8.4 Why detecting the missing data mechanism is important?
Imputation methods make assumptions on the type of missing data mechanism.
Most machine learning algorithms do not accept data with missing values (see section 8.2 - Models that are Resistant to Missing Values).
Justifies the strategy to deal with missing data.

Missing Values Treatment