Ensuring high sample quality is crucial because it directly influences the validity of the study results. Poor sample quality can lead to biased results, misinterpretation, and potentially harmful public health recommendations. High-quality samples enhance the credibility and reliability of epidemiological findings, which can guide effective policy-making and intervention strategies.