Review the provided Python function that utilizes nested loops to find matching pairs in a dataset. Refactor this implementation to use a dictionary or hash map to achieve O(n) time complexity instead of O(n^2). Provide the optimized code and a detailed explanation of the algorithmic improvements and trade-offs involved.