Qualitative Risk Analysis is a process used to assess the impact and likelihood of identified risks using non-numerical methods, helping prioritize risks based on their potential effect on project objectives. It involves evaluating the severity and probability of risks through expert judgment, historical data, and other subjective measures to determine the urgency and importance of mitigation efforts.