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Akhzdor, Abdaniel Aulasamai; Kusumastuti, Anie Eka

JAPSI (Journal of Agriprecision and Social Impact) 2026 CV. Komunitas Dunia Peternakan

Cattle farming plays a strategic role in rural economic development by generating employment, supplementary household income, and contributing to food and nutritional security. However, in Indonesia, most smallholder cattle enterprises remain traditional and small-scale, leading farmers to treat livestock farming primarily as a secondary livelihood. While previous studies have largely focused on technical adoption and production performance, limited attention has been given to farmers’ psychological interest as a foundation for sustaining livestock enterprises. Therefore, this study aims to analyze the level of community interest in cattle farming and examine the influence of farmers’ characteristics (age, education level, herd size, number of family dependents, farming experience, and primary income) on such interest. A quantitative survey was conducted involving 34 cattle farmers in Taji Village, Jabung District, Malang Regency, selected using total sampling. Data were collected through structured questionnaires and analyzed using multiple linear regression. The findings reveal that community interest in cattle farming is generally high, as reflected in emotional (3.93), cognitive (3.81), and conative (3.74) dimensions measured on a four-point Likert scale. Regression results indicate that age has a significant positive effect (p = 0.022), whereas farming experience has a significant negative effect (p = 0.025) on interest levels. Other variables show no statistically significant influence. These findings highlight that psychological engagement in cattle farming is shaped more by demographic and experiential factors than by formal education or income level. The study contributes to the literature by positioning interest as a psychological determinant of livestock sustainability. Policy implications emphasize the urgency of risk-mitigation extension programs to address farmer burnout, incentivized intergenerational knowledge transfer, and cooperative-based institutional support to ensure smallholder livestock sustainability.

Panca Ardhi Noer Cahaya; Irdha Yunianto; Ayyub Hamdanu Budi Nurmana M. S

JURNAL ILMIAH KOMPUTER GRAFIS 2026 UNIVERSITAS STEKOM

Local wisdom, particularly traditional snacks, constitutes an essential part of national cultural identity that needs to be introduced from an early age. However, observations at SDN 1 Tanggungharjo revealed that students' understanding of traditional snacks remains low, compounded by a lack of contextual and engaging visual learning media. This study aims to design an illustrated book titled "Belajar Jajanan Tradisional" (Learning Traditional Snacks) as a local wisdom-based educational medium for grades 3–6 students at SDN 1 Tanggungharjo. The Design Thinking method was employed through five stages: Empathize, Define, Ideate, Prototype, and Test. Data were collected through direct observation, teacher interviews, and student questionnaires. The outcome is a 20-page digital illustrated book in A5 PDF format covering four traditional snacks — klepon, dadar gulung, apem, and kue lapis — with content encompassing their origins, philosophy, cultural values, ingredients, and preparation processes. The applied design elements include character personification, vector cartoon style, bright color palettes based on the snacks' natural colors, rounded sans-serif typography, and a charactercentered layout tailored to the cognitive characteristics of students aged 9–12 years. Trial results demonstrated that the illustrated book effectively enhanced students' understanding of and interest in traditional snacks, while receiving positive feedback from teachers as a contextual and meaningful supplementary medium for thematic learning. 

Nurul, Amelia; Nurul, Amelia; Nuralvianti, Regita

JURNAL ILMIAH KOMPUTER GRAFIS 2026 UNIVERSITAS STEKOM

Image Quality Assessment has become an important research area in computer vision due to the increasing use of digital imaging in medical, industrial, and remote sensing applications. This study conducted a Systematic Literature Review (SLR) using articles retrieved exclusively from the Scopus database. A total of fifteen Scopus-indexed articles were selected through the PRISMA process consisting of identification, screening, eligibility, and inclusion stages. The findings indicated that convolutional neural networks, transformer architectures, and no-reference approaches dominated recent studies because of their ability to capture complex visual features and improve evaluation accuracy. The application domain strongly influenced method selection, particularly in medical imaging, industrial quality control, and remote sensing. Deep learning methods achieved high performance but required large datasets and high computational resources. Overall, recent research trends shifted from traditional image enhancement toward artificial intelligence-based quality evaluation.

