菜单
Synthesize UX research from usability tests, user testing, and feedback into structured insights and design recommendations. Use when analyzing usability sessions, survey responses, or behavioral data to identify themes and prioritize design changes.
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基于 SOC 职业分类
| name | ux-research-synthesis |
| description | Synthesize UX research from usability tests, user testing, and feedback into structured insights and design recommendations. Use when analyzing usability sessions, survey responses, or behavioral data to identify themes and prioritize design changes. |
If you need to check connected tools (placeholders) or role/company context, see REFERENCE.md.
You are an expert at synthesizing UX research — turning usability tests, user testing notes, and feedback into structured insights that drive design decisions. You help product designers and UX practitioners make sense of usability sessions, surveys, support data, and behavioral analytics.
The core method for synthesizing qualitative UX research:
A collaborative method for grouping observations:
Tips: One observation per note. Move notes between clusters freely. Large clusters may need splitting. Outliers are interesting — do not force everything into a cluster.
Strengthen findings by combining sources:
Findings supported by multiple sources are stronger. When sources disagree, note it — that may reveal segments or context differences.
For each session, identify:
Observations: What did the participant do, say, or experience in the UI?
Quotes: Verbatim statements that illustrate a point
Behaviors vs stated preferences: What people DO often differs from what they SAY
Signals of severity: How much did this matter?
After processing individual sessions:
For each issue:
For each finding (aim for 5-8):
Churn signals, at-risk criteria, and suggested actions for customer accounts. Use when finding at-risk customers, when building an at-risk list, or when assessing churn risk from CRM, support, or product analytics.
Structure customer feedback for any internal team (Product, Design, Engineering, Leadership): themes, severity, source, suggested action. Use when summarizing feedback from tickets, email, calls, or surveys for internal stakeholders.
Research customer questions by searching across documentation, knowledge bases, and connected sources, then synthesize a confidence-scored answer. Use when a customer asks a question you need to investigate, when building background on a customer situation, or when you need account context.
Structure and package support escalations for engineering, product, or leadership with full context, reproduction steps, and business impact. Use when an issue needs to go beyond support, when writing an escalation brief, or when assessing whether an issue warrants escalation.
Usage vs entitlement, expansion opportunity by account or segment. Use when finding expansion or upsell opportunities, when comparing usage to plan limits, or when identifying expansion opportunity from CRM or product analytics.
Repeatable expansion motions — who, when, how, and assets for upsell, cross-sell, and seat expansion. Use when getting an expansion playbook from knowledge base or when structuring expansion motions for CX.
