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The increasing complexity and scale of modern cybersecurity threats necessitate the development of advanced systems capable of efficiently detecting, analyzing, and mitigating incidents in real time. This paper proposes an automated framework for digital forensics and incident response that leverages big data analytics and real time network traffic profiling. The framework integrates cutting-edge technologies, including Apache Spark for real time data processing and Hadoop for scalable data storage, combined with machine learning models like LSTM and Autoencoders to detect anomalies and threats in network traffic. By automating the process of incident detection and response, this framework significantly reduces the time required to identify threats and improves the accuracy of forensic evidence correlation across heterogeneous network environments. The study highlights the advantages of using machine learning models and big data tools to address the limitations of traditional manual and semi-automated systems, which often struggle to keep pace with large-scale data generation. Testing results demonstrate that the proposed framework can handle large data volumes efficiently, providing real time, actionable insights with significantly reduced response times. Additionally, the framework improves forensic analysis by enabling the correlation of evidence from different devices and protocols, making it more effective than traditional methods in identifying the root cause of security incidents. However, challenges related to data heterogeneity, scalability, and system integration were encountered during testing. The proposed framework holds promise for significantly enhancing the efficiency and effectiveness of cybersecurity operations, with future work focusing on further integration of advanced AI techniques and machine learning models for dynamic and adaptive incident response.

This research aims to develop a multiclass flower image classification system using the Convolutional Neural Network (CNN) algorithm with the EfficientNet architecture. The main problem addressed is the difficulty of manual identification of flower species that share high visual similarity. The research stages include collecting 17,299 flower images across 19 classes, performing data preprocessing such as image resizing, pixel normalization, and augmentation, followed by model training using the EfficientNet transfer learning approach. The model was trained for 10 epochs with an 80:20 training-validation data split. The evaluation results show that the model achieved a validation accuracy of 98.05% with a loss value of 0.0968, and an average precision, recall, and F1-score of 0.98. The trained model was then implemented into a web-based application built using the Next.js framework, enabling users to upload flower images and obtain real-time classification results via the Hugging Face API. The system successfully identified flower species with a confidence level of 99.87%. These findings demonstrate that combining a modern CNN architecture with transfer learning provides efficient and highly accurate flower classification performance, which can be effectively implemented for educational and digital conservation purposes.

The integration of Customer Relationship Management (CRM) and Enterprise Resource Planning (ERP) systems has emerged as a critical strategy for modern digital enterprises aiming to enhance customer experience and operational efficiency. This study examines the impact of CRM-ERP integration on customer satisfaction, personalized service, and organizational responsiveness. By adopting a mixed-methods approach, this research combines quantitative customer data analysis and qualitative managerial interviews to assess the benefits and challenges of CRM-ERP integration. Key findings highlight significant improvements in customer experience, with increased satisfaction and personalized interactions facilitated by a unified view of customer data. Operational efficiencies were also realized through streamlined processes, better alignment of departments, and enhanced decision-making based on real-time, data-driven insights. Despite these positive outcomes, challenges such as system integration complexities, data fragmentation, and resistance to change were identified, which hindered the speed of integration and full utilization of the systems. This study demonstrates that CRM-ERP integration provides a competitive advantage by improving both customer service and business agility, particularly in industries undergoing digital transformation. For digital enterprises, integrating these systems is crucial for maintaining a seamless customer experience across various touchpoints and achieving greater operational effectiveness. The paper concludes by suggesting future research on the long-term impact of CRM-ERP integration on customer loyalty, business growth, and the potential role of emerging technologies like AI and blockchain in further enhancing these systems.