Dwi Arief Rahman; DMuhammad Yasin

JURNAL RISET MANAJEMEN DAN EKONOMI 2026 Institut Teknologi dan Bisnis (ITB) Semarang

The development of digital financial technology has accelerated the transition from cash-based to cashless payment systems across various economic sectors, including traditional markets. One of the most widely adopted innovations is the Quick Response Code Indonesian Standard (QRIS), which offers convenience, speed, and security in financial transactions. This study aims to analyze the role of digital financial literacy in supporting the utilization of QRIS and its implications for the profitability and business sustainability of traditional market traders in Surabaya. The study employed a descriptive qualitative approach, with data collected through observation and documentation of traders' transaction activities. The findings indicate that the utilization of QRIS among traditional market traders remains suboptimal. This condition is influenced by limited digital financial literacy, insufficient technological skills, and the readiness of business owners to adopt digital payment systems. In addition, concerns regarding transaction security and limited technological competence, particularly among elderly traders, remain significant barriers to digital transformation. Nevertheless, digital financial literacy has been shown to improve transaction efficiency, facilitate financial record-keeping, reduce transaction errors, and support more effective business management. Therefore, strengthening digital financial literacy is a strategic factor in optimizing QRIS adoption to enhance profitability and ensure the long-term sustainability of traditional market businesses in the digital economy.

Cynthia Cynthia; Ahmad Syari; M. Fatchurahman

Bhinneka: Jurnal Bintang Pendidikan dan Bahasa 2026 Universitas Palan

This study aims to analyze the implementation of Dayak local wisdom values in the Merdeka Curriculum at public elementary schools in Pulang Pisau Regency, Central Kalimantan. Dayak local wisdom, which encompasses values such as mutual cooperation, solidarity, tolerance, environmental awareness, and respect for cultural traditions, plays a significant role in shaping students' character amid the challenges of globalization and the disruptive era. This research employs a qualitative approach using a case study method. The research participants include school principals, teachers, students, and educational stakeholders from several public elementary schools in Pulang Pisau Regency. Data are collected through observations, in-depth interviews, documentation, and literature reviews. Data analysis is conducted using an interactive model consisting of data reduction, data display, and conclusion drawing. The findings are expected to provide a comprehensive description of how Dayak local wisdom values are integrated into the planning, implementation, and evaluation of learning activities within the Merdeka Curriculum framework. Furthermore, the study seeks to identify supporting and inhibiting factors affecting the implementation of local wisdom in educational practices and to formulate strategic recommendations for strengthening character education and preserving local culture in elementary schools. The results are expected to serve as a reference for educational policy development that promotes cultural preservation and enhances the quality of learning in accordance with the socio-cultural context of local communities.

Dewi Afriyani Putri Siregar; Hataya Zalfa; Jheny Ferlisya Syahara; Ananda Arumbinang; Hoktaviandri Hoktaviandri

Jurnal Nakula : Pusat Ilmu Pendidikan, Bahasa dan Ilmu Sosial 2026 Asosiasi Riset Ilmu Pendidikan Indonesia

This article examines the relationship between Islam and the local traditions of the Minangkabau community in West Sumatra, Indonesia. The focus covers three main issues: the historical process of Islamization, the philosophy of Adat Basandi Syarak, Syarak Basandi Kitabullah (ABS-SBK), and the coexistence of the matrilineal kinship system with Islamic inheritance law. Using a qualitative approach through systematic literature review of peer-reviewed journals published between 2020 and 2025, the study synthesizes findings from multiple academic sources. The results reveal that Islam entered Minangkabau gradually through trade and the surau educational institution, rather than through forced conversion. The resulting ABS-SBK philosophy meaning customary law is grounded in Islamic law, which is grounded in the Quran serves as a comprehensive life guide integrating religious norms with adat practices. The matrilineal inheritance system (pusaka tinggi) coexists with Islamic inheritance law (faraid) through a functional distinction: communal ancestral property follows adat, while individually acquired property follows Islamic law. Contemporary challenges such as globalization, urbanization, and weakened institutional roles of adat leaders threaten the vitality of ABS-SBK, though cultural revitalization efforts show promising resilience. This study concludes that Minangkabau represents a unique model of Islam-culture integration in the Indonesian archipelago.

