Yes, the sample size is crucial in drawing valid conclusions. Studies with small sample sizes can lead to invalid conclusions due to a lack of statistical power. For instance, a small-scale study might find a significant effect of a new drug on cancer, but this result could be due to chance rather than a true effect. Larger, well-designed trials are essential to confirm such findings.