Equitable vaccine distribution is a global issue that has received increasing attention, especially since the increasing need for vaccines in the face of modern pandemics. This study aims to analyze the inequality in vaccine distribution and the factors influencing vaccine hesitancy through a descriptive qualitative approach, utilizing literature studies and supporting data in the form of graphs. The analysis results show that high-income countries have significantly greater access to vaccines than middle- and low-income countries, creating inequalities that impact public health protection. Furthermore, levels of vaccine hesitancy were found to vary across social groups, with adolescents being the group with the highest rate of rejection due to the influence of misinformation and low trust in health institutions. These findings confirm that the success of a vaccination program is determined not only by the availability of equitable distribution but also by public acceptance, which is influenced by social, psychological, and ethical factors. Overall, this study emphasizes the importance of applying bioethical principles such as justice, beneficence, and autonomy in formulating effective and inclusive vaccination policies.

Contemporary defense and security challenges now come from both non-military threats (such as cyber attacks, disinformation campaigns, and economic pressure) and military threats (traditional armed force). These often operate in the gray zone, meaning actions are taken below the threshold of armed conflict as defined under international law. This situation signals the rise of modern armed conflict, which is growing more intense and causing a crisis in International Humanitarian Law (IHL) enforcement. This study aims to describe modern armed conflict and its challenges to IHL. The research used a normative juridical approach and analyzed statutes. Legal materials reviewed included various international legal instruments, which were examined qualitatively and normatively. The results show that modern armed conflict challenges International Humanitarian Law with non-linear conflicts (conflicts with unclear frontlines or participants), proxy actors (groups acting on behalf of states), and cyber threats or propaganda. Therefore, IHL should be updated to include more comprehensive regulations

In the context of both public organizations and Small and Medium Enterprises (SMEs), inefficient business processes remain a significant challenge. Fragmented information systems often hinder the optimization of these processes, leading to slower decision-making, redundant efforts, and increased operational costs. This study aims to analyze and optimize business processes by utilizing integrated information systems (IIS), providing a comparative analysis between the two sectors. The theoretical framework explores key theories such as Business Process Management (BPM) and the integration of information systems for process optimization. Previous studies highlight the differences in how IIS implementation impacts the public and SME sectors, noting challenges such as data silos, legacy systems, and resistance to change. A case study analysis methodology was employed to assess the effectiveness of IIS across both sectors. Business Process Modeling (BPMN) was used to visualize business processes before and after optimization, and process performance was measured through key metrics such as time reduction, error rates, and cost efficiency. The results show that IIS integration improved business process efficiency by an average of 28%, with reductions in redundancy and faster decision cycles observed in both sectors. Public organizations benefited from enhanced service delivery and better resource management, while SMEs gained competitive advantages through streamlined operations and increased responsiveness to market demands. The comparison reveals that integrated systems had a greater operational impact than traditional isolated process reengineering methods. Public organizations faced more regulatory and governance challenges, while SMEs leveraged their flexibility for faster integration. Recommendations for both sectors include focusing on overcoming barriers such as resistance to change and investing in system modernization. Future research should explore the long-term effects of IIS integration and further sector-specific comparisons.

This article explores the relevance of Thomas Aquinas’ concept of bonum commune (the common good) in shaping a Christian leadership paradigm amid the global and national leadership crisis, particularly in Indonesia. The phenomena of corruption, abuse of power, and weak moral orientation indicate the absence of the common good as the guiding principle in contemporary political practices. Employing a qualitative library research method, this study analyzes Aquinas’ thought, the Scriptures, Catholic social teaching, and modern literature on theology and political philosophy. The findings reveal that bonum commune serves as a fundamental principle that integrates moral, spiritual, and social dimensions of leadership. Within the Christian perspective, the principles of service, justice, love, and participation find their philosophical and theological foundation, with Jesus Christ as the Good Shepherd as their ultimate model. This article emphasizes that Christian leadership rooted in bonum commune is not about domination but about servant leadership oriented toward the common good, social justice, and human dignity. A reinterpretation of Aquinas’ thought in the modern context highlights the need to understand bonum commune through dialogue, participation, and respect for pluralism. Therefore, Christian leadership in the light of bonum commune remains relevant as an alternative paradigm for building a more just, transparent, participatory, and humane society

