Both academic and practitioner literature has stated the need
for improved data quality for effective management and decision
making (Redman, 1998). To this end, much of the research has
examined ways in which to assess the quality of data products
after they are created (Dey and Kumar, 2010; Parssian et al., 2004).
Although useful, this practice is akin to quality checking finished