This chapter discusses point estimates, confidence intervals, and sample sizes as they relate to estimating population means. Key points: - A point estimate is a single value derived from a sample used to estimate an unknown population parameter. The sample mean is typically used as the point estimate of the population mean. - A confidence interval provides a range of values that is likely to contain the true population parameter. It is calculated using the sample mean, sample size, standard deviation (or standard error), and desired confidence level. - The sample size required depends on the acceptable margin of error, confidence level, and variability in the population as measured by the standard deviation. Larger sample sizes are needed for smaller margins of error,