I coming to this topic from utter ignorance, but if longer term data might be considered more reliable, then might it also be reasonable to preferentially weigh

I coming to this topic from utter ignorance, but if longer term data might be considered more reliable, then might it also be reasonable to preferentially weight the more reliable, longer term data, all else being equal?