A Tianjin native, he was appointed to Hubei where he held many offices relating to finance and education including a stint as superintendent of the provincial military academy.
He was the sub-director of the high school attached to Chin Hsin College, and superintendent of the Military Academy in Hubei.
It was at a time when the Central Government tried to concentrate power in Beijing and local finances were consequently stringent and funds for education became very scant.
Despite such circumstances Gao Lingwei found the necessary funds was able to increase the number of schools in that province by tenfold in a few months.
After serving in that important capacity for some time, one of his parents died, and according to the ancient custom, he had to retire from official duties for three years.
During his retirement in Tianjin, at the request of his friends, he did all he could to direct the organization of banks along modern lines in different parts of the country.
In this capacity he served in January 1922 the following concurrent positions: Director-General of Famine Relief; Director General of the Metropolitan Municipal Administration; and President of the Yangtze River Commission.
However, in October 1924, the armies of the warlord Feng Yuxiang overthrew President Cao Kun, and Gao Lingwei fled to Tianjin, and from there to Shanghai.
He came into contact there with Duan Qirui, Wang Yitang and Zhang Yanqing, the future foreign minister of Manchukuo) and was active in promoting Sino-Japanese relations.
After the start of the Second Sino-Japanese War, he joined the pro-Japanese Provisional Government of the Republic of China led by Wang Kemin, who appointed him acting Mayor of Tianjin.