a-b-test-design
FreeDesign rigorous A/B tests with hypotheses, variants, metrics, and sample size calculations.
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Generate complete JSON-LD schema markup for blog posts including BlogPosting, Person, Organization, BreadcrumbList, FAQPage, and ImageObject. Validates against Google requirements and warns about deprecated types. Use when user says "schema", "blog schema", "json-ld", "structured data", "schema markup", "generate schema".
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Generates complete, validated JSON-LD schema markup for blog posts using the @graph pattern. Combines multiple schema types into a single script tag with stable @id references for entity linking.
Read the blog post and extract all schema-relevant data:
Complete BlogPosting with all required and recommended properties:
{
"@type": "BlogPosting",
"@id": "{siteUrl}/blog/{slug}#article",
"headline": "Post title (max 110 chars)",
"description": "Meta description (150-160 chars)",
"datePublished": "YYYY-MM-DD",
"dateModified": "YYYY-MM-DD",
"author": { "@id": "{siteUrl}/author/{author-slug}#person" },
"publisher": { "@id": "{siteUrl}#organization" },
"image": { "@id": "{siteUrl}/blog/{slug}#primaryimage" },
"mainEntityOfPage": {
"@type": "WebPage",
"@id": "{siteUrl}/blog/{slug}"
},
"wordCount": 2400,
"articleBody": "First 200 characters of content as excerpt..."
}
Required properties: @type, headline, datePublished, author, publisher, image. Recommended properties: description, dateModified, mainEntityOfPage, wordCount, articleBody (excerpt).
Author schema with stable @id for cross-referencing:
{
"@type": "Person",
"@id": "{siteUrl}/author/{author-slug}#person",
"name": "Author Name",
"jobTitle": "Role or Title",
"url": "{siteUrl}/author/{author-slug}",
"sameAs": [
"https://twitter.com/handle",
"https://linkedin.com/in/handle",
"https://github.com/handle"
]
}
Optional properties (include when available):
alumniOf - Educational institution (Organization type)worksFor - Employer (reference to Organization @id if same entity)Blog's parent organization entity:
{
"@type": "Organization",
"@id": "{siteUrl}#organization",
"name": "Organization Name",
"url": "{siteUrl}",
"logo": {
"@type": "ImageObject",
"url": "{siteUrl}/logo.png",
"width": 600,
"height": 60
},
"sameAs": [
"https://twitter.com/org",
"https://linkedin.com/company/org",
"https://github.com/org"
]
}
Logo requirements: must be a valid image URL. Google recommends logos be 112x112px minimum, 600px wide maximum. Rectangular logos preferred for BlogPosting publishers.
Navigation breadcrumb schema showing content hierarchy:
{
"@type": "BreadcrumbList",
"@id": "{siteUrl}/blog/{slug}#breadcrumb",
"itemListElement": [
{
"@type": "ListItem",
"position": 1,
"name": "Home",
"item": "{siteUrl}"
},
{
"@type": "ListItem",
"position": 2,
"name": "Category Name",
"item": "{siteUrl}/blog/category/{category-slug}"
},
{
"@type": "ListItem",
"position": 3,
"name": "Post Title",
"item": "{siteUrl}/blog/{slug}"
}
]
}
If no category is available, use "Blog" as the second breadcrumb item with
{siteUrl}/blog as the URL.
Extract Q&A pairs from the blog post's FAQ section:
{
"@type": "FAQPage",
"@id": "{siteUrl}/blog/{slug}#faq",
"mainEntity": [
{
"@type": "Question",
"name": "What is the question?",
"acceptedAnswer": {
"@type": "Answer",
"text": "The complete answer text (40-60 words with statistic)."
}
}
]
}
Important note: Google restricted FAQ rich results to government and health sites since August 2023. However, FAQ schema markup still provides value because:
For each YouTube video embedded in the post, generate a VideoObject schema:
{
"@type": "VideoObject",
"@id": "{siteUrl}/blog/{slug}#video-{index}",
"name": "Video title",
"description": "Video description excerpt (first 200 chars)",
"thumbnailUrl": "https://img.youtube.com/vi/{videoId}/hqdefault.jpg",
"uploadDate": "{ISO 8601 date}",
"contentUrl": "https://www.youtube.com/watch?v={videoId}",
"embedUrl": "https://www.youtube.com/embed/{videoId}",
"duration": "PT{M}M{S}S",
"interactionStatistic": {
"@type": "InteractionCounter",
"interactionType": { "@type": "WatchAction" },
"userInteractionCount": {viewCount}
}
}
Add each VideoObject to the @graph array. Use #video-1, #video-2 etc. for
the @id fragment. Extract video metadata from the embed's noscript fallback or
from YouTube Data API if available via blog-google.
Cover image schema for the post's primary image:
{
"@type": "ImageObject",
"@id": "{siteUrl}/blog/{slug}#primaryimage",
"url": "https://cdn.pixabay.com/photo/.../image.jpg",
"width": 1200,
"height": 630,
"caption": "Descriptive caption matching alt text"
}
Image requirements:
Check for deprecated schema types and apply validation rules:
NEVER use these deprecated types:
Validation checks:
AI citation optimization note: Pages using 3 or more schema types have approximately 13% higher AI citation likelihood. This skill generates up to 7