Innovation Ecosystem

Innovation ecosystems are complex networks fostering the development and deployment of new technologies, particularly focusing on the interplay between startups, established corporations, and regulatory bodies. Current research emphasizes predicting startup success using machine learning models, often incorporating graph-based methods to capture inter-company relationships and leveraging large datasets like Crunchbase. This research is crucial for optimizing investment strategies in venture capital and for understanding how to design effective regulatory frameworks that encourage responsible innovation while mitigating risks, particularly in rapidly evolving fields like artificial intelligence.