Research conducted on VCE data over the past ten years illustrates the flawed general statement that ‘girls outperform boys’ at VCE level, and draws attention to the dangers associated with referring to differences between classes as the class/teacher effect or as the teacher effect. These patterns are interpreted quite differently when both the data and the statistical analyses are verified and interpreted in context, argues Carmel Richardson.