkan keefektifan pemanfaatan teknologi untuk sebuah perusahaan dapat menerapkan strategi yang berpusat pada pelanggan, tetapi juga menyoroti pentingnya peningkatan metodologi dalam pemodelan prediktif untuk keberlanjutan bisnis.
 
Kata kunci: Klasifikasi Emosi, Pembelajaran Mesin, Pemrosesan Bahasa Alami, Hard Voting, Random Over Sampling.

Penyakit paru-paru, seperti pneumonia dan kanker paru-paru, menjadi masalah kesehatan global dengan tingkat kematian tinggi, terutama dipengaruhi oleh polusi udara, infeksi, dan kebiasaan merokok. Pencegahan dan deteksi dini sangat penting dalam mengurangi dampaknya. Algoritma yang digunakan dalam penelitian ini meliputi Random Forest, XGBoost, dan Logistic Regression. Tujuannya yaitu untuk membandingkan performa tiga algoritma machine learning dalam mengklasifikasikan penyakit paru-paru menggunakan metrik evaluasi seperti, akurasi, presisi, recall, dan F1-score.  Setelah hyperparameter tuning, XGBoost menunjukkan hasil terbaik dengan akurasi 94,44%, presisi 94,98%, recall 94,44%, dan F1-score 94,41%, menunjukkan keseimbangan optimal antara presisi dan recall. Random Forest juga memberikan hasil yang sebanding dengan XGBoost dengan akurasi dan presisi yang tinggi. Sementara itu, Logistic Regression menunjukkan keterbatasan dalam menangani data yang kompleks, dengan performa yang lebih rendah pada seluruh metrik evaluasi. Penelitian ini menunjukkan bahwa algoritma berbasis pohon keputusan seperti XGBoost dan Random Forest lebih unggul untuk klasifikasi penyakit paru-paru, menjadikannya metode yang lebih andal untuk mendukung deteksi dini penyakit ini.
 
Kata kunci: Hyperparameter Tuning, Logistic Regression, Penyakit Paru-paru, Random Forest, XGBoost.

This study aims to determine the implementation of legal protection for women victims of gender-based discrimination within the State Civil Apparatus and submissions to adopt the use of ILO Convention Framework 111 and ILO Convention 190. The formulation of the proposed problem is: How is the effectiveness of salatiga city government regulations and policies in preventing and overcoming gender discrimination experienced by female ASNs in salatiga city government work units and policies that should be taken by salatiga city government in preventing and tackling gender discrimination experienced by female asns. This research includes a typology of normative legal research supported by empirical data. Research data were collected through literature studies, document studies and interviews. The analysis of this study is carried out normatively empirically. The results of this study show that all policies related to Gender Mainstreaming are made for gender-responsive activities eliminate Employment and Job discrimination and violence and harassment in the w. Regarding the effectiveness of the regulations made by the Salatiga City Government, it has not been effective because there are still cases of discrimination and still tries to apply the regulations made to solve cases in Salatiga City. For policies that can further adopt ILO Convention 111 and ILO Convention 190 to implement rules that further orld of work. Of course, it is aligned with the hierarchy of regulations in Indonesia to be held in autonomous regions.

The purpose of this research is to find out the procedure of child adoption at the Oelamasi District Court and the judge's reasoning in granting the application for child adoption with prospective parents over 55 years old. The research method used is empirical research. The results showed (1) The child adoption procedure at the Oelamasi District Court is in accordance with the child adoption arrangements contained in the laws and regulations. Particularly in this case, the child who was adopted was not under the care of a social organization but under the care of the prospective adoptive parents. In addition, in this case the prospective adoptive parents did not fulfill one of the requirements for child adoption contained in Article 13 of the Government Regulation, which in turn is the authority of the judge in accepting or rejecting the application. (2) The judge's reasoning in granting the application for child adoption in Stipulation Number 5/Pdt.P/2023/PN Olm is by referring to the provisions of Article 28 B paragraphs (1) and (2) jo Article 28 D paragraph (1) of the 1945 Constitution of the Republic of Indonesia which prioritizes the principles of justice and the best interests of the child so that even though the age of the Plaintiffs no longer meets the requirements of the legislation because they are more than 55 (fifty five) years old does not have to hinder the noble intentions of the Plaintiffs to adopt a child.

Sustainability reporting has gained prominence worldwide, but its adoption in emerging economies faces significant barriers due to regulatory, financial, and institutional challenges. This paper examines the current state of sustainability accounting practices in emerging markets, focusing on the alignment of corporate social responsibility (CSR) and environmental, social, and governance (ESG) disclosures. The study also investigates the role of accountants in promoting transparency and standardization in sustainability reporting. The research highlights key issues such as lack of infrastructure, limited regulatory frameworks, and the need for capacity building in emerging economies.

This research aims to test and analyze the influence of profitability and company size on corporate social responsibility in mining companies listed on the Indonesia Stock Exchange in 2018-2022. The type of research used is a quantitative method. The type of data used in this research is panel data, namely a combination of time series data and cross section data. The data source used in the research is secondary data. Of the 46 companies in the population in this study, only 13 companies met the criteria. The technique used is purposive sampling. In analyzing the data using Eviews 8 software. Based on the research results, it shows that profitability has no effect on corporate social responsibility and company size has a negative and significant effect on corporate social responsibility.

The highest level of alcohol consumption in education is among students. One of the factors causing the increase in alcohol consumption behavior and the rise in crime cases due to alcohol consumption is a lack of religiosity. Religiosity as the internalization of religious values related to belief in religious teachings. These beliefs are then actualized in human behavior. This research is included in the type of qualitative research with a case study approach. The conceptual boundaries of this research are religiosity, teenagers aged 18 - 21 years, and subjects who live in Village "X". The subjects in this research were teenagers who were alcoholics, both male and female, totaling 5 subjects. In this research, nonprobability sampling technique was used with purposive sampling. Subjects have a level of belief in God, religion and sin in their religion. Having high intentions can influence the subject's level of commitment to carrying out ritualistic activities. Subject knowledge regarding religious knowledge is fulfilled through developing digital media. Subjects' feelings towards ritual activities and their experiences of consuming alcohol vary. subject, no one mentioned behaving well because they were motivated by the teachings of their religion. All subjects felt comfortable with the circle of friends that the subjects were now living in. Factors that influence individuals to consume alcohol are environmental factors and the individual's own desires.