Agents need high-quality, curated datasets the same way LLMs need clear prompts. Feed them raw data and you end up spinning up multiple agents just to get through the basics: one to decode the data, one to engineer it into usable tables, one to run the actual analysis. That is the equivalent of an agent spending most of its time clarifying a poorly written brief instead of doing the work.