How well a dataset's update cadence matches the timeline of an investment strategy. Annual reports work for long-term value investing but not for high-frequency trading. Mismatch can make even good data useless.
Their time frequency of investment strategy ruled out monthly data—algorithmic trading needs millisecond refreshes.