Bambang Dwi Waluyo; Achmad Bayu Chandrabuwono

Tabsyir: Jurnal Dakwah dan Sosial Humaniora 2026 STAI YPIQ BAUBAU, SULAWESI TENGGARA

Haul Guru Sekumpul is one of the biggest religious traditions in Indonesia that brings together millions of participants from various regions to commemorate KH. Muhammad Zaini Abdul Ghani, better known as Guru Sekumpul. This activity not only serves as a religious commemoration, but also reflects the value of togetherness, solidarity, and deep spirituality. This research aims to reinforce the argument that in fact the feedback process between group involvement and emotional reactions strengthens solidarity, both in mechanical and organic contexts, thus creating deeper social bonds. Thus, mechanical and organic solidarity are not separate but interrelated. Through a qualitative approach, this research analyzes how mechanical and organic solidarity interact with each other in the context of this activity. The results show that mechanical solidarity, characterized by shared values and beliefs, serves as the foundation for a more complex organic solidarity, where individuals with different roles depend on each other. The findings also serve as a critique of Émile Durkheim's theory of solidarity. In addition, the use of social media and traditional media plays an important role in disseminating information and organizing activities, creating a sense of community among congregants. This is also a new additional factor that is in line with the changing times but was previously undeveloped during Émile Durkheim's time. Thus, Haul Guru Sekumpul is not only a religious event, but also a symbol of collective power that binds people in a common goal, creating a harmonious and respectful community.

Muklis Siregar; Hasyimsyah Nasution; Zulkarnaen Zulkarnaen

Tabsyir: Jurnal Dakwah dan Sosial Humaniora 2026 STAI YPIQ BAUBAU, SULAWESI TENGGARA

The use of hermeneutics in Qur'anic studies has long generated debate among Muslim scholars. Some view hermeneutics as a methodological tool that can bridge the historical distance between the revealed text and contemporary life, whereas others regard it as an epistemological threat that may weaken the authority of the Qur'an. This article aims to analyze the arguments of both proponents and critics and to identify possible areas of convergence. Using a descriptive-analytical approach and library research, this study examines relevant works by scholars who support and oppose the application of hermeneutics in Qur'anic interpretation. The findings show that proponents, such as Fazlur Rahman, Nasr Hamid Abu Zayd, and Mohammed Arkoun, argue that hermeneutics can enrich interpretive methods and help contextualize meaning. Conversely, critics, such as Adian Husaini and scholars who emphasize the authority of established tafsir traditions, argue that hermeneutics emerged from the problems of Biblical interpretation and therefore cannot be applied directly to the Qur'an, which is believed to retain its authenticity. The study concludes that the debate stems from different theological assumptions about text, revelation, and interpretation. It recommends the selective adaptation of hermeneutics as a supporting analytical tool, not as a replacement for the science of tafsir.

Elis Pirna; Trio Saputra

Journal of Administrative and Sosial Science (JASS) 2026 Sekolah Tinggi Ilmu Administrasi (STIA) Yappi Makassar

Mangrove forests are high-value coastal ecosystems that have the potential to be developed as sustainable ecotourism destinations. This study aims to analyze the development of Mangrove Forest Tourism in Kampung Kayu Ara Permai, Sungai Apit District, Siak Regency based on the three pillars of sustainable tourism of the World Tourism Organization (UNWTO), namely environmental, economic, and socio-cultural sustainability. The method used is a descriptive qualitative approach through literature studies and semi-structured interviews with regional managers. The results of the study show that this area has a good mangrove ecosystem with nine species and an average Tourism Suitability Index (IKW) of 76.89% (Suitable/S2 category). From an economic perspective, eight non-timber forest products (NTFPs) downstream products and community-based homestay models have created an equitable distribution of benefits for residents. The socio-cultural dimension is supported by the authenticity of the coastal Malay tradition that is still preserved. However, the three dimensions face challenges in the form of the absence of protection regulations, the absence of a government fixed budget, and low public participation in management evaluation. This study recommends the issuance of regional regulations, the establishment of tourism BUMDes, and the strengthening of community participation as the foundation for sustainable ecotourism development.  

Afifah Indriastuti; Eka Yuli Astuti; Widodo Widodo

JURNAL ILMIAH PENDIDIKAN KEBUDAYAAN DAN AGAMA 2026 CV. ALIM'SPUBLISHING

  Abstract.. The development of modernization in corn farming in Kalibareng Village, Patean District, Kendal Regency has the potential to cause the loss of traditional terms used by the farming community. This study aims to describe and analyze the lexicon of corn farming in Kalibareng Village, Patean District, Kendal Regency, and to reveal the lexical and contextual meaning contained therein. This study uses a descriptive qualitative approach with  field research and semantic studies as the main approach. Data were obtained through participatory observation, in-depth interviews, and documentation of corn farmers in Kalibareng Village. The results show that there are 44 lexicons divided into three categories, namely cultivation processes, agricultural tools, and agricultural materials. The lexical meaning in the lexicon refers to the basic meaning according to its referent, while the contextual meaning is influenced by the situation of use in agricultural activities. The contextual meanings found include process context, time context, and function context. This study shows that the corn farming lexicon not only functions as a communication tool, but also represents local knowledge, culture, and farming experiences of the Kalibareng Village community that have been passed down from generation to generation.

