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Suhartini Suhartini

International Journal of Management and Digital Sciences 2026 International Forum of Researchers and Lecturers

The restructuring of Indonesian state-owned enterprises (SOEs) and their subsidiaries following the establishment of Danantara has generated new organizational demands, particularly regarding employees’ psychological preparedness for change. This article develops a quantitative research framework to examine the effects of change communication, transformational leadership, job insecurity, and organizational culture on employees’ readiness for change, with perceived organizational support serving as a moderating variable. The study is designed as an explanatory survey targeting employees of PT Krakatau Steel subsidiaries affected by restructuring. Data are intended to be collected using a five-point Likert-scale questionnaire and analyzed through partial least squares structural equation modeling (PLS-SEM). The article proposes that change communication, transformational leadership, and organizational culture positively influence readiness for change, whereas job insecurity exerts a negative effect. In addition, perceived organizational support is expected to strengthen the positive effects of change communication, transformational leadership, and organizational culture while attenuating the negative effect of job insecurity. The article contributes to the organizational behavior literature by offering a contextually grounded framework for understanding employee responses to restructuring in SOE subsidiaries. It further highlights the strategic importance of organizational support in sustaining employees’ readiness to navigate changes in governance, work systems, and organizational direction.

Sri Yuliyanti Mozin; Regina Alfanesya Machmud; Regina Rahmadani Ismail; Nurul Rabiatul Adawiyah; Ralda Ivanka A Labino

Studi Administrasi Publik dan ilmu Komunikasi 2026 Asosiasi Peneliti Dan Pengajar Ilmu Sosial Indonesia

Abstract This study aims to analyze the legal basis and mechanisms for implementing Minimum Service Standards (MSS) in public service delivery in Indonesia. As a strategic instrument, the MSS is designed to ensure the fulfillment of citizens' constitutional rights through quality basic services. Using qualitative research methods with a juridical-normative approach, this study evaluates the extent to which the implementation of the MSS has been able to create equitable access to services and identifies crucial factors influencing its success. The results indicate that although the MSS has a solid legal basis through Law No. 23 of 2014 and Government Regulation No. 2 of 2018, the reality on the ground still shows significant gaps. Implementation of this policy is often hampered by low organizational capacity at the regional level, limited human resource (HR) competency, inaccurate sectoral data, and weak inter-institutional coordination. This study concludes that the effectiveness of the MSS is highly dependent on strengthening regional fiscal capacity, political commitment of leadership, and the integration of valid data-based planning. This is necessary to achieve social justice and equitable welfare within the framework of a welfare state in Indonesia.

I Wayan Gama

International Journal of Communication, Tourism, and Social Economic Trends 2026 Asosiasi Penelitian dan Pengajar Ilmu Sosial Indonesia

This study aims to explore the shift in students' ethical paradigms regarding the use of Generative Artificial Intelligence (AI) and its relationship to the phenomenon of plagiarism. Using a qualitative approach with the theoretical frameworks of Jean Baudrillard's Simulacra and Pierre Bourdieu's Habitus, this study examines how AI technology is changing the nature of scientific work. The results show the normalization of AI use as a new "digital habitus," where 83% of students consider AI a legitimate research tool, but on the other hand, it creates a condition of "Aesthetics Without Substance." The main findings reveal a reduction in originality where academic honesty is only measured through technical scores (such as Turnitin), rather than intellectual depth. The comparison between authentic and AI-based writing indicates the risk of systemic intellectual atrophy. In conclusion, this study recommends the need for a redesign of educational evaluation systems that focus on processes and verbal dialectics to mitigate the impact of pseudo-competence on college graduates.

Ahmad Irfansyah Rosyadi; Salsabila Syifana Alkamila; Khairun Nisa; Hapip Udin; Fadhil Rozin Asyam

Deposisi: Jurnal Publikasi Ilmu Hukum 2026 International Forum of Researchers and Lecturers

Prodeo legal aid is one of the ways in which the state fulfils its responsibility to guarantee access to justice for economically disadvantaged members of the public. However, its implementation still faces challenges, particularly budgetary constraints, meaning that not all applications for prodeo legal aid can be processed. This issue arises in Industrial Relations Court (PHI) cases at the Banjarmasin District Court. This study aims to examine the implementation of prodeo services in PHI cases and to analyse these budgetary constraints from a constitutional law perspective. The methodology employed is a normative legal approach with an empirical focus, utilising a review of legislation, interviews, observations, and a literature review. The research findings indicate that prodeo is a service for litigation at no cost, funded by the state through the State Budget Allocation (DIPA). In 2025, a budget of Rp. 33,728,000 was only sufficient to handle 13 cases, meaning the service depends on the availability of funds. This situation reflects a gap between the constitutional guarantee of access to justice and practice on the ground. Therefore, improvements are needed in budget planning, allocation, and management, as well as the strengthening of the role of Legal Aid Posts and Legal Aid Institutions to enhance access to justice for the underprivileged.

