According to at least one embodiment, a method of processing data in a broadcast engineering environment includes: receiving a user request comprising a first identifier that identifies a discrete broadcast signal and identifying a set of identifiers associated with the first identifier. The set of identifiers includes at least one of Connection, Domain, Domain Type, Equipment, Essence, Feed, Format, Instance, Mnemonic Base, Pattern, Signal Mnemonic, or Site. The method further includes generating association information based on the identified set of identifiers, and transmitting the generated association information based on the received user request.

A consumption probability metric may be generated for a media asset. An aggregated forecast predicting user consumption of a media asset is received. A plurality of probabilities, each corresponding to a user of a plurality of users, is received, each indicating how likely a respective user is to consume the media asset. A weight for the plurality of users is calculated representing a ratio of the total number of users to a number of users in the plurality of users. A disaggregated forecast predicting user consumption of a media asset is determined based on the weight for the plurality of users and the plurality of probabilities. A modification factor is computed based on the aggregated forecast and the disaggregated forecast. A metric is generated that includes a plurality of user identifiers associated with the plurality of users and a plurality of modified probabilities each modified by the modification factor.

A network-based system for live media broadcasting includes a server system including processing structure configured to: deploy processor-executable program code executable on a requesting client computing device for provisioning the requesting client computing device with a browser-based mixing user interface for selective mixing in the browser using at least one media stream received by the requesting client computing device from the server system to generate a mixed video stream and at least one associated audio stream; the processing structure further configured to: receive one or more live media streams from other client computing devices; stream media data from the one or more live media streams to the requesting client computing device over at least one live streaming media connection; and receive, from the requesting client computing device, the mixed video stream and the at least one associated audio stream. Various related systems, devices and methods are provided.

A consumption probability metric may be generated for a media asset. An aggregated forecast predicting user consumption of a media asset is received. A plurality of probabilities, each corresponding to a user of a plurality of users, is received, each indicating how likely a respective user is to consume the media asset. A weight for the plurality of users is calculated representing a ratio of the total number of users to a number of users in the plurality of users. A disaggregated forecast predicting user consumption of a media asset is determined based on the weight for the plurality of users and the plurality of probabilities. A modification factor is computed based on the aggregated forecast and the disaggregated forecast. A metric is generated that includes a plurality of user identifiers associated with the plurality of users and a plurality of modified probabilities each modified by the modification factor.

A system comprises an Internet network interface, and a first server. The first server include a first port operatively coupled to the Internet network interface, a memory, a processor, and a service application for execution by the processor. The service application is configured to receive a digital audio file and associated radio broadcast information via the Internet network interface, obtain an audio file identifier using a segment of the digital audio file, forward the digital audio file to a radio broadcast system according to the radio broadcast information, receive the segment of the digital audio file and associated radio reception information via the internet network interface, and identify the digital audio file and record the radio reception information for the identified digital audio file.

A system comprises an Internet network interface, and a first server. The first server include a first port operatively coupled to the Internet network interface, a memory, a processor, and a service application for execution by the processor. The service application is configured to receive a digital audio file and associated radio broadcast information via the Internet network interface, obtain an audio file identifier using a segment of the digital audio file, forward the digital audio file to a radio broadcast system according to the radio broadcast information, receive the segment of the digital audio file and associated radio reception information via the internet network interface, and identify the digital audio file and record the radio reception information for the identified digital audio file.

A system comprises an Internet network interface, and a first server. The first server include a first port operatively coupled to the Internet network interface, a memory, a processor, and a service application for execution by the processor. The service application is configured to receive a digital audio file and associated radio broadcast information via the Internet network interface, obtain an audio file identifier using a segment of the digital audio file, forward the digital audio file to a radio broadcast system according to the radio broadcast information, receive the segment of the digital audio file and associated radio reception information via the internet network interface, and identify the digital audio file and record the radio reception information for the identified digital audio file.

A system comprises an Internet network interface, and a first server. The first server include a first port operatively coupled to the Internet network interface, a memory, a processor, and a service application for execution by the processor. The service application is configured to receive a digital audio file and associated radio broadcast information via the Internet network interface, obtain an audio file identifier using a segment of the digital audio file, forward the digital audio file to a radio broadcast system according to the radio broadcast information, receive the segment of the digital audio file and associated radio reception information via the internet network interface, and identify the digital audio file and record the radio reception information for the identified digital audio file.

A system comprises an Internet network interface, and a first server. The first server include a first port operatively coupled to the Internet network interface, a memory, a processor, and a service application for execution by the processor. The service application is configured to receive a digital audio file and associated radio broadcast information via the Internet network interface, obtain an audio file identifier using a segment of the digital audio file, forward the digital audio file to a radio broadcast system according to the radio broadcast information, receive the segment of the digital audio file and associated radio reception information via the internet network interface, and identify the digital audio file and record the radio reception information for the identified digital audio file.

A system comprises an Internet network interface, and a first server. The first server include a first port operatively coupled to the Internet network interface, a memory, a processor, and a service application for execution by the processor. The service application is configured to receive a digital audio file and associated radio broadcast information via the Internet network interface, obtain an audio file identifier using a segment of the digital audio file, forward the digital audio file to a radio broadcast system according to the radio broadcast information, receive the segment of the digital audio file and associated radio reception information via the internet network interface, and identify the digital audio file and record the radio reception information for the identified digital audio file.