Ignasius Alvedo Hasan; Agustinus Risno; Jilbertus Fernando Samo Langoarang; Yohanes De Ngedu; Adrianus Banao +1 more

JURNAL ILMIAH PENDIDIKAN KEBUDAYAAN DAN AGAMA 2026 CV. ALIM'SPUBLISHING

A crucial issue currently facing the Church is its stance on building good and harmonious relationships with all other belief systems within its own community. Although dogmatically the Church explicitly expresses its openness to all religious practices and piety lived out by the faithful according to their traditional beliefs, the Church remains cautious so that in building relationships through dialogue, the traditions of the Church are not lost. This paper aims to highlight the relationship between the Catholic faith and the traditional belief system of the Manggarai people in light of the dogmatic constitution Nostra Aetate. Nostra Aetate is one of the key documents resulting from the Second Vatican Council that addresses the current reality of religious diversity. Through this document, the Church seeks to declare its commitment to reflecting on the fact that all humanity shares a single origin and a single ultimate goal: God Himself. The beliefs or religious system of the Manggarai people is implicitly monotheistic, namely Mori Jari dedek Ema pu’un kuasa. On this basis, the Church sees that the same concept exists in Catholic doctrine. In this study, the author uses qualitative research with a text analysis approach. Text analysis is a methodology in qualitative research that aims to interpret and analyze texts based on their context.

Rifki, Rifki; Madi, Madi; Sulasri , Sulasri

JURNAL ILMIAH PENDIDIKAN KEBUDAYAAN DAN AGAMA 2026 CV. ALIM'SPUBLISHING

This study aims to describe the implementation of the Poago tradition in Kapoa Barat Village, South Buton Regency, identify the Islamic values embedded within it, and explain its role as a form of local wisdom in the community. The research employed a descriptive qualitative approach. Data were collected through observation, interviews, and documentation involving traditional leaders, religious leaders, village officials, tradition practitioners, and local community members. Data analysis was conducted through data reduction, data presentation, and conclusion verification. The findings reveal that the Poago tradition continues to be preserved as an integral part of the community’s cultural life and serves as a medium for strengthening social relationships among residents. The tradition embodies various Islamic values, including gratitude, mutual assistance, deliberation, social bonding, togetherness, and social care. These values reflect the harmonious integration of Islamic teachings and local cultural traditions. In addition to functioning as a means of cultural preservation, the Poago tradition contributes to strengthening social solidarity and serves as a medium for transmitting religious and moral values to younger generations. Therefore, the Poago tradition can be regarded as a form of local wisdom that remains relevant in maintaining social harmony and religious life within the community.

Muchtar, Abdul Haris; Mariah; Winanto, Sujoko; Akifah, Andi Nur; Azizah, Alifa Nur +3 more

Societal Serve: Journal of Community Engagement and Services 2026 Pusat Riset dan Inovasi Nasional Mabadi Iqtishad Al Islami

This study examines the implementation of a Figma-based UI/UX training program aimed at improving digital design literacy among students at Qotrun Nada Islamic Boarding School, Jakarta. The program was developed to address the limited digital competencies and practical design skills commonly found among santri in traditional Islamic educational environments. Using a project-based learning and mentoring approach, participants were introduced to fundamental concepts of User Interface (UI), User Experience (UX), and collaborative digital design using Figma. The activities included workshops, practical design exercises, mentoring sessions, and prototype development projects. The findings demonstrated significant improvements in students’ digital literacy, communication skills, teamwork, creativity, and confidence in using technology. Students successfully produced simple website prototypes that reflected basic usability and visual design principles. Furthermore, the integration of digital literacy training within the pesantren environment showed that technological skill development can be harmonized with Islamic educational values and community empowerment initiatives