Robertus Umbu Zogara; Cecilia Dai Payon Binti Gabriel; Dian Fransiska Ledi

Mars: Jurnal Teknik Mesin, Industri, Elektro Dan Ilmu Komputer 2026 Asosiasi Riset Teknik Elektro dan Informatika Indonesia

This study aims to design and develop a web-based Eweta Village Tourism Promotion Information System using the Codeigniter Framework to facilitate the dissemination of information on village tourist destinations to the community and tourists. Lokomboro Village has natural and cultural tourism potential that has not been optimally managed, especially in terms of digital promotion. This system was built using the Waterfall software development method, which includes the stages of requirements analysis, system design, implementation, testing, and maintenance. This web-based system is equipped with features such as tourist attraction information, photo galleries, tourism activity schedules, and contact details for managers. The CodeIgniter Framework was chosen for its advantages in MVC structure, which facilitates code management, security, and application scalability. Testing results show that the system is capable of displaying promotional information interactively, responsively, and accessible at any time by interested users, making it suitable for use as a tourism promotion medium for Pada Eweta Village.

Ayu Aprilia; Syafriadi Syafriadi; Nova Eliza fitri; Vitri Agustin; Riska Hasanatun Jannah

Jurnal Riset Rumpun Matematika dan Ilmu Pengetahuan Alam 2026 Pusat riset dan Inovasi Nasional

Human activities, from household to industrial operations, generate liquid waste that poses a threat to the environment. Before discharge, liquid waste should be treated to ensure it is safe for release into the environment. This study aims to evaluate the effectiveness of a hybrid ozonation-adsorption method with varying contact times. This study collected leachate samples from the Rajabasa Landfill and used fly ash from the Tarahan Coal-Fired Power Plant as the adsorbent. First, the study used contact times of 20, 40, 60, and 80 minutes for ozonation. Subsequently, the 80-minute sample proceeded to the adsorption stage and was ultimately tested against six parameters. The measured parameters included COD, TSS, TDS, turbidity, UV254, and DO. The results showed that the 80-minute ozonation process significantly reduced TSS, TDS, and DO levels. However, the ozonation process still left intermediate compounds, which were subsequently removed by adsorption. Ultimately, the combination of the two processes yields good results, particularly for COD and UV254. This aligns with the theory that ozonation breaks down complex compounds while the adsorbent absorbs residual pollutants. This hybrid process achieves a 45.47% reduction in COD and an 87.83% reduction in UV254.

Aprilinda M. Harahap; Syahrina Suhilah Siregar; Lolo Ate Karina Berutu; Lia Agita Sari; Andre Selamat Sinaga +2 more

Jurnal Ilmu Pendidikan, Politik dan Sosial Indonesia 2026 Asosiasi Peneliti dan Pengajar Ilmu Hukum Indonesia

This study aims to analyze the political strategies implemented by the Partai Keadilan Sejahtera faction in advocating community aspirations within the North Sumatra Provincial Regional House of Representatives. The research employs a qualitative approach using a descriptive method. Data were collected through interviews, observation, and documentation. Interviews were conducted with Hannah May Lisa as a PKS staff member and Riduansyah as a faction expert staff at the DPRD Secretariat of North Sumatra. The results indicate that the PKS faction’s political strategy in advocating public aspirations involves several stages: gathering community aspirations through recess activities and direct communication with constituents, internal faction discussions to determine priority issues, and political communication and collaboration with other factions and the regional government. In addition, the role of faction expert staff is essential in providing policy analysis and supporting data for the decision-making process. Therefore, faction political strategies play an important role in ensuring that public aspirations are accommodated in regional public policies.

