There is a massive amount of research around this topic, but runners struggle with believing in and following the science.
The most important endurance training takes place at or below LT1. Zone 1 in the three zone model. Zones 1 and 2 in the 5 zone model. At or below FatMax/Aerobic threshold/2 mm lactate/conversational pace/1 mm lactate above baseline/13 and under RPE. All training done in this zone improves all zones above it, namely LT2/Threshold and VO2 Max. it also builds capacity to do more training at higher intensities. it is the 80 in 80/20 training.
Most runners, even competitive runners are incorrectly overestimating the effort/pace at which this work should be done—to their detriment. LT1 is not a fixed heart rate effort and formulas can’t account for the fact that, if done right, it should gradually shift upward. If done wrong, runners are literally training themselves to be less metabolically efficient—-too much training above LT1 will make you worse in the long term. When done right, as with the best long distance runners in the world, humans can run at shockingly fast paces and remain “aerobic.”
All other aerobic sports have better application of this form or training than running: cycling, Nordic skiing, triathlon, swimming, speed skating….
Runners testing based on superstition and the scientifically false belief that there’s a minimum effort required for endurance training to be beneficial.