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All of this is just standard diminishing returns. At a certain point, you're just going to get sick of cookies or have too many cooks and not enough waiters in your restaurant.
Baseball is harder model because there are so many things that go into the Final Problem of winning the World Series.
But it's no surprise that models that don't take into account these factors would be poor predictors.