For these reasons it is likely that Lunt’s (1988) investigation of students’ percep- tions of the causes of exam failure may provide misleading results. In the present study we use the Likert scale grid format of data collection and inductive elimina- tive analysis to create our networks. Examination failure is also included on the grid so that we can investigate the importance of direct and indirect links to examination failure.