The document analyzes the time complexity in big-O notation for two Java code snippets. The first snippet has a time complexity of O(log n) due to the doubling of 'i' in each iteration. The second snippet has a time complexity of O(n log n) because it includes a nested loop that iterates 'j' logarithmically for each increment of 'i' until 'n' is reached.