Embodiments of the disclosure relate to optimizing radio frequency (RF) coverage in remote unit coverage areas in a wireless distribution system (WDS). A control circuit is configured to selectively determine at least one selected remote unit group comprising two or more remote units selected from a plurality of remote units in the WDS. A first remote unit in the selected remote unit group is configured to transmit an RF signal. The control circuit is configured to determine a first prediction deviation and a second prediction deviation, respectively. The control circuit determines correction factor(s) for selected correction point(s) based on the first prediction deviation and the second prediction deviation. The control circuit optimizes RF coverage in coverage area(s) based on the determined correction factor(s), thus improving RF performance and capacity of the WDS.