Common methods used in statistical inference include hypothesis testing, where researchers test an assumption regarding a population parameter; confidence intervals, which provide a range of values within which a population parameter likely falls; and regression analysis, used to understand relationships between variables. These methods are based on probability theory and are used to make informed guesses or predictions about a population from sample data.