Dirty Data

• incorrect

• incomplete

• inconsistent

caused by:

• human error

• technical issue

Data Cleaning

• replace

• drop

• impute

Data Bias

Humans are biased by nature, AI can be biased by training.

It can be hard to spot data bias. A bias can be caused by:

• sketchy data

• faulty algorithm

• insufficient decision context

Objectives