Here is the some infromation I copied from:
http://www.columbia.edu/cu/isso/visa/scholar/J-2_employment_authorization.html
If the J-1 visitor discontinues the program at Columbia or changes to another visa category, the work authorization for the J-2 dependent will be withdrawn. Legal work authorization for J-2 dependents is always dependent on the status of the J-1 principal.