We developed the metrics based on Martin's principles and indirect responsibility.
The new developed indirect coupling metrics are tested and validated.
The experimental study includes seven large well-known open source systems.
The new metrics are highly correlated to maintenance and testing effort.
The metrics can in early design help predict maintenance and testing effort.