Zul Khaidir Kadir

Jurnal Ilmu Pertahanan, Politik dan Hukum Indonesia 2026 Asosiasi Peneliti dan Pengajar Ilmu Hukum Indonesia

This article examines honor killing in North Africa as a form of gender-based violence rooted in family honor, patriarchal control, and social change that has not yet produced a stable new order. The research employs normative legal methods through statutory, case, and comparative criminal law approaches across three representative jurisdictions, namely Egypt, Morocco, and Tunisia. The primary legal materials include criminal provisions on homicide, adultery, mitigating excuses, and the protection of women, with particular attention to Article 237 of the Egyptian Penal Code, Articles 418 and 491 of the Moroccan Penal Code, the repeal history of Article 207 of the Tunisian Penal Code, Article 236 of the Tunisian Penal Code, and Law No. 58 of 2017 on Eliminating Violence Against Women. The findings show that honor in this region operates as a social mechanism for regulating women’s bodies, sexuality, mobility, and life choices, reinforced by community pressure, reputational stigma, and family-based moral legitimacy. Social transition does not remove this logic; instead, it reshapes conflict and diversifies forms of control, ranging from threats, confinement, coercion, and the criminalization of sexual morality to homicide itself. On the legal plane, Egypt and Morocco still retain norms that soften criminal responses in certain situations linked to adultery, whereas Tunisia has moved in a more progressive direction by abolishing explicit mitigation and strengthening protection for women, even though the regulation of sexual morality has not been fully abandoned.

Muhammad Dhimas Khoirul Alam; Ruben Theofilus Chrysostomus; Anggi Sri Haryati Simarmata

Konsensus : Jurnal Ilmu Pertahanan, Hukum dan Ilmu Komunikasi 2026 Asosiasi Peneliti Dan Pengajar Ilmu Sosial Indonesia

The development of information technology has transformed civil dispute resolution mechanisms in Indonesia, most notably through the issuance of Supreme Court Regulation (PERMA) Number 3 of 2022 on Electronic Mediation in Courts. Despite the normative framework it provides, the implementation of electronic mediation continues to face persistent challenges, particularly regarding limited digital infrastructure, low digital literacy among disputing parties, and insufficient technical capacity of mediators. More critically, when electronic mediation fails to produce a settlement agreement, the subsequent enforcement of civil court decisions encounters serious normative gaps not yet adequately addressed by existing legal instruments. This study aims to identify and analyze the causes of civil judgment enforcement failures arising in the context of failed electronic mediation under PERMA Number 3 of 2022, and to propose normative solutions for the identified regulatory gaps. Using a normative juridical method supported by statutory, conceptual, and case approaches, this study finds that the primary causes of enforcement failure include the absence of clear legal standards governing electronically signed peace deeds, weak synchronization between PERMA Number 3 of 2022 and civil procedural law on execution, and procedural obstacles in enforcing decisions that originate from electronic proceedings. This study recommends targeted regulatory reform to ensure that peace agreements resulting from electronic mediation carry unambiguous executorial force and that enforcement mechanisms are adapted to accommodate the distinctive characteristics of electronic dispute resolution.

Desak Kadek Era Dewi Susanti; Ni Putu Rai Yuliartini; Dewa Gede Sudika Mangku

Mahkamah : Jurnal Riset Ilmu Hukum 2026 Asosiasi Peneliti dan Pengajar Ilmu Hukum Indonesia

This research aims to examine the provisions and status of probation as a principal punishment in the National Criminal Code, as well as its relevance to achieving the objectives of reforming the penal system in Indonesia. The research design employed is normative legal research using a legislative and conceptual approach. The data utilized consists of secondary data obtained through a literature review, analyzed using qualitative descriptive techniques. The results of the research show that probation under Law No. 1 of 2023 on the Criminal Code has been established as one of the principal penalties that can be directly imposed by a judge, thus no longer merely a component of conditional sentences as in the old Criminal Code. This regulation reflects a paradigm shift in sentencing from a retributive approach toward a rehabilitative and restorative approach by providing offenders with the opportunity to remain within the community under supervision. However, its implementation still faces challenges, including the absence of comprehensive technical regulations, potential conflicts of norms, and institutional limitations in carrying out supervision. Therefore, supervised probation holds significant relevance as a more humane sentencing alternative, although it requires strengthened regulations and a supervision system to ensure its effective and consistent application.

