Qualitative analysis in nursing involves the systematic examination of non-numeric data to understand phenomena related to health, illness, and healthcare. It focuses on exploring the experiences, perceptions, and emotions of patients, families, and healthcare providers. This type of analysis is crucial for developing patient-centered care and improving healthcare delivery.