In this work, the NUCAPS retrieval characteristics are analyzed using multiple reference datasets (i.e., global conventional radiosonde observations (RAOBs) and JPSS-funded dedicated (i.e., ARM sites) and intensive field campaign (i.e., AEROSE and 2015 CALWATER/ACAPEX) RAOBs, and NCEP forecast and ECMWP analysis), and compared with legacy NOAA products (e.g., AIRS, IASI, and MiRS), all of which are collected and monitored in NPROVS in a near-real-time mode. This analysis is conducted in terms of both global sampling and case studies, i.e., emphasizing the NUCAPS retrieval applications in monitoring and forecasting of special weather events (e.g., polar vortex, middle and low latitude cyclones, and “atmospheric river”), and in terms of both time-averaging statistics and seasonal and year-to-year variability.