He was once a chair professor at the School of Management of I-Shou University and the deputy mayor of Kaohsiung City.

He studied abroad at the University of Iowa in the United States at public expense and earned a Ph.D. in business management there.

Beginning in 1987, he had served as dean and provost of the School of Management of National Sun Yat-sen University.

At the end of 2002, Huang Jun-ying was nominated by the Kuomintang to run for mayor of Kaohsiung City in the 2001–02 Taiwanese local elections.

However, he lost to incumbent mayor and Democratic Progressive Party candidate Frank Hsieh by less than 30,000 votes.

At the end of 2006, Huang Junying was once again nominated by the Chinese Kuomintang to participate in the Kaohsiung City mayoral election, but ultimately lost to Chen Ju, who ran on behalf of the Democratic Progressive Party by a slight margin of 1,114 votes.

Kaohsiung prosecutors also found out that the behind-the-scenes instigators were Su Wanji, CEO of the "Huang Junying Campaign Headquarters Yunlin County Support Association" and Yang Qingde, general manager of a recycling company.

[5] Therefore, the scandal was ultimately found to have been committed by members of the fan club, and had nothing to do with Huang Jun-ying, who had no prior knowledge of it.