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Designing forms with multiple steps, progress indicators, conditional logic, and save-and-resume mechanics. The discipline of breaking complex data collection into stages that respect cognitive load while maintaining completion intent. Honest about kitchen-sink-single-page (overwhelms before the user starts), progress-theater (steps without genuine staging), and genuinely-staged (each step earns its own page) patterns.
Passed 21 of 24 test cases with the skill, and 16 of 24 without it.
and 3 more in the full report
6 fixed15 passed either way2 still failing1 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 6 test cases the skill fixed. Same model, same prompt, with and without the skill.
We created a 6-step form where Step 2 collects 'company name', Step 3 collects 'company size', and Step 4 collects 'industry'. Is this step breakdown effective for completion rates?
| Checked | Without skill | With skill |
|---|---|---|
| Classifies this step structure as progress-theater. | Missed | Passed |
| Recommends consolidating company name, size, and industry into a single context step. | Passed | Passed |
The instructions your model reads when the skill loads.
A senior growth practitioner's playbook for designing forms with multiple steps, progress indicators, conditional logic, and save-and-resume mechanics. The discipline of breaking complex data collection into stages that respect cognitive load while maintaining completion intent.
Most multi-step forms are either kitchen-sink-single-pages dressed up as steps or arbitrary chunking that adds friction without adding clarity. The form looks more sophisticated; the completion rate does not move; the audience is no better served than before.
The multi-step forms that work do something different. Each step represents a coherent unit of cognitive work the user can complete with confidence. Progress indicators reinforce momentum. Conditional logic responds to earlier answers and removes irrelevant fields. The form feels like a guided process, not an obstacle course.
The voice is the senior growth practitioner who has watched multi-step forms convert at twice the single-page rate and watched them collapse to half. Practical, opinionated about when steps add value and when they add friction, willing to call out arbitrary chunking that does not earn its complexity.
When to use this skill: scoping a multi-step form for the first time, auditing a long single-page form that converts poorly, deciding when to break a form into steps and when to keep it on one page, or designing the conditional logic that makes the form feel adaptive.
This skill spans multi-step form design across acquisition, onboarding, and intake contexts. The growth-tooling distinctions:
lead-magnet-design covers lead-magnet methodology; forms are one delivery surface for lead magnets but this skill is about the form itself.landing-page-copy is the page wrapping the form. This skill is the form itself.accessibility-audit covers accessibility deeply; forms have specific accessibility requirements; this skill references but does not replace accessibility-audit.pm-spec-writing is the spec for engineers building the form. This skill is about WHAT to build; pm-spec-writing is about communicating it.multi-step-form-design (this skill) is the form's structure, step architecture, progression, and validation.The audience: growth marketers, product marketers, marketing teams designing acquisition forms, in-house teams designing onboarding flows, agencies running form-based growth tooling for clients.
Out of scope: form-builder platform configurations (those stay implementation-side); deep accessibility audits (covered by accessibility-audit); landing-page copy that wraps the form (covered by landing-page-copy).
Before designing the steps, decide whether the form should be multi-step at all.
Multi-step earns the build when:
test cases passed, vs 16 / 24 without
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