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The methods discussed, such as t-tests, typically assume normal population distributions. While normality is not crucial, improving data normality can enhance method reliability. Data like distances, times, and money are likely positively skewed, leaning right in histograms. Remember, "right skew" means leaning right, not left as it may initially seem.