The solution analyzes CCTV observations and produces security-related events linked to human behaviors and physical interactions with other humans and/or the financial infrastructures. The solution detects objects (e.g. people, hands, banking cards, keys, etc.) and capture their interactions with each other and with physical motionless objects (e.g. ATMs or racks). The observations generate events that are provided to FINSEC data analytics services. One of the highlights of the solution is that it provides a privacy-preserving event model for a CCTV Analytics Probe. In particular, the solution does not store any biometric data and does not track individuals across scenes, contexts and applications, thus safeguarding their privacy.