Past Experiences

Developed an end-to-end workflow system tailored for SME loans at a prominent Polish bank. The initiative began with streamlining credit reviews to enhance efficiency in risk assessment, gradually evolving to encompass more intricate review processes and credit modifications. Subsequently, the system integrated new loan requests for both new and existing clients, introducing additional steps such as credit decision engines, automated credit reviews, and streamlined limit entry. This comprehensive tool supported the institution’s high-growth credit acquisition strategy by prioritizing decisioning speed and consistency.

Designed and implemented an end-to-end workflow system for SME loans at a leading Romanian bank. Initially conceived as a simple workflow tool with basic credit scoring capabilities, it swiftly evolved to incorporate advanced scoring models and features. Within six months of implementation, the system yielded notable efficiency gains, facilitating the acquisition of numerous smaller SMEs and enhancing the lending portfolio’s resilience through a blend of high-quality credit assessment and accelerated acquisition processes.

Pioneered a data scientist program aimed at empowering risk management personnel with advanced AI and machine learning techniques. This initiative facilitated comprehensive training and ensured consistent experimentation across various domains, including credit risk, operational risk, and compliance. Successful experiments were seamlessly integrated into the institution’s operational framework, fostering innovation and agility within risk management practices.

Introduced a program dedicated to automating and streamlining risk management processes at a prominent Polish bank. By identifying and robotizing key processes, significant efficiency gains were realized, enhancing operational effectiveness and resource utilization within the institution’s risk management framework.

Led the development and implementation of a comprehensive risk enterprise-wide database solution for a leading Australian bank. This initiative streamlined risk processes supported by Robotic Process Automation, facilitated robust risk modeling, and addressed regulatory reporting requirements. The database significantly reduced manual errors, mitigated operational risks, and contributed to substantial efficiency gains across the organization’s risk management landscape.