An IS auditor has obtained a large data set containing multiple fields and non-numeric data for analysis. Which of the following activities will MOST improve the quality of conclusions derived from the use of a data analytics tool for this audit?

A. Data anonymization
B. Data classification
C. Data stratification
D. Data preparation