Stacking refers to the act of adding together bonuses or penalties that apply to one particular check or statistic.
Generally speaking, most bonuses of the same type do not stack. Instead, only the highest bonus applies.
Most penalties do stack, meaning that their values are added together.
Penalties and bonuses generally stack with one another, meaning that the penalties might negate or exceed part or all of the bonuses, and vice versa.