Systems and methods for managing vehicle data

A computer system for managing vehicle data, comprising:

• a data repository comprising computer-readable data storage and configured to store (i) application data related to one or more applications that generate one or more subsets of said vehicle data, and (ii) entity data related to one or more remote entities that request said one or more subsets of said vehicle data, wherein said data repository is local to a vehicle where said vehicle data is collected or generated, wherein said vehicle data comprises sensor data, and wherein metadata is generated from said sensor data and wherein said vehicle data is processed by a pipeline engine comprising one or more functional components;
• a knowledge base configured to store a machine learning-based predictive model and user-defined rules for determining a data transmission rule comprising at least one of:
• (i) a selected portion of said vehicle data to be transmitted;
• (ii) a timing for transmitting said selected portion of said vehicle data;
• and (iii) a remote entity of said one or more remote entities that is designated to receive said selected portion of said vehicle data, wherein said machine learning-based predictive model is configured to be generated by a model creator located in a data center remote to said vehicle and wherein said machine learning-based predictive model is trained and tested using said metadata and said vehicle data;
• and
• a transmission module configured to transmit said selected portion of said vehicle data based at least in part on said application data, said entity data, and said data transmission rule,
• wherein additional metadata is generated when said vehicle data is processed by said pipeline engine.