Financial literacy and lifestyle are two important factors influencing students' ability to manage their personal finances. Students are in a transitional phase toward financial independence and are therefore required to make rational financial decisions amidst the influence of modern lifestyles. This study aims to understand how students interpret financial literacy and lifestyle in their daily financial management practices. This study used a qualitative approach with descriptive methods. Data were collected through in-depth interviews and observations of active students from various backgrounds. The results indicate that students generally understand the basic concepts of financial literacy, such as managing pocket money and preparing a simple budget. However, the application of this financial literacy is often suboptimal due to the influence of a consumptive lifestyle and social pressures. This study provides important implications for the development of contextual financial literacy education programs in higher education environments. The implication of this research is the importance of developing financial literacy education programs that are more contextual and relevant to students' lifestyles so they can manage their personal finances more wisely and effectively.

The development of Islamic Religious Education in Banjar Land represents a long historical process marked by social, political, and religious transformations. Since the era of traditional da‘wah conducted by ulama through halaqah, surau-based instruction, and religious study circles (majelis taklim), the Islamic education system in this region has continuously evolved, eventually giving rise to formal educational institutions such as madrasahs and Islamic-based schools. This study aims to chronologically describe these historical dynamics, examine the factors influencing educational change, and analyze the roles of ulama, the Banjar Sultanate, and community institutions in the transformation of Islamic education. The research employs a qualitative method with a historical approach, involving the stages of heuristics, source criticism, interpretation, and historiography. Data were collected from scholarly literature, local manuscripts, and the works of Banjar ulama. The findings indicate that the transformation of Islamic education in Banjar Land, from the period of Islamization to the emergence of madrasahs and Islamic Religious Education in public schools, occurred through at least three major phases: (1) family- and community-based traditional da‘wah through langgar (prayer houses) and halaqah institutions; (2) the establishment of modern madrasahs in the twentieth century as a response to colonialism and modernity; and (3) the integration of Islamic education into the formal national education system in the post-independence era. This study affirms that Islamic education in Banjar Land possesses distinctive characteristics, is adaptive in nature, and is deeply rooted in local culture.

The rapid growth of the culinary industry in Purwokerto has led to the emergence of numerous coffee shops with unique and competitive concepts. La Puerto Coffee & Eatery stands out as one of the leading businesses by implementing a green building concept and modern industrial design. This study aims to analyze the business processes of La Puerto using the SWOT and Value Chain methods to identify its strategic position and sustainable development opportunities. The research adopts a descriptive qualitative approach through direct observation, interviews with management and customers, and literature review. The results show that La Puerto’s main strengths lie in its eco-friendly concept, strategic location, and high-quality service, while its weaknesses include limited digitalization and underdeveloped marketing strategies. The Value Chain analysis reveals that most primary activities are effective; however, digital integration needs improvement to enhance efficiency and value creation. Overall, the combination of SWOT and Value Chain analyses provides a comprehensive understanding of business potential, suggesting that digital transformation, service innovation, and community-based marketing are key strategies for sustaining La Puerto Coffee & Eatery’s competitiveness in the dynamic culinary industry.  

The management of material and labor costs at Gregors Barbershop is still manual and not formally structured, resulting in wastage of consumable materials, suboptimal labor utilization, and difficulties in determining service prices that align with the expected profit margins. Material costs, such as hair gel, tissues, disposable razors, and alcohol/disinfectants, are not recorded systematically, leading to frequent mismatches between stock and actual needs, while labor costs are calculated improvisationally without considering productivity and service targets. This activity aims to improve the ability of owners and employees to plan, control, and evaluate operational costs systematically, ensuring efficiency, resource optimization, and business profitability. The method uses an applied, hands-on approach, including the identification of partner needs, preparation of relevant training modules, direct operational mentoring, and evaluation with follow-up. The object of the activity is Gregors Barbershop in Batu Aji District, Batam City, which offers services such as modern men’s haircuts, classic shaves, shaving, hair treatments, and the sale of grooming products like pomade and hair oil. The results show increased efficiency in the use of consumable materials, more productive labor management, more systematic cost planning, and the ability to set service prices in line with costs and profit margins. It is recommended to implement a digital recording system and productivity-based incentives to ensure more accurate cost control, more efficient operations, and sustainable business profitability.

