You should steer clear of data analysis pitfalls like biased assumptions, overfitting models, and poor data quality. It’s also important to beware of misinterpreting correlations, ignoring outliers, or confusing coincidence with patterns. Context ignorance, extrapolation errors, and a lack of domain expertise can lead to misguided strategies.