Aminudin J. Dunggio; Dian Ekawty Ismail; Erman I. Rahim

International Journal of Law, Crime and Justice 2026 Asosiasi Penelitian dan Pengajar Ilmu Hukum Indonesia

The purpose of this writing is to analyze Article 14 of Law Number 31 of 1999 jo. Law Number 20 of 2001 concerning the Eradication of Corruption has a delegative character, because its enactment depends on the provisions of other laws that expressly declare a violation as a criminal act of corruption. The construction of these norms in practice gives rise to ambivalence in law enforcement, especially when various acts that are detrimental to state finances occur in strategic sectors that are not explicitly qualified as corruption crimes in sectoral laws. This condition has the potential to create a legal vacuum and hinder the effectiveness of eradicating corruption as an extraordinary crime. This study aims to analyze the practice of implementing Article 14 of the Law on the Eradication of Corruption and examine these provisions from the perspective of legal certainty, justice, and criminal law policy. The research method used is normative legal research with a legislative approach and a case approach. Research data was obtained through literature studies on primary, secondary, and tertiary legal materials that were analyzed qualitatively. The results of the study show that the delegative and limiting nature of Article 14 has implications for the low predictability of the law and opens up ambivalence between norms and law enforcement practices. In reality, law enforcement officials often apply the Corruption Crime Law to acts that are normatively outside the scope of Article 14, taking into account the existence of state financial losses and the interests of substantive justice. Therefore, Article 14 needs to be interpreted systemically and progressively and supported by the reformulation of norms and harmonization of laws and regulations to be in line with the dynamics and complexity of modern corruption crimes.

Eunike Eunike; Lidiawati Lidiawati; Matius Kalatiku

jurnal Riset Rumpun Agama dan Filsafat 2026 Pusat Riset dan Inovasi Nasional

This study explores the dynamics of children’s character formation within Christian families in the digital era from the perspective of church parents. Employing a descriptive light mixed-methods design, the study integrates survey data and semi-structured interviews to obtain both quantitative and qualitative insights. The findings indicate that digital media has become an integral and unavoidable part of family life, making children’s character formation highly dependent on parental guidance, reflective communication, and consistent faith-based education at home. Parents face various challenges related to time constraints, limited digital literacy, and the increasing exposure of children to external values that may not align with Christian teachings. At the same time, many parents actively utilize technology as a supportive and accessible tool for spiritual learning and moral development. The study concludes that character formation is shaped not merely by technology itself but more significantly by the quality of family relationships and parental role modeling grounded in Christian values. Therefore, the findings recommend strengthening faith-based digital literacy among parents and enhancing church–family collaboration to foster more holistic, balanced, and sustainable character development in children.

Doni Sagitarian Warganegara; Rinaldi Bursan

International Journal of Management and Digital Sciences 2026 International Forum of Researchers and Lecturers

The architecture of consumer decision-making has completely changed due to the quick development of recommendation systems based on artificial intelligence (AI). The majority of earlier studies saw algorithms as instruments for forecasting and maximizing preexisting preferences. This study, however, makes a different claim: algorithmic curation actively shapes preferences rather than just reflecting them. This study creates and evaluates a structural model that examines the impact of algorithmic curation intensity on perceived search autonomy, identity resonance, affective evaluation, and the development of initial preferences. The model is based on identity-based consumption theory and the literature on human-AI interaction. The study's findings, which are based on survey data from Generation Z consumers and Structural Equation Modeling (SEM) analysis, demonstrate a contradictory dynamic: algorithmic curation improves identity resonance and directly influences initial preferences while simultaneously decreasing feelings of autonomy. The primary mediating mechanism that links algorithmic exposure to emotional assessment and preference creation is identified as identity resonance. In addition to introducing the concept of algorithmic consumer formation as a new conceptual framework for comprehending consumer behavior in the AI-based digital era, our findings expand the notion of bounded rationality toward algorithmically bounded agency.

