What to Wear With a Baseball Jersey Outfit? A baseball jersey is perfect for all kinds of low-key activities. You can dress it up with a bit of jewelry and a hat or wear it plain with a hoodie and a simple long-sleeved shirt. There are so many options you can try! And if you're not a baseball fan, there are ways to make it cool.