There are two types of variation in a process: within-subgroup variation and between-subgroup variation. To improve process quality, try to eliminate between-subgroup variation and reduce within-subgroup variation.
This individual value plot displays measurements taken from a die cut machine. Each vertical line of symbols represents the measurements for one subgroup. The interval bars represent the within-subgroup variation. The line that connects the means of the consecutive subgroups represents the between-subgroup variation.