The FIFO (First In, First Out) method in inventory accounting implies that the oldest inventory items are recorded as sold first, impacting costs during inflationary periods. On the other hand, the LIFO (Last In, First Out) method assumes that the most recently produced items are sold first, leading to lower net income and tax during inflation.