Mckinsey & Company, Inc.

Anthony Esposito

Sastry Vsm Durvasula

Rares Ioan Almasan

Sriram Venkatesan

Sonam Jha

The following relates generally to computer security, and more particularly relates to computer security in a virtual environment, such as a metaverse. In some embodiments, one or more processors: receive a set of known events (e.g., security threats) including event classifications; receive data of layers of the virtual environment; detect events in the data of the layers of the virtual environment; and determine correlations between the events in the data of the layers of the virtual environment. The correlations may be between events in different layers of the virtual environment. The one or more processors may also predict future events by analyzing the detected events.

Systems and methods for collecting and analyzing virtual data to find correlations between events

Systems and methods for analyzing virtual data, predicting future events, and improving computer security

Machine learning methods and systems for developing security governance recommendations are disclosed. An example method includes: accessing threat assessment knowledge data representative of security threats and threat patterns; accessing security solution knowledge data representative of security solutions; obtaining first security state data representing a current security state of a current computing environment; obtaining second security state data representing a future security state for a future secured-by-design computing environment; analyzing, using one or more first trained machine learning (ml) models, one or more of (i) the threat assessment knowledge data, (ii) the security solution knowledge data, (iii) the first security state data, or (iv) the second security state data to develop one or more aspects of a security governance recommendation for the future secured-by-design computing environment; and causing the one or more aspects of the security governance to be displayed on a computing device.

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South Orange, NJ, United States of America

Anthony Esposito