Caroline 's close and practical information security knowledge stems from broad experience as a Cigital consultant, a Symantec product manager, and day-to-day leadership roles at eBay and Zynga. She is a well known thought leader on the topic of security metrics and authored the popular textbook Security Metrics: A Beginner 's Guide, published by McGraw-Hill in 2011.