Collection accounts can be removed from a credit report if they're invalid by filing a dispute with the credit bureaus. Even if the debt was valid, you can still contact the collector and ask that they remove the information. Debt collectors or creditors do not have to remove accurate collections notices but may do so as a courtesy if the account has been paid in full. This is sometimes referred to as a goodwill deletion.