Statistical inference is a methodological framework within statistics focused on drawing conclusions and making predictions about a population based on analysis of data from a sample. It utilizes probability theory to quantify the uncertainty associated with these generalizations, enabling robust decision-making and hypothesis testing beyond the observed data.