Implementing and maintaining feedback loops in recommendation systems

A system comprising:

• at least one physical processor;
• an electronic display;
• and
• physical memory comprising computer-executable instructions that, when executed by the physical processor, cause the physical processor to:
• identify one or more offline evaluation metrics that indicate, for a given feedback loop in a recommendation system, one or more feedback loop characteristics that are detrimental to the feedback loop;
• generate a predictive machine learning (ML) model that correlates the identified offline evaluation metrics with one or more indications of the feedback loop characteristics that are detrimental to the feedback loop;
• instantiate the predictive ML model to predict, using the correlated offline evaluation metrics and the detrimental feedback loop characteristics, how the feedback loop will be negatively affected over time;
• and
• provide, to at least one entity, an indication of how the feedback loop will be negatively affected over time due to the detrimental feedback loop characteristics.

A non-transitory computer-readable medium comprising one or more computer-executable instructions that, when executed by at least one processor of a computing device, cause the computing device to:

• identify one or more offline evaluation metrics that indicate, for a given feedback loop in a recommendation system, one or more feedback loop characteristics that are detrimental to the feedback loop;
• generate a predictive machine learning (ML) model that correlates the identified offline evaluation metrics with one or more indications of the feedback loop characteristics that are detrimental to the feedback loop;
• instantiate the predictive ML model to predict, using the correlated offline evaluation metrics and the detrimental feedback loop characteristics, how the feedback loop will be negatively affected over time;
• and
• provide, to at least one entity, an indication of how the feedback loop will be negatively affected over time due to the detrimental feedback loop characteristics.