We prioritize data lineage and explainability: every insight is traceable to its source. Our pipeline includes systematic acquisition from official sources, cleansing/standardization (de-duplication, missing value handling, error correction), enrichment (geo, economic, borrower/lender context), analytical modeling, and multi-point QA cross-checks against benchmarks—then continuous refinement as new data arrives.