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Designing quizzes, personality assessments, and recommendation tools that segment users into actionable categories rather than generating clicks for clicks' sake. Question architecture, scoring algorithms, result categorization, recommendation mapping, lead capture integration. Honest about clickbait-quiz (engagement only), vanity-result (entertaining, not useful), and actionable-segmentation (genuine categorization that drives next-step recommendations) patterns.
Passed 21 of 22 test cases with the skill, and 20 of 22 without it.
and 1 more in the full report
2 fixed19 passed either way0 still failing1 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 2 test cases the skill fixed. Same model, same prompt, with and without the skill.
Our online academy is building a tech readiness assessment to help prospective students choose between our DevOps, Cloud Architecture, and Data Engineering bootcamps. Can you draft a full assessment design spec? I need a comprehensive breakdown covering question design and structure, the algorithm for scoring responses, clearly categorized result profiles with distinct names, personalized curriculum recommendations tied to each result, and a value-add email capture mechanism.
| Checked | Without skill | With skill |
|---|---|---|
| Recommends a total question count between 5 and 12 questions. | Missed | Passed |
| Maps each distinct result profile to a unique bootcamp curriculum recommendation. | Missed | Passed |
| Specifies an email capture pattern where the initial basic result is presented free and email is requested for detailed personalized delivery. | Missed | Passed |
The instructions your model reads when the skill loads.
A senior growth practitioner's playbook for designing quizzes and assessments that produce actionable segmentation rather than generating clicks for clicks' sake. Question architecture, scoring algorithms, result categorization, recommendation mapping. The discipline of building a quiz the audience actually uses to make a decision.
Most quizzes on the web are clickbait. "What kind of pizza are you?" energy applied to brand-building, with results that flatter the taker but drive no specific next step. The quiz captures emails because the format implies fun; the leads are unqualified because the result told them nothing they could act on.
The quizzes that work as compounding assets do something different. They categorize the taker into a defined segment with a specific recommendation matched to that segment. The taker comes away knowing what to do next, not just what they are. The brand becomes the source of the recommendation the audience acted on.
This skill is one of the specific lead-magnet types covered as its own skill. The parent-frame methodology lives in lead-magnet-design; the quiz-specific methodology (scoring algorithms, result categorization, recommendation matching) lives here.
The voice is the senior growth practitioner who has watched quizzes earn long-term subscribers and watched them produce engagement metrics with no downstream impact. Practical, opinionated about the difference between fun-quiz and decision-quiz, willing to call out when a quiz is the wrong format for the goal.
When to use this skill: scoping a quiz or assessment for the first time, auditing a quiz that produces engagement but no qualified leads, designing the result categories that drive specific recommendations, or deciding which inputs warrant the lead-capture step.
This skill spans quiz and assessment design as one specific lead-magnet type. The growth-tooling distinctions:
lead-magnet-design is the parent-frame methodology. Quizzes are one specific lead-magnet type.calculator-design is a sister tool type. Calculators give numbers; quizzes give categories. The methodology differs.quiz-and-assessment-design (this skill) is quiz-specific methodology (question architecture, scoring algorithms, result categorization, recommendation matching).discovery-research-synthesis is customer-research synthesis (this skill is user-facing assessment, not internal research).landing-page-copy is the quiz landing page (downstream of quiz design).The audience: growth marketers, product marketers, content marketers, agencies running quiz-based growth tooling for clients.
Out of scope: lead-magnet design at the parent-frame level (covered by lead-magnet-design); calculator design (covered by calculator-design); landing-page copy (covered by landing-page-copy); the engineering implementation of the quiz (handed off via pm-spec-writing).
Before designing the quiz, decide whether a quiz is the right tool for the audience and the goal.
Quizzes earn investment when:
test cases passed, vs 20 / 22 without
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