This article was originally published on AI Study Room . For the full version with working code examples and related articles, visit the original post. Security Metrics and Reporting Security Metrics and Reporting Security Metrics and Reporting Security Metrics and Reporting Security Metrics and Reporting Security Metrics and Reporting Security Metrics and Reporting Security Metrics and Reporting Security Metrics and Reporting Introduction Security metrics translate technical security operations into business-relevant information that drives decision-making. Without metrics, security programs cannot demonstrate value, identify weaknesses, or justify resource allocation. Effective security reporting addresses multiple audiences — from technical teams to the board of directors — each with different information needs. KPIs vs KRIs Key Performance Indicators (KPIs) KPIs measure the efficiency and effectiveness of security operations.…