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May 15, 2026

Survey Theme Scopes

Keep structured survey dimensions separate from the reusable global theme taxonomy so survey analysis stays precise without muddying long-term product themes.

Survey imports often contain measurement dimensions that are useful inside one survey but too specific to become permanent product themes. Deck now separates those survey dimensions from global themes, so structured survey results can be analyzed without polluting the broader taxonomy.

The survey synthesis pipeline also validates and repairs weak theme notes before persistence. That gives teams cleaner explanations, better evidence links, and fewer vague placeholders when survey answers become insight themes.

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