How does statistics help draw conclusions from samples?

Statistics helps draw conclusions from samples by providing methods to infer characteristics of a population based on observed data. For example, when conducting a market survey, a company may collect data from a small group of customers instead of the entire population. Using statistical techniques such as hypothesis testing and confidence intervals, analysts can determine if the results from the sample can be generalized to the larger population. This process allows businesses to make evidence-based decisions, such as launching a new product or adjusting marketing strategies, based on reliable insights derived from sample data.