How to Lead With Data, and Without Data

Key Insights

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  Designers are increasingly using data not only to improve UX but to influence product strategy at higher business levels.

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  Too much focus on metrics can lead to over-optimization, harming user experience despite metric improvement.

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  Amplitude developed a framework categorizing projects by ambiguity: blue sky, horizontal, vertical, and paper cuts, guiding the choice of metrics and evaluation.

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  Blue sky projects require no gating short-term metrics because their impact unfolds over longer horizons.

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  Executive buy-in for major initiatives improves when qualitative feedback is segmented and linked to long-term business goals alongside metrics.

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  Redesigning Amplitude’s core chart controls increased user efficiency and conversion by 25%, demonstrating successful data-informed design.

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  Data literacy involves learning the language of metrics relevant to your business and connecting UX improvements to measurable business outcomes.

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  Data must be treated critically: the same data visualized differently can mislead if axes or contexts are adjusted to bias interpretation.

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  Building personal relationships with data scientists and aligning cross-functional goals encourages collaboration and better data use.

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  A continuous feedback loop combining qualitative research and quantitative data strengthens design hypotheses and strategic initiatives.

Notable Quotes