Modern retail expansion in Situbondo Regency has intensified competitive interaction with traditional markets, making it important to map differences in market structure, firm conduct, and performance outcomes. This study compares (i) market structure using concentration indicators (CR4 and the Herfindahl–Hirschman Index/HHI), (ii) competitive conduct (pricing practices, promotional intensity, service attributes, and relationship patterns), and (iii) performance proxies (sales turnover and selected price efficiency measures) within the SCP framework. The analysis applies a descriptive quantitative approach supported by targeted primary observations and questionnaire-based information, and complemented by official statistics and regulatory documents. Traditional-market samples include Panji, Besuki, and Panarukan markets, while modern-retail samples include local outlets of Indomaret, Alfamart, and Basmalah. Results indicate that traditional markets are relatively unconcentrated (CR4 = 38.0%; HHI = 744), consistent with a competitive structure dominated by many small vendors. Modern retail is more concentrated (CR4 = 77.0%; HHI = 1,644), suggesting moderate concentration and a tendency toward local oligopoly. Average monthly turnover per unit is higher for modern retail (IDR 36.36 million) than for traditional vendors (IDR 15.63 million). Price efficiency varies across commodities: some items show near parity, while several fresh commodities remain cheaper in traditional markets. Policy implications point to balanced local governance: zoning and permitting for modern stores, continuous revitalization of traditional markets, and strengthened MSME partnership schemes to ensure healthy and inclusive competition.

This research examines the effectiveness of narcotics crime investigation by the Narcotics Investigation Unit (Satuan Reserse Narkoba) from the perspective of Indonesia's Criminal Procedure Code (KUHAP) and related legislation. The study also analyzes the juridical-normative obstacles encountered during investigation processes, along with potential solutions under Indonesian positive law. As an extraordinary crime, narcotics offenses require precise and legally sound investigation methods. However, investigative practices often face challenges due to inconsistencies between legal norms and field implementation, limited resources, and the absence of clear regulations on special investigative techniques such as wiretapping and controlled delivery. This normative legal research employs statutory and conceptual approaches, analyzing primary legal materials including Law Number 8 of 1981 (KUHAP), Law Number 35 of 2009 on Narcotics, and various implementing regulations. The findings indicate that narcotics investigations are not yet optimal due to weak technical regulations, disharmonized laws between KUHAP and the Narcotics Law, overlapping authority between the Police and the National Narcotics Agency (BNN), and a lack of protection for whistleblowers and witnesses. The legal gap in regulating special investigation methods creates uncertainty in evidence admissibility. Proposed solutions include regulatory reform through KUHAP revision, improving investigator competence through specialized training, utilizing modern technology, strengthening inter-agency coordination, and enhancing internal and external oversight mechanisms. Legal reform and institutional synergy are essential to enhancing the overall effectiveness of narcotics investigations in Indonesia.

Patient safety is often viewed exclusively as the responsibility of clinical personnel. However, administrative errors occurring during the admission process and documentation stages constitute major contributors to medical risk. This study aims to explore the strategic role of administrative staff in strengthening patient safety culture and mitigating medical risks through effective communication coordination. A narrative literature review was conducted extensively using the Scopus, PubMed, and Web of Science databases, covering publications from 2014 to 2024. Data were analyzed using a thematic synthesis approach. The findings identify four main themes: administrative staff as information gatekeepers, the role of health information technologies (HIS/EMR) in bridging communication gaps, collaboration barriers arising from hierarchical structures, and the need for an Interprofessional Shared Governance framework. Administrative accuracy in the early phases of care is proven to be critical in preventing latent errors with potentially fatal consequences. Strengthening patient safety culture requires the integration of administrative staff through cross-departmental training, standardized communication protocols, and non-punitive incident reporting systems. Administrative staff are not merely bureaucratic support personnel but are key actors within the modern hospital patient safety ecosystem.

