Machine learning between radio loading and user experience

A method, comprising:

• receiving, by a first device comprising a processor, traffic information from a first network node device, the traffic information comprising:
• a first quantity of transmitted data packets between a user equipment and the first network node device, wherein the first quantity of transmitted packets is reflective of a demand associated with the user equipment serviced by the first network node device, and
• a second quantity of re-transmitted data packets comprising a re-transmission of at least one of the transmitted data packets between the user equipment and the first network node device;
• based on the traffic information, obtaining, by the first device, network utilization data related to a second network node device having a similar interference characteristic to the first network node device,
• using, by the first device, the network utilization data to determine a level of demand at which at least a defined value, related to a transmission link capacity associated with transmissions between the first network node device and the user equipment, is attained;
• obtaining, by the first device, projected demand data from a second device, wherein the projected demand data is associated with a geographic area serviced by the first network node device;
• and
• determining, by the first device, based upon the level of demand and the projected demand data, a time at which a network resource upgrade, related to the first network node device, is to be performed.

A non-transitory machine-readable medium comprising executable instructions that, when executed by a processor, facilitate performance of operations, comprising:

• receiving, from a first network node device, traffic information comprising:
• a first quantity of transmitted data packets between a user equipment and the first network node device, wherein the first quantity of transmitted packets is reflective of a first demand associated with the user equipment serviced by the first network node device, and
• a second quantity of re-transmitted data packets comprising a re-transmission of at least one of the transmitted data packets between the user equipment and the first network node device;
• based on the traffic information, obtaining network utilization data related to a second network node device having a similar interference characteristic to the first network node device;
• using the network utilization data, determining a second demand at which at least a defined value, related to a transmission link capacity associated with transmissions between the first network node device and the user equipment, is attained;
• obtaining, from a computing device, projected demand data associated with a geographic area serviced by the first network node device;
• and
• based upon the demand and the projected demand data, determining a time at which a network resource upgrade, related to the first network node device, is to be performed;
• and
• transmitting a notification comprising the time.