Self-control is an aspect of the fruit of the Spirit (Galatians 5:23) that He produces in our lives when we walk by the Spirit. That is, we govern our lives by the desire from the Spirit of God rather than by the flesh. Self-control comes from applying what we have learned so that we have experiential knowledge in living out the life and godliness that God gave us.
