The alternative hypothesis is a statement in statistical hypothesis testing that proposes a potential effect or relationship between variables, contrary to the null hypothesis which suggests no effect or relationship exists. It is what researchers aim to support through evidence gathered from data analysis, and its acceptance implies that the observed data is statistically significant.