[1] In 2006, he won the Golden Boot in Highschool Football League when he played for Chung Cheng Industrial Vocational High School.

[2] His talent has been recognized by Taiwan PE College professor Chao Jung-jui, who later encouraged him to take several tryouts in Japan, with teams such as Chukyo University,[3] Yokohama F. Marinos,[4] F.C.

In December 2013, Chinese Super League side Shanghai Greenland Shenhua official announced that they had signed Chen Po-liang from Shenzhen Ruby.

[17] On 25 August 2009, in an East Asian Football Championship 2010 semi final game, he scored two goals against Guam to help Chinese Taipei secure a 4-2 win.

[18] In the 2014 FIFA World Cup Asian qualification first round matches, on 29 June 2011, Chen Po-Liang scored a goal in the 2-1 loss away to Malaysia.

Chen was so upset with the penalty miss that he cried uncontrollably and apologized to the 15,000 fans who attended the game at the Taipei Municipal Stadium.