Quality Data Inputs Essential For Machine Learning Multiple times this column has covered the issue of the importance of data quality in decision making, both by executives as well as machines. Since then, more and more news has emerged regarding the failures of AI and Machine Learning initiatives with the blame given to faulty data as the reason.