Effectiveness of response plans is the best metric for establishing risk metrics in a new project. This metric directly measures how well the project team is managing and mitigating risks through planned responses, which is critical to maintaining project stability and success. The number of defects identified, while useful, does not directly correlate to the effectiveness of risk management.