How Do You Determine Whether a Strategy's Performance Is Affected by the Day's Opening Price?

Some traders use daily opening levels as reference points for direction, range, or trade selection. How would you test whether the opening price provides useful information for your strategy? What evidence would distinguish a meaningful effect from a pattern found by chance?