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Aram Hovsepyan -- Your Security Dashboard is Lying to You: The Science of Metrics

A dashboard full of green indicators can still describe an insecure organization. Aram Hovsepyan, founder and CEO of Codific and an OWASP SAMM contributor, explains why vulnerability totals and unexamined CVSS scores often measure activity instead of security outcomes. He introduces the Goal Question Metric framework as a way to begin with an organizational goal, ask what must be understood, and choose measurements that answer those questions. Aram and the hosts distinguish precision, reliability, and accuracy, examine how metrics shape behavior, and identify overlooked indicators that show…

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