Thank you, DianeW777, for your answer.
Not reporting as income would mean that there is a discrepancy between what was reported to the IRS and what I show as income. Will that not raise red flags as these two amounts differ?
Could I offset the pre-paid rent as 'Other Expenses - pre-paid rent'? That way it would equal out.
