This document summarizes the book "Turning Numbers into Knowledge" by JG Koomey. The book provides a guide for critically evaluating numerical data by examining the source of numbers, how they were collected, and validity of conclusions. It focuses on asking the right questions when data and conclusions are presented. Key chapters discuss creating effective graphs/tables, using numbers in presentations, and case studies showing how guesses became accepted facts through repetition rather than solid evidence. The book offers practical advice for researchers using and producing numerical data.