Statistical analysis requires unbiased and representative samples to draw accurate conclusions about the population of interest. In this article, we explore two key techniques for preventing faulty or biased samples: stratified sampling and addressing non-response bias. Researchers can improve the quality and reliability of their statistical analyses by understanding these strategies. Preventing Bad Samples: [...]