Bad data costs the average organisation around $12 million a year, and that's before you factor in the reputational damage. AI doesn't create data problems, it just makes the existing ones louder. Sort your data out first, and everything else follows. DAMA's DMBOK framework sets out six core dimensions of data quality worth knowing.