Top 7 useful data analysis methods include regression analysis for predicting trends, clustering for group identification, classification for categorization, time series analysis for temporal data, hypothesis testing for statistical inference, principal component analysis (PCA) for dimensionality reduction, and sentiment analysis for understanding opinions in text data.