The gap between academic curriculum content and modern industrial needs is often an obstacle for fresh graduates in the Information Technology field, particularly in the rapidly evolving Artificial Intelligence (AI) sector. This study aims to identify the relationship patterns among technical competencies (hard skills) most demanded by the global industry. The method employed is Association Rule Mining with the Apriori algorithm to discover association rules between skills, and Network Graph Analysis to visualize the topological map of these competencies. The research dataset covers 15,000 AI job vacancies from the 2024-2025 period, analyzed in depth using Support, Confidence, and Lift Ratio evaluation parameters to validate the strength of relationships between items. The results show that Python is the central competency with the highest frequency of occurrence. Strong association rules were found indicating that proficiency in TensorFlow has a high probability of requiring Python proficiency. The Network Graph visualization reveals three main competency clusters: Data Engineering Ecosystem, Deep Learning, and Infrastructure. These findings offer a strategic foundation for aligning curricula with the job market. Focusing on strengthening the identified competency clusters is expected to directly enhance the relevance and work readiness of graduates.

Perkembangan teknologi digital yang semakin pesat mendorong perubahan besar dalam dunia pendidikan, sehingga pembelajaran abad ke-21 tidak hanya menekankan pemahaman materi, tetapi juga menuntut penguatan empat kompetensi inti atau 4C, yaitu berpikir kritis, kreativitas, komunikasi, dan kolaborasi. Integrasi teknologi menjadi kebutuhan penting untuk menciptakan pengalaman belajar yang lebih interaktif, adaptif, dan berpusat pada peserta didik. Penelitian ini bertujuan mensintesis temuan dari sebelas artikel ilmiah yang membahas implementasi teknologi dalam mengembangkan keterampilan 4C pada pembelajaran modern. Metode yang digunakan adalah studi literatur dengan menelaah fokus, desain, serta hasil penelitian dari setiap artikel, kemudian mengintegrasikannya melalui analisis tematik untuk memperoleh gambaran yang lebih menyeluruh. Hasil kajian menunjukkan bahwa berbagai bentuk teknologi seperti platform pembelajaran digital, aplikasi mobile, media interaktif, kecerdasan buatan, serta perangkat kolaboratif mampu memberikan dampak signifikan terhadap peningkatan kemampuan peserta didik. Teknologi terbukti memperkuat kemampuan berpikir kritis melalui kegiatan analisis informasi dan pemecahan masalah berbasis digital; meningkatkan kreativitas melalui pembuatan konten multimedia dan eksplorasi ide; memperluas kemampuan komunikasi melalui diskusi virtual, presentasi digital, dan interaksi sinkron maupun asinkron; serta mendorong kolaborasi melalui proyek kelompok berbasis platform daring yang memudahkan koordinasi dan pembagian tugas. Secara keseluruhan, integrasi teknologi memberikan kontribusi besar terhadap pengembangan 4C, meskipun keberhasilannya tetap sangat dipengaruhi oleh kesiapan guru, dukungan sarana, serta desain pembelajaran yang tepat. Temuan ini menegaskan pentingnya peningkatan kompetensi digital pendidik dan penguatan lingkungan belajar berbasis teknologi agar keterampilan 4C dapat dioptimalkan dalam pembelajaran abad 21. Kata kunci: Pembelajaran Abad 21; Keterampilan 4C; Integrasi Teknologi; Pembelajaran Modern; Literasi Digital

The concept of Human Rights in the perspective of modern Islamic law according to Abdullah Ahmed An-Naim emphasizes the importance of prioritizing humanitarian values ​​as a central part of Islamic law. An-Naim proposes that Islamic law needs to undergo a comprehensive reconstruction to remain in line with the development of the times without losing its Islamic elements. According to him, the Universal Declaration of Human Rights is a very important tool to maintain the dignity, honor, and rights of all individuals throughout the world. An-Naim also encourages the elimination of all forms of violence and emphasizes the importance of recognizing humans as subjects that must be valued and respected, as well as providing sufficient space for human rights values ​​in public contexts and rejecting the application of sharia as an oppressive state law, but rather as a moral guideline that is more flexible and appropriate to the conditions of today's society.

