This is a graduation hat. The hat is square and has yellow tassels next to it. It is usually worn by students at graduation ceremonies, so in May and June, this emoji is used very much.
🎓 generally means graduation, study, success, student(undergraduate, master or doctor), university, smart. Related emojis:
👩🎓👨🎓🏫