Qualitative analysis in email marketing involves examining the non-numerical data to understand the underlying reasons, opinions, and motivations behind recipient behaviors. Unlike quantitative metrics which focus on numbers like open rates, click-through rates, and conversion rates, qualitative analysis dives deeper into the emotional and psychological triggers that drive recipient engagement.