As the lead, you will notice the difference. Look at your speed and feel the effort you are putting out. Yes there is a big difference.
20MPH head wind and the lead will really work hard to maintain speed. 20MPH tail wind and you notice that there is no breeze while riding and you are not fighting the air around you. just my personal experience.