In COBOL, the VALUE clause is used in the DATA DIVISION (WORKING-STORAGE SECTION) to provide initial values for data items at compile time. The INITIALIZE verb is used in the PROCEDURE DIVISION to set data items to their default values at runtime, providing two distinct initialization mechanisms.