Layered Primary Research

Ujjwal builds research from the ground up, layering secondary sources until they triangulate, then closing the gap with primary interviews and field checks. He does not stop at one data source; he keeps adding until the inventory numbers match the aviation data, and the ministry figures align with what operators are saying on earnings calls. This pattern has run across every major mandate: the BSF simulation framework, the city-by-city hospitality analysis, and the Club Med market expansion. In each case, the research was not a report but a decision instrument. His source hierarchy is deliberate: draft red herring prospectuses for city-level revenue data, CRISIL and international property consultants for market benchmarks, and post-earnings calls for operator-level color. He supplements with expert interviews when the secondary layer runs thin. The result is research that holds up in rooms with senior bureaucrats and international capital allocators, because the triangulation is visible and the gaps are named.