The mayor's office says the move will save tax payers more than $314,000 a year.
The boards affected are the Building Board of Appeals; the Human Resources Board; the Chicago Police Board; the Zoning Board of Appeals and the License Appeal Commission.
The mayor's office says stipends have already been eliminated for the city's Cable Commission and Board of Local Improvements.