What is feature construction using domain knowledge?

Feature construction uses domain expertise to create meaningful new variables from raw data.

Unlike automated methods, domain-driven feature construction relies on understanding the problem context. For example, converting raw transaction data into fraud risk indicators or combining health metrics into risk scores.