Quality Score is a metric Google uses to determine your page ranking and how much you pay per click in a particular Google AdWords campaign.
Quality Scores are essentially a measure of relevance; more relevant ads, campaigns, and landing pages have higher clickthrough rates (CTRs), which raises your Quality Score.
image: http://www.freedigitalphotos.net