IMPORT LAYERExcel data ingestion and raw dataset loading
CLEANING LAYERData inspection, filtering, and preprocessing
INTEGRATION LAYERRelational engineering dataset integration
RBI CALCULATION LAYEREngineering risk scoring and classification
VISUALIZATION LAYERManagement analytics and engineering visualization
EXPORT LAYERAnalytical output and reporting export
RBI PREPARATION LAYER
GROUPING, AGGREGATION, SORTING
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