Qualitative data collection methods are research techniques that focus on understanding human experiences, behaviors, and perceptions through non-numerical data. These methods provide in-depth insights by capturing the richness and complexity of social phenomena, which is crucial for public health research in understanding health behaviors, community needs, and program effectiveness.