Berlie Kleinfelter Neonufa; Martino Handoyo

Jurnal Kesehatan dan Kedokteran 2026 Lembaga Pengembangan Kinerja Dosen

Background: Autoimmune Hemolytic Anemia (AIHA) is a rare immunological condition that causes the destruction of red blood cells through autoantibodies. Case Presentation: This report discusses the case of a 38-year-old woman who presented with complaints of weakness and acute dizziness at RedaBolo, with a history of recurrent anemia over the past six months. Physical examination revealed clear signs of hemolysis, including icteric sclera and splenomegaly. Laboratory findings confirmed severe anemia (Hb 5.0 g/dL) with varied peripheral blood cell morphology (spherocytes, schistocytes, and teardrop cells). The diagnosis was supported by a positive Coombs test and hyperbilirubinemia.  Management: The therapeutic strategy focused on hemodynamic stabilization through transfusion of 4 units of packed red blood cells (PRC), immunosuppression with methylprednisolone 125 mg/day, and gastric protection. Conclusion: These interventions yielded satisfactory results, with the patient achieving significant clinical improvement and a hemoglobin level of 9.5 g/dL by the fourth day of treatment.

Ilma Rizka Ramadhanti; Nasihudin Nasihudin; Ani Yanti Ginanjar

Mutiara Pendidikan dan Olahraga 2026 Asosiasi Riset Ilmu Pendidikan Indonesia

This study aims to improve student engagement and learning outcomes in the subject of Natural and Social Sciences (Ilmu Pengetahuan Alam dan Sosial / IPAS) through the implementation of the Auditory, Intellectually, Repetition (AIR) learning model in a fourth-grade elementary school class. The initial problem indicated that student engagement in learning was still low, at 37.5%, with learning mastery reaching only 33.3% and an average class score of 68.0, which did not meet the Minimum Mastery Criteria (KKM) of 75. Therefore, improvement efforts were needed through the implementation of a more active and student-centered learning model. This study employed a Classroom Action Research (CAR) approach conducted in two cycles, where each cycle consisted of planning, action, observation, and reflection stages. The research subjects were 24 fourth-grade students. Data collection techniques included observation of student engagement, learning outcome evaluation tests, field notes, and documentation. Student engagement data were analyzed using percentages, while learning outcomes were analyzed through mean scores and the percentage of classical learning mastery. The results showed a significant improvement in each cycle. In Cycle I, student engagement increased to 62.5%, with learning mastery reaching 54.17% and an average score of 74.29, although it had not yet achieved classical completeness. In Cycle II, student engagement increased to 87.5%, with learning mastery reaching 100% and an average score of 85.42. These improvements indicate that the implementation of the AIR model was able to gradually and sustainably enhance both the learning process and outcomes. Based on these findings, it can be concluded that the Auditory, Intellectually, Repetition (AIR) learning model is effective in improving student engagement and learning outcomes in IPAS. This model can serve as an alternative learning strategy to create a more active, systematic, and student-centered learning environment.

Nia Plania Sitompul; Hari Ghanesia Istiani

DIAGNOSA: Jurnal Ilmu Kesehatan dan Keperawatan 2026 International Forum of Researchers and Lecturers

Fine motor skills in preschool children begin to develop, where they can use their fingers to write, draw, and so on. The developmental stages of each child are the same, namely the maturation of motor organs. At this age, it is seen as a very important phase because an individual experiences very rapid development. The purpose of this study was to determine the effect of a combination of finger painting and origami activities on the fine motor development of children aged 4-6 years at Cikal Depok Kindergarten in 2025. The research method used in this study was a Quasy experiment design with one group pre-test-posttest. Data analysis was obtained using a non-parametric test of marginal homogeneity with a p-value of 0.007 <0.05, meaning there is an effect of the combination of finger painting and origami activities on the fine motor development of children aged 4-6 years at Cikal Depok Kindergarten in 2025. The conclusion is that finger painting and origami can provide a stimulus for the motor development of children aged 4-6 years. Suggestion: Children's developmental stages can be stimulated with various other teaching aids, finger painting and origami are effective teaching aids.

Intan Kumalasari; M. Tri Riansyah; Ayu Febri Wulanda

DIAGNOSA: Jurnal Ilmu Kesehatan dan Keperawatan 2026 International Forum of Researchers and Lecturers

Undernutrition among children under five remains a significant public health challenge in Indonesia, including in Ogan Ilir District. This condition can adversely affect growth, cognitive development, and immune function. This study aimed to determine the risk factors associated with undernutrition among children under five in the working area of Seri Tanjung Public Health Center, Ogan Ilir District, in 2025. This was an analytical study with a cross-sectional design. A total of 95 children under five were selected using cluster sampling. Data were collected through structured interviews using a questionnaire and anthropometric measurements of weight-for-age (W/A), then analyzed using the Chi-Square test with a significance level of 0.05. The results showed that economic status (p=0.012; OR=3.25; 95%CI=1.29–8.20), environmental sanitation (p=0.021; OR=2.98; 95%CI=1.18–7.53), infectious diseases (p=0.004; OR=3.85; 95%CI=1.55–9.58), and maternal health history (p=0.037; OR=2.67; 95%CI=1.06–6.74) were significantly associated with undernutrition. The strongest influencing factor was infectious diseases. This study recommends strengthening infection prevention efforts, improving environmental sanitation, providing nutrition education for families, and monitoring maternal health during pregnancy to reduce the prevalence of undernutrition among children under five.

