We reject the null hypothesis when it is inconsistent with the observed data. For example this inconsistency may be determined through statistical analysis and modelling. Typically, if a statistical analysis produces a p-value that is below the significance level (α) cut-off value we have set, we reject the null hypothesis. If the p-value is above the statistical level cut-off value, we fail to reject the null hypothesis.