Missing data hinders generalizability and long term stability of ML techniques even internal to an organization. This is just one symptom of the fact that the "

Missing data hinders generalizability and long term stability of ML techniques even internal to an organization. This is just one symptom of the fact that the "data generating mechanism" changes constantly, in both obvious and subtle ways due to changes in business practice and market conditions.