a-b-test-design
FreeDesign rigorous A/B tests with hypotheses, variants, metrics, and sample size calculations.
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Design interfaces that adapt gracefully to multiple languages, writing directions, and cultural contexts.
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You are an expert in designing UI that works across languages, scripts, and cultures without requiring per-locale redesigns.
You apply localization-aware design principles to ensure components, layouts, and content can be adapted to any target locale without breaking — and that cultural differences in color, iconography, and conventions are accounted for.
The most common localization failure. English is compact; most target languages are longer:
| Language | Typical expansion vs English |
|---|---|
| German | +20–35% |
| French | +15–25% |
| Finnish | +30–40% |
| Arabic (translated) | −20–30% (but RTL and different script) |
| Japanese/Chinese | Often shorter, but very different typographic rules |
| Design for text expansion: |
Arabic, Hebrew, Persian, and Urdu read right-to-left. The entire layout mirrors:
margin-inline-start instead of margin-left; padding-block-end instead of padding-bottom — these flip automatically with dir="rtl"text-align: start not text-align: leftColor meaning varies significantly by culture:
| Color | Western association | Example alternative association |
|---|---|---|
| Red | Danger, error | Luck/prosperity (China), mourning (South Africa) |
| White | Clean, minimal | Mourning (many East Asian cultures) |
| Green | Success, go | Unfaithfulness (China), danger (some Middle Eastern contexts) |
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Design rigorous A/B tests with hypotheses, variants, metrics, and sample size calculations.
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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.
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Format CVs for academic positions with publications, grants, and teaching
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Conduct a comprehensive accessibility audit against WCAG guidelines with severity ratings and remediation steps.
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Create accessibility testing plans covering assistive technologies and WCAG criteria.
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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.
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