Abstract: Methods, apparatus, systems and articles of manufacture to improve job scheduling efficiency are disclosed. An example apparatus includes a feature generator to import default values of features corresponding to a first model type, a label trainer to train labels corresponding to the first model type, and a model evaluator to determine an accuracy metric of the first model type based on a first prediction corresponding to the default features, and update the features from the default values to updated values when the accuracy metric does not satisfy an accuracy threshold.