Gao Xiaoxia (Chinese: 高小霞; 1919 – 9 September 1998) was a Chinese chemist and an academician of the Chinese Academy of Science. She held leadership positions at Peking University and in the Chinese Chemical Society. Her contributions to analytical chemistry, particularly the development of microanalytical techniques in polarography, were instrumental in supporting the research and production of rare earths.