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This article maps the knowledge structure and evolution of bankruptcy/default prediction research in financial institutions using a bibliometric co-citation approach, which identifies works that are often cited together due to the proximity of their theories, methods, or themes. Bibliographic data were collected from the Web of Science (WoS) for the period 1970-2025, then extracted in a complete bibliographic format and prepared for network analysis. The co-citation procedure is carried out by extracting the reference list, normalizing and unifying citation variations, and preparing a co-citation matrix, which is then visualized and classified using VOSviewer with minimum threshold parameters and normalized association strength. The results of the document ranking based on the number of citations and Total Link Strength (TLS) show the development trajectory of the field from the ratio and Z-Score approach to the logit probabilistic model, the market foundation based on the structural theory of credit risk, the governance perspective supported by agency theory, the dynamic panel methodology/GMM for longitudinal data, to computational waves (neural networks and machine learning) to capture nonlinear patterns of credit scoring. The co-citation map uncovers four main clusters: econometrics & banking risk, structural theory, ratios, and computational, with Merton and Altman acting as the cross-cluster binding nodes. These findings support the design of a more comprehensive early warning system (EWS) by integrating ratio signals, market indicators, governance/agency factors, and ML models to improve accuracy and adaptation.    

This study examines the effect of Good Corporate Governance (GCG), financing quality, Islamic Corporate Social Responsibility (ICSR), and operational efficiency on the financial performance of Islamic Commercial Banks (Bank Umum Syariah/BUS) in Indonesia using a quantitative explanatory approach with panel data regression analysis. The research focuses on 14 Islamic Commercial Banks registered with the Financial Services Authority (Otoritas Jasa Keuangan/OJK) over the 2019–2024 period, resulting in 84 firm-year observations selected through purposive sampling based on the availability of complete annual reports. Financial performance is proxied by Return on Assets (ROA), while GCG is measured using governance indicators disclosed in annual reports, financing quality is represented by Non-Performing Financing (NPF), ICSR is measured using an ICSR disclosure index, and operational efficiency is proxied by the BOPO ratio. The analysis was conducted using EViews version 13. The empirical results show that Good Corporate Governance has a positive and statistically significant effect on financial performance, indicating that stronger governance practices contribute to higher profitability. Financing quality does not exhibit a significant effect on ROA. Conversely, Islamic Corporate Social Responsibility and operational efficiency have a negative and statistically significant effect on financial performance, suggesting that higher operational inefficiency and CSR-related costs may reduce short-term profitability. Overall, this study contributes to the Islamic banking literature by providing empirical evidence on key determinants of financial performance in Islamic Commercial Banks and highlights the importance of strengthening governance practices, improving operational efficiency, and managing ICSR programs more strategically to balance social objectives with long-term financial sustainability, while offering insights for regulators and stakeholders in reinforcing governance frameworks and optimizing Islamic value-based social responsibility.

This study aims to assess the impact of exposure to Carbon Emission Disclosure (CED) and the level of Greenhouse Gas (GHG) emissions on the valuation of companies operating in the Indonesian banking sector. This in-depth study also evaluates the influence of capital structure and intellectual property assets. In addition, this study explicitly examines how financial performance moderates the relationship between these variables and the company's value. Using a quantitative research method, this analysis observed a sample consisting of banking entities listed on the Indonesia Stock Exchange (IDX) from 2020 to 2024. The theoretical framework underpinning this research comprises Legitimacy Theory, Stakeholder Theory, Signal Theory, Preference Order Theory, and the resource-based view (RBV). The results reveal that transparent disclosure of carbon emissions and the accumulation of intellectual capital positively influence the company's value, while GHG emissions and leverage have adverse effects. Crucially, financial performance (ROA) moderates these relationships by weakening the positive impact of carbon disclosure and buffering the negative impact of GHG emissions but does not significantly moderate the effects of capital structure or intellectual capital. These findings offer practical guidelines for banking management to align environmental sustainability practices with financial strategies to enhance corporate value.