While out of politics, Pierce continued local and statewide activities. He took part in founding the Oregon Farmer's Union and the Public Power League, headed the State Taxpayers League, and took a seat on the board of Regents of Oregon Agricultural College from 1905 to 1927. He began advocating for using the Columbia River for hydroelectric electric power during this time.