The critical writing on data science hastaken the paradoxical position of in-sisting that normative issues pervadeall work with data while leaving unad-dressed the issue of data scientists’ethical agency. Critics need to consid-er how data scientists learn to thinkabout and handle these trade-offs,while practicing data scientists needto be more forthcoming about all ofthe small choices that shape their deci-sions and systems.