The algorithms being validated utilize the AMSU-A sensor and are a 23.8/31.4 GHz emission algorithm over ocean and a 23.8/89.0 GHz scattering algorithm over land. Validation is limited by the availability of ground truth data. Over ocean, surface data are severely limited, and validation was attempted only in the Pacific Atoll region. The Comprehensive Pacific Rainfall Data Base (CPRDB), which is generated from rain gauge measurements in the Pacific Ocean by Morrissey (1993), is used. Over land, a good analysis of radar and gauge data set, namely NCEP/EMC Stage IV hourly rainfall analysis, is used. The retrieved AMSU-A rainfall data are projected into NCEP/EMC precipitation analysis domain, and a grid-to-grid match-up between NCEP/EMC hourly rainfall data and AMSU-A rainfall estimates is generated. Then the AMSU-A rainfall estimates are compared with the closest observation of the NCEP/EMC hourly rainfall. In attempting to validate the algorithms, various products were generated including images, validation statistics, scatter plots, etc. The preliminary result shows that AMSU-A rainfall estimates agree well with NCEP/EMC hourly rainfall data and Pacific Ocean Atoll data. More detailed analysis is ongoing, and results will be presented in the conference.