Loosely speaking, parallel implies a situation where multiple things can be done simultaneously, like having multiple check-out lines each serving people all at once. Parallel connections are by their nature more expensive than serial ones, but usually faster. Also, in a related use of the word, often multitasking computers are said to be capable of running multiple programs in parallel.