Misconception: Students think that it’s possible to write methods that add attributes to a Java class.

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Explain to students that the attributes of a Java class are fixed upon its creation.
Explain that even though that's not how Java works, it is a reasonable idea and many languages allow that (e.g. JavaScript, Ruby, & Python).