A roadmap was also provided to the city that focused on preparing for a Smarter Antofagasta by integrating data sources to enable collaboration and increase innovation capacity; leveraging integrated data and new instrumentation to fill information gaps, spot new patterns, and further increase innovation and collaboration capacity; and optimizing a Smarter City through mass application of community insights and predictive analytics to enable intelligent decision support.