A causal relationship exists when one event or action (the cause) directly influences or brings about another event or action (the effect). It's a cause-and-effect relationship, where a change in one variable (the independent variable) leads to a change in another variable (the dependent variable). Establishing causality requires more than just observing a correlation; it involves demonstrating that the cause precedes the effect and that other potential causes have been ruled out. 
 
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