The presentation on data summarization by the Prestige Institute of Management & Research covers methods such as tables, graphs, and histograms to interpret historical business data. It outlines the three phases of data summarization: variable selection, analytic method selection, and presentation format selection. Additionally, it emphasizes the importance of tailoring the analysis plan based on purpose, audience, and data quality.