As you win games, your MMR goes up, and as you lose games it goes down. It only gets stuck when you win about half your games or stop playing.
Also, note that the MMR for quick play / arcade is separate from the MMR for competitive. So losing games in competitive won’t affect your quick play MMR and vice versa.
I have a more complete explainer here: How Competitive Skill Rating Works (Season 11)