Experimental Predictions

Network-Based Future Link Fits

These future link predictions are best understood as an exploratory experiment, not a serious forecasting product. Guest booking depends on many non-network factors: publicity cycles, availability, personal relationships, current events, agents, geography, and randomness. The dataset is also extremely imbalanced, and timing is especially hard: a guest may be a plausible fit for a podcast long before they actually appear. This feature was built mostly out of curiosity, to see how much signal exists in the network structure itself. It can be useful for inspecting patterns and model behavior, but the scores should not be taken as confident predictions or recommendations.