Comparability analysis is a critical process in transfer pricing that evaluates the similarities and differences between controlled and uncontrolled transactions to ensure that the pricing of intercompany transactions is consistent with the arm's length principle. It involves examining factors such as functions performed, risks assumed, and assets used to determine the appropriate transfer price for tax compliance and financial reporting purposes.