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operations rely heavily on trust and regulatory credibility, stakeholder confidence is
                  closely tied to institutional resilience.
                        From this perspective, ESG engagement can be viewed as a governance mechanism
                  shaping managerial behavior. Integrating environmental, social, and governance
                  considerations into core activities may enhance transparency, mitigate agency conflicts,
                  and constrain excessive risk-taking (Ferrell et al., 2016). These effects support more
                  prudent management and help reduce exposure to financial distress over time.
                        ESG practices may also generate reputational capital. Firms that maintain strong
                  stakeholder relationships are often better positioned to retain support during periods of
                  stress (Lins et al., 2017). For banks, whose stability depends on depositor and investor
                  confidence, such reputational strength can act as a buffer against shocks. Empirical
                  evidence further indicates that higher ESG performance is associated with lower risk and
                  greater stability (Neitzert & Petras, 2021).
                        Legitimacy theory complements this argument by suggesting that firms adopt ESG
                  practices to align with societal expectations and maintain public trust (Suchman, 1995).
                  When embedded in governance structures, ESG engagement is more likely to enhance
                  credibility and contribute to financial stability rather than remain symbolic. In the context
                  of digitalization, greater data availability and regulatory scrutiny further reinforce the
                  importance of governance, enabling ESG considerations to be more systematically
                  incorporated into risk assessment and decision-making processes.
                        2.2. Institutional quality, corruption, and digital governance
                        While firm-level governance is important, it operates within a broader institutional
                  environment. Institutional theory emphasizes that economic outcomes are shaped by
                  formal rules and enforcement mechanisms (North, 1990). Strong institutions support
                  effective supervision, reduce uncertainty, and enhance financial stability (La Porta et al.,
                  1999).
                        In contrast, weak institutional environments are associated with greater agency
                  problems and weaker regulatory discipline. Corruption represents a key manifestation of
                  such weaknesses, reflecting deficiencies in accountability and enforcement.
                        In the banking sector, corruption can distort credit allocation and weaken screening
                  standards, leading to higher risk exposure (Chen et al., 2015). To capture institutional
                  quality, this study relies on the Corruption Perceptions Index (CPI), which provides a
                  widely used cross-country measure of perceived corruption, with higher values indicating
                  stronger corruption control.
                        In the context of digital financial systems, the increasing complexity of financial
                  activities places greater demands on regulatory oversight. When institutional capacity is
                  weak, digitalization may amplify risks rather than mitigate them. Strong institutions
                  therefore remain essential for maintaining stability.
                        2.3. Operational efficiency and risk management
                        Operational efficiency is another key determinant of bank stability. The efficiency
                  ratio reflects cost discipline and managerial effectiveness, with more efficient banks
                  generally exhibiting stronger internal controls (Berger & Humphrey, 1997).
                        Lower efficiency can weaken profitability and reduce capital buffers, making banks
                  more vulnerable to adverse shocks. This deterioration in financial resilience is typically
                  reflected in lower stability.
                        Digital transformation has the potential to improve efficiency by enhancing
                  information processing and reducing operational costs. However, it also intensifies


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