Sampling methods are techniques used to select a subset of individuals from a population to estimate characteristics of the whole population, crucial for research efficiency and accuracy. Different methods, such as random, stratified, and systematic sampling, offer varying levels of precision and bias control, influencing the reliability of study outcomes.