Qualitative analysis is a research method focused on understanding the underlying reasons, motivations, and meanings behind social phenomena through non-numerical data. This approach often employs interviews, focus groups, and content analysis to gather insights, making it essential for policy analysis as it provides depth and context to complex issues.