Sampling mechanism
The mechanism of sampling from a population explains randomness in data.
In practice, we must use a single sample to find information about the population.
Parameters and statistics
We usually focus attention on a small number of numerical characteristics.
Variability of sample statistics
The variability in random samples also implies sample-to-sample variability in sample statistics.