A scientist wants to test whether a herbal supplement decreases reaction time. Reaction times are measured before and after the supplement for each participant. The scientist performs a left-tailed paired $t$-test at the $\alpha =0.05$ level. The test results lead to rejection of the null hypothesis. What is the correct interpretation of this result?