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The skin under your skin is still skin. The extra layer is there to make sure when you get little cuts they don't bleed all over the place.
This is a jukugo word that uses the on'yomi readings of the kanji. You should be able to read this on your own.
The skin on my fingertips is thick because I play the guitar.