Action research design is generally associated with qualitative studies. It involves a cyclical process of planning, acting, observing, and reflecting, which allows researchers to address practical problems through iterative, reflective inquiry. The focus is on understanding the context and experiences, often through methods like interviews, observations, and thematic analysis. However, action research can also incorporate quantitative methods to collect and analyze numerical data, making it a mixed-methods approach in some cases.