Techniques are disclosed for selecting an access point for providing network access to a client device based on a historical network activity characteristic. An attribute associated with a current or future communication session corresponding to the client device is determined. A prior communication session, associated with the same attribute, is identified. A historical network activity characteristic, for the client device, corresponding to the prior communication session is selected. An access point is selected, from a group of access points, based on the historical network activity characteristic. The access point is selected for providing network access to the client device during the current or future communication session. Based on the selection, the client device associates with the selected access point.