Good data analysis starts with good data collection. In this chapter students learn how to select random samples and design experiments that yield valid, unbiased data. They explore different sampling methods, how to minimize bias, and the principles behind randomization, replication, and control. Students also practice designing and interpreting simulation studies. These skills are critical for understanding when statistical conclusions are trustworthy