A second difference is that quantitative researchers do not begin data analysis until they have collected all of the data and condensed them into numbers. They then manipulate the numbers in order to see patterns or relationships. Qualitative researchers can look for patterns or relationships, but they begin analysis early in a research project, while they are still collecting data. The results of early data analysis guide subsequent final stage of research than a dimension of research that stretches across all stages.