Organizational crime encompasses a broad range of illicit activities committed by individuals or groups within a formal organization often for the benefit of the organization itself or its members [3]. This can include financial fraud corruption environmental offenses and violations of labor laws [4]. Preventing such crimes requires a multifaceted approach that addresses both individual motivations and systemic vulnerabilities within the organizational structure