Mixed methods designs involve the collection of both qualitative and quantitative data to gain a comprehensive understanding of research problems. Key characteristics include justifying the design, considering data collection sequence, and ensuring that data analysis matches the research design. Various types of mixed methods designs exist, such as convergent parallel and explanatory sequential, each serving specific research needs and objectives.