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Four Levels of Customer Understanding

Four Levels of Customer Understanding

Design
Hannah Shamji's four-level framework argues that surveys and self-reported customer data are unreliable theater, pushing teams to study actual behavior and motivations instead of what users say they want.
What: Hannah Shamji presents a four-level framework for customer understanding that rejects surveys and self-reported data as unreliable, since people's words, thoughts, feelings, and actions rarely align. The framework emphasizes observing real workflows and building sincere user relationships to study actual behavior and underlying motivations.
Why it matters: This challenges the survey-industrial complex in product development, where most teams burn research budgets on feedback that doesn't predict what users actually do.
Original article

Truly understanding customers requires going beyond surveys and self-reported data, which are unreliable — people's words, thoughts, feelings, and actions rarely align. Hannah Shamji's four-level framework pushes teams to study actual behavior and underlying motivations, rather than settling for surface-level feedback. Building sincere user relationships and observing real workflows is what separates genuine research from expensive guesswork.

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