This manuscript does not aim to resolve ideological, historical, or religious claims over territory. Instead, it examines how contemporary forms of power shape protracted conflict through governance mechanisms that regulate land, labor, and resources. Drawing on conflict transformation theory, political economy, and critical governance studies, the article argues that dominant peace frameworks—centered on territorial partition, security coordination, or economic cooperation—are structurally limited because they leave asymmetric governance arrangements intact. These arrangements enable control without political integration, allowing domination to persist even in the absence of formal annexation. By reframing territorial maximalism as a governance project rather than a purely ideological aspiration, the study demonstrates how expansionist ambitions are operationalized through regulatory authority over space, mobility, and economic life. The case illustration of Jericho shows how localized stability and development initiatives can coexist with deep structural dependency when governance authority is not shared. Economic activity and administrative capacity, often interpreted as indicators of progress, may instead stabilize unequal power relations. To address these limitations, the article advances the concept of cooperative territorial governance as a pathway for conflict transformation independent of final-status agreements. By institutionalizing shared authority over labor regulation, land use, and resource management, this framework challenges governance-based domination and offers a pragmatic foundation for transforming the structural conditions sustaining modern territorial conflicts.

Modernity, driven by technological advancements and significant social transformations, introduces new challenges to the relevance of Islamic law. This article aims to explore the evolution of Islamic legal thought, providing a clear distinction between classical and contemporary epistemological foundations. It also addresses the urgency of reforming Islamic law to align with the modern era. The research uses a qualitative approach, including literature review and normative-theological analysis, to better understand the shifts within Islamic legal frameworks. The study highlights that modernity has facilitated the expansion of the istinbāṭ method, strengthened the focus on maqāṣid al-syarī‘ah, and encouraged a more contextual and dynamic interpretation of Islamic texts. The research further emphasizes the critical need for epistemological reform within Islamic law to ensure that it remains relevant, adaptive, and capable of fulfilling the legal, social, and moral needs of contemporary society. Such reform is essential for Islamic law to continue being effective and applicable in today’s rapidly changing world.

This study discusses the practice and meaning of Sholawat Amrik as a living tradition that develops in the Ahlus Shafa wal Wafa Islamic Boarding School, Sidoarjo, East Java. Sholawat Amrik is not only practiced in a series of formal ritual worship, but also is present continuously in the daily lives of students and worshippers, such as before meals, after prayers, in routine recitations, and various other collective spiritual activities. This shows that prayer is understood not just as a verbal reading, but as a religious practice that is alive and integrated with the daily pattern of Islamic boarding schools. This study aims to analyze the role of Sholawat Amrik in the process of internalizing religious values, strengthening spirituality, forming religious habits, and strengthening social relations in the pesantren community. The research approach used is qualitative with phenomenological methods, through participatory observation, in-depth interviews, and documentation studies. Data analysis was carried out by linking the findings to Glock and Stark's theory of religiosity, Charles Duhigg's theory of habit formation, and the concept of tazkiyatun nafs in the Sufism tradition of Imam al-Ghazali. The results of the study show that Sholawat Amrik has theological-spiritual, psychological, and social dimensions that contribute to purification of the soul, inner peace, and community solidarity. This practice forms a sustainable religious habit through a cue–routine–reward pattern, so that it becomes an integral part of the lifestyle of students and can be understood as a sufistic heritage that remains relevant in the modern era.