Skip to content
cccskills
FreePublished on GitHub

affinity-diagram

Organize qualitative research data into an affinity diagram with themes, clusters, and insight statements. Use when synthesizing large amounts of qualitative data from interviews, observations, or surveys.

The English summary is being prepared. Showing the original description.

See how to install

Files included (1)

  • SKILL.md2.0 KB

SKILL.md (original)

Review the instructions the agent will receive before you install.

Affinity Diagram

Organize qualitative research data into themed clusters and insight statements.

Context

You are a UX researcher synthesizing qualitative data for $ARGUMENTS. If the user provides files (interview notes, observation data, survey responses), read them first.

Instructions

  1. Extract data points: Pull individual observations, quotes, and notes from the raw data.
  2. Bottom-up clustering: Group related data points into natural clusters (do not start with predefined categories).
  3. Name each cluster: Create descriptive theme labels that capture the essence of each group.
  4. Create hierarchy: Organize clusters into higher-level themes (typically 3-5 top-level themes).
  5. Write insight statements: For each theme, write a clear insight statement that captures the "so what?"
  6. Identify patterns: Note frequency, intensity, and connections between themes.
  7. Prioritize: Rank insights by impact on design decisions.
  8. Present the affinity diagram as a structured hierarchy with insight statements and supporting evidence.

Cross-Interview Sampling Principle

Index evenly across all participants. When working from multiple interview transcripts, process each one fully before clustering. Do not over-represent early transcripts or the most recent input.

  • Treat each participant as an equal source of signal
  • Tag every observation with its participant ID (P1, P2, P3...) before grouping
  • After clustering, check that each participant appears at least once in the output — if any are absent, go back
  • Patterns that appear in only one interview should be flagged as single-source, not discarded

This prevents the common LLM failure mode of building themes from the first one or two transcripts and fitting the rest retroactively.

Reviews

No reviews yet. Tell others what you thought.

Comments

No login needed. Share how it worked for you, ask a question, or note where it did not run.

No comments yet. Be the first to write one.

Comments are published right away. Do not include personal information such as email addresses or phone numbers. Up to 2 URLs.

0 / 1,000 characters

This form is protected by reCAPTCHA, and the Google Privacy Policy and Terms of Service apply.

More skills from this repository

Design rigorous A/B tests with hypotheses, variants, metrics, and sample size calculations.

The English summary is being prepared. Showing the original description.

Infrasity-Labs/dev-gtm-claude-skills142Updated Jun 29, 2026

When the user wants to plan, design, or implement an A/B test or experiment, or build a growth experimentation program. Also use when the user mentions "A/B test," "split test," "experiment," "test this change," "variant copy," "multivariate test," "hypothesis," "should I test this," "which version is better," "test two versions," "statistical significance," "how long should I run this test," "growth experiments," "experiment velocity," "experiment backlog," "ICE score," "experimentation program," or "experiment playbook." Use this whenever someone is comparing two approaches and wants to measure which performs better, or when they want to build a systematic experimentation practice. For tracking implementation, see analytics. For page-level conversion optimization, see cro.

The English summary is being prepared. Showing the original description.

Infrasity-Labs/dev-gtm-claude-skills142Updated Jun 29, 2026

Format CVs for academic positions with publications, grants, and teaching

The English summary is being prepared. Showing the original description.

Infrasity-Labs/dev-gtm-claude-skills142Updated Jun 29, 2026

Conduct a comprehensive accessibility audit against WCAG guidelines with severity ratings and remediation steps.

The English summary is being prepared. Showing the original description.

Infrasity-Labs/dev-gtm-claude-skills142Updated Jun 29, 2026

Create accessibility testing plans covering assistive technologies and WCAG criteria.

The English summary is being prepared. Showing the original description.

Infrasity-Labs/dev-gtm-claude-skills142Updated Jun 29, 2026

When the user wants to generate, iterate, or scale ad creative — headlines, descriptions, primary text, or full ad variations — for any paid advertising platform. Also use when the user mentions 'ad copy variations,' 'ad creative,' 'generate headlines,' 'RSA headlines,' 'bulk ad copy,' 'ad iterations,' 'creative testing,' 'ad performance optimization,' 'write me some ads,' 'Facebook ad copy,' 'Google ad headlines,' 'LinkedIn ad text,' or 'I need more ad variations.' Use this whenever someone needs to produce ad copy at scale or iterate on existing ads. For campaign strategy and targeting, see ads. For landing page copy, see copywriting.

The English summary is being prepared. Showing the original description.

Infrasity-Labs/dev-gtm-claude-skills142Updated Jun 29, 2026

See all skills by Infrasity-Labs

Report a problem with this skill