Elsa Meylani; Udi Utomo

Jurnal Riset Rumpun Seni, Desain dan Media 2026 Pusat Riset dan Inovasi Nasional

This study aims to explain how to instill character values ​​through extracurricular drumband activities at SD N 2 Musuk, located in Boyolali Regency. The rationale behind this research is because extracurricular activities are important in shaping students' character in accordance with the institution's vision and mission. The method applied in this study is descriptive qualitative. As research subjects, there are 45 students from grades 4, 5, and 6, and involving the principal, teachers, and coaches as sources of information. Data collection was conducted through observation, interviews, questionnaires, and documentation, which were then analyzed descriptively through data reduction, information presentation, and drawing conclusions. The research findings indicate that character instillation is carried out through a well-planned program and regular, scheduled practice. The character values ​​that were successfully instilled include discipline, responsibility, hard work, independence, collaboration, as well as religious attitudes and tolerance. The results of this activity are increased self-confidence and social skills of students, as well as the achievement of non-academic achievements that are a source of pride for the school.

Muhammad Wahyu Hidayat; Syukriah Syukriah; Husnarika Febriani

Jurnal Riset Rumpun Matematika dan Ilmu Pengetahuan Alam 2026 Pusat riset dan Inovasi Nasional

Consumption of ethylene glycol–containing drugs can cause liver damage. This study aimed to evaluate the hepatoprotective potential of Moringa leaf extract (Moringa oleifera L.) on AST and ALT levels, liver morphology, hepatosomatic index, and liver histology in ethylene glycol–induced white rats (Rattus norvegicus L.). A Completely Randomized Design (CRD) was used with 20 male rats divided into five groups: normal control, ethylene glycol control, and three treatment groups (150, 300, and 450 mg/kg BW). Ethylene glycol was administered for 30 days, while the extract was given for 20 days. Blood samples were collected on day 31. Data were analyzed using One Way ANOVA and Duncan’s test. The results showed significant hepatoprotective effects (P = 0.000). AST and ALT levels in the treatment groups differed significantly from the normal control. Liver morphological changes were observed in both control and treatment groups. The hepatosomatic index, number of normal hepatocytes, and central vein diameter also showed significant differences. In conclusion, Moringa leaf extract demonstrates hepatoprotective potential by reducing AST and ALT levels, improving liver morphology, increasing normal hepatocytes, and decreasing central vein diameter, with the optimal dose at 450 mg/kg BW

Linda Rassiyanti; Rohimatul Anwar

Jurnal Riset Rumpun Matematika dan Ilmu Pengetahuan Alam 2026 Pusat riset dan Inovasi Nasional

Multicollinearity is one of the common issues in multiple linear regression that can lead to instability in the estimation of regression coefficients. This study aims to examine the impact of multicollinearity on regression models and to evaluate the use of Ridge Regression as an alternative estimation method. The study employs simulated data consisting of 1,000 observations, including one dependent variable and four independent variables designed to exhibit high correlation. The analysis begins with model estimation using the Ordinary Least Squares (OLS) method, followed by multicollinearity testing using the Variance Inflation Factor (VIF). The OLS results indicate that most independent variables significantly influence the dependent variable, with a coefficient of determination (R²) of 0.9863. However, the high VIF values reveal the presence of strong multicollinearity in the model. To address this issue, Ridge Regression is applied, with the optimal penalty parameter determined through cross-validation, yielding a lambda value of 4.201589. The results show that the regression coefficients in the Ridge model undergo shrinkage, resulting in greater stability compared to the OLS estimates. Model evaluation indicates that the Mean Squared Error (MSE) for the OLS model is 24.77, whereas the Ridge model produces an MSE of 29.72. Although the Ridge model exhibits a slightly higher MSE, it effectively mitigates the impact of multicollinearity and provides more stable parameter estimates.