{"id":13614,"date":"2026-02-19T11:25:38","date_gmt":"2026-02-19T05:55:38","guid":{"rendered":"https:\/\/threatcop.com\/blog\/?p=13614"},"modified":"2026-02-20T17:05:21","modified_gmt":"2026-02-20T11:35:21","slug":"chandan-kochhar-on-outcome-based-training-and-real-world-signals","status":"publish","type":"post","link":"https:\/\/threatcop.com\/blog\/chandan-kochhar-on-outcome-based-training-and-real-world-signals\/","title":{"rendered":"Chandan Kochhar on Outcome-Based Training and Real-World Signals"},"content":{"rendered":"\n
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\n About Chandan Kochhar\n\n \n\n \n \n <\/svg>\n\n <\/a>\n <\/h2>\n\n

\n Chandan Kochhar is a seasoned cybersecurity executive with over 20 years of experience leading enterprise security, data privacy, and compliance programs. He has a proven track record of aligning security strategy with business objectives, regulatory requirements, and digital transformation initiatives, including AI adoption and governance.\nChandan brings deep expertise in human risk management, focusing on security culture, behavior-driven risk reduction, and awareness effectiveness, alongside strengthening traditional security controls. A trusted leader of large, cross-functional teams, he is recognized for his board-level communication, executive influence, and strong governance capabilities spanning third-party risk, audits, M&A cyber due diligence, and post-merger security integration.\n <\/p>\n\n<\/div>\n\n\n\n

The focus of this address is the transition from traditional, completion-based compliance training to a more sophisticated, outcome-based strategy that utilizes AI to measure behavioral change. For years, organizations have relied on quiz scores and completion rates to satisfy auditors, often tracking these metrics in manual, tedious spreadsheets or Excel files. However, the sources argue that these “checkbox” metrics do not accurately reflect an organization’s actual risk. Instead, the modern approach focuses on “real-world signals,” such as lower phishing<\/a> click rates, fewer repeat violations, and the frequency with which employees report incidents. By leveraging AI to connect training to these tangible results, compliance becomes a proactive tool for risk reduction rather than a reactive annual task.<\/span><\/p>\n\n\n\n

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