The study design that can determine a cause-and-effect relationship is an experimental study. Experimental studies often involve manipulation of an independent variable and random assignment to different groups, which helps to establish causality.
Surveys, observational studies, and randomization on their own do not inherently establish cause-and-effect relationships without the controlled conditions that experimental studies provide.