Huang Hsiu-fang (; born 10 November 1971) is a Taiwanese politician.

Before entering politics, Huang graduated from Providence University with a bachelor's degree in foreign languages and literature, then earned a master's degree in human resource management from Tunghai University. She was named a Democratic Progressive Party candidate for Changhua County in the 2012 legislative elections, but lost to . She was elected to the Legislative Yuan in 2016. In June 2022, Huang received the DPP nomination for the Changhua County magistracy.

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