Tweeted By @ChristophMolnar
Novice data scientist: Data is data.
— Christoph Molnar (@ChristophMolnar) August 1, 2022
Expert data scientist: Each data column has a difficult past. A past full of life-altering events (distribution shift), loss (missing data), misunderstandings (wrong encodings), and regrets (no documentation of how data was collected).