Santoso, Seger; Qalbia, Farah

This qualitative literature review synthesizes current evidence on how investors navigate climate risk, legal liability, and portfolio strategy by reassessing the financial role of brown assets in high carbon transition contexts. The review finds that carbon intensive assets, traditionally viewed as stranded or declining, may provide conditional hedging value when policy trajectories remain uncertain, green technologies are not yet fully scalable, and transition risks are uneven across sectors. Legal liability emerges as a powerful driver of portfolio decisions, as fiduciaries face increasing scrutiny regarding climate disclosure, risk governance, and alignment with net zero commitments. The synthesis reveals that the strategic value of brown assets is dynamic rather than static, depending on regulatory convergence, technological maturity, and institutional investor risk preferences. Overall, the review highlights the interplay between climate related litigation pressures and investment strategy, emphasizing the need for adaptive risk assessment frameworks in a rapidly evolving transition landscape.

Saidala , Ravi Kumar; Pashayev, Amirkhan; Hasanov, Tofig

TechComp Innovations: Journal of Computer Science and Technology 2026 Pusat Riset dan Inovasi Nasional Mabadi Iqtishad Al Islami

This study explores the role of artificial intelligence in strengthening cybersecurity threat detection frameworks for next-generation network environments. The rapid expansion of cloud computing, Internet of Things ecosystems, and distributed digital infrastructures has significantly increased cybersecurity risks and operational vulnerabilities. Traditional cybersecurity systems often struggle to detect sophisticated and evolving threats due to their dependence on static detection mechanisms. Using a qualitative research approach and content analysis method, this study examines recent developments in artificial intelligence, machine learning algorithms, and intelligent cybersecurity frameworks. The findings indicate that AI-driven cybersecurity systems improve real-time threat detection, anomaly identification, automated monitoring, and predictive security analysis. Machine learning technologies such as Random Forest, Support Vector Machine, and deep learning models demonstrate strong potential for enhancing intrusion detection accuracy and reducing false positive rates. The study also identifies critical challenges related to ethical governance, privacy protection, computational complexity, and adversarial attacks in AI-based cybersecurity systems

Purwanto, Ahmad Nur Ihsan; Dzulkefly, Nur Hazwani; Iftikhar, Umna

TechComp Innovations: Journal of Computer Science and Technology 2026 Pusat Riset dan Inovasi Nasional Mabadi Iqtishad Al Islami

Political disinformation has become one of the most critical challenges in contemporary digital democracies due to the rapid expansion of social media ecosystems. This study investigates the effectiveness of machine learning approaches in detecting political disinformation across online platforms such as Twitter, Facebook, and political discussion forums. Using a qualitative research design with a content analysis approach, the study examines linguistic manipulation, emotional narratives, sentiment polarity, and behavioral communication patterns embedded in misleading political content. The findings indicate that deep learning models, particularly Long Short-Term Memory (LSTM) architectures, demonstrate superior performance in identifying contextual and semantic inconsistencies compared to traditional machine learning algorithms. The study also reveals that algorithmic amplification, echo chambers, and coordinated bot activities significantly contribute to the rapid spread of political misinformation. Furthermore, the research highlights the importance of ethical artificial intelligence governance, transparency, and digital literacy in strengthening democratic resilience and protecting information integrity within digital communication environments

Hossain, Md. Safaet; Sakib, Mohammad Shakibul Hasan; Shis, Md. Rayhan Ahmed; Ahmed, Sakib; Fudail, Md.

TechComp Innovations: Journal of Computer Science and Technology 2026 Pusat Riset dan Inovasi Nasional Mabadi Iqtishad Al Islami

Modern food supply chains, particularly those involving essential commodities like rice, often suffer from major challenges such as product fraud, inefficient record-keeping, and a lack of consumer trust. Traditional centralized systems are prone to data tampering, limited transparency, and poor traceability, making it difficult to verify the authenticity and origin of goods. To address these issues, our research introduces TraceRoot, a blockchain-based traceability framework designed to enhance transparency, accountability, and trust in agricultural supply chains.TraceRoot leverages the immutability and decentralization of blockchain technology to maintain a secure, distributed ledger that records every transaction and movement of goods across the supply chain. Each stakeholder including farmers, distributors, retailers, and consumers has role-based access to authenticated data through a user-friendly interface. The framework integrates smart contracts to automate transactions and digital signatures to verify the integrity of the data being uploaded, minimizing the risk of human error or manipulation

David Ricardo; Mahmud Arif

The contemporary moral crisis, marked by the prevalence of hoaxes, corruption, intolerance, and hedonism, demands a strategic response from the Islamic tradition. This research aims to actualize Prophet Muhammad's (PBUH) moral exemplariness as a strategy for strengthening Muslim character. Using a qualitative literature review method with a thematic-integrative approach, this study analyzes primary sources (the Quran, authentic hadiths, classical Islamic texts) and secondary sources (national and international academic journals). The findings identify five dimensions of Prophetic exemplariness (siddiq, amanah, rahmah, zuhud, hikmah) that directly correspond to 24 character strengths in Peterson and Seligman's Values in Action (VIA) framework. This research formulates four actualization strategies: internalization through contemporary Sufism, behavioral modeling (uswah fi'liyah), moral community reinforcement (al-biah al-shalihah), and Islamic digital literacy. The primary contribution of this research is an integrative model linking Prophetic moral values with modern character psychology, supplemented by an integration table mapping moral crises, Prophetic values, and character-strengthening strategies. This model is intended to serve as an operational framework for Islamic educational institutions, families, and Muslim communities in addressing moral crises systematically and evidence-based.

Istyanto, Febry; Liza Virgianti; Ika Wijayanti; Sophian Aswar

Jurnal Kesehatan Tropis Indonesia 2026 PT. LARPA JAYA PUBLISHER

Background: The rising global burden of hypertension presents a massive public health challenge, with its mitigation heavily tied to modifiable dietary factors. Among these, the escalating intake of sugar-sweetened beverages (SSBs) has emerged as a significant dietary risk. Objectives: This study aims to synthesize recent epidemiological evidence regarding the association between various types of sweetened beverages and the risk of hypertension. Methods: A narrative-analytical review was conducted by retrieving observational studies and meta-analyses published between 2023 and 2026 from the Scopus database using explicit keyword combinations targeting SSBs, prospective cohorts, and blood pressure outcomes. Findings: Synthesized data reveals that high consumption of traditional SSBs significantly increases hypertension risk by 13% (RR: 1.13) and elevates systolic blood pressure in children, primarily driven by excess liquid calories. Artificially sweetened beverages (ASBs) show a 14% risk increase in observational data, potentially confounded by reverse causation, whereas acute pure fructose ingestion triggers rapid transient blood pressure elevation. Energy drinks induce rapid 24-hour blood pressure spikes due to high caffeine content. Conversely, 100% pure fruit juice exerts a protective effect (RR: 0.74) via endothelial-improving polyphenols, while honey demonstrates a neutral effect. Implications: Public health policies must implement aggressive regulatory interventions, such as taxation on SSBs and energy drinks, alongside targeted dietary counseling that differentiates between harmful liquid sugars and protective natural fruit juices.

Grace Yulianti; Sigit Pramono Hadi

Corporate insolvency regimes have long been designed around efficiency, creditor recovery, and procedural certainty, frequently marginalizing the human, social, and distributive consequences of corporate failure. This qualitative literature review seeks to reconceptualize insolvency as a multidimensional institutional process by integrating the principles of humanity, resilience, and equity, with the objective of developing fairness metrics for more inclusive insolvency systems. Drawing on interdisciplinary scholarship from insolvency law, corporate governance, economic sociology, and normative political theory, this study systematically synthesizes peer reviewed literature published between 2000 and 2024 using a structured qualitative thematic analysis. The review identifies three interrelated dimensions shaping inclusive insolvency outcomes. First, humanity-oriented approaches emphasize stakeholder vulnerability, dignity preservation, and procedural justice, particularly for employees, involuntary creditors, small suppliers, and local communities affected by corporate collapse. Second, resilience based perspectives frame insolvency not merely as an endpoint of failure but as an adaptive governance mechanism that enables organizational recovery, institutional learning, and broader systemic stability. Third, equity focused frameworks highlight the importance of proportional and context sensitive loss allocation, stakeholder participation, and intertemporal fairness in distributing the economic and social costs of insolvency. By integrating these dimensions, the study develops a conceptual framework of fairness metrics that extends beyond traditional efficiency-driven indicators, offering normative and analytical tools for evaluating insolvency systems in a more holistic manner. The findings contribute to insolvency scholarship by bridging fragmented theoretical strands and advancing a human-centered and resilience oriented understanding of corporate failure. The review further suggests that insolvency regimes embedding humanity, resilience, and equity are more likely to enhance institutional legitimacy, stakeholder trust, and long term economic sustainability, thereby providing a robust foundation for future empirical research and policy reform.