The project will develop and integrate advanced explainability features into various Early Warning Signal (EWS)
applications, aiming to make analytical results and sentiment assessments more intuitive and actionable for users. Specifically, the project expects to (i) Enhance user understanding and interaction with big data outputs, promoting broader and more effective use across different business areas within financial institutions and regulatory bodies. This will involve improvements to make sentiment analysis results more transparent, enabling supervisors to more effectively assess and verify these insights; (ii) Enables te assessment of the impact of these enhancements on the decision-making processes of internal stakeholders, with the goal of establishing a feedback loop that encourages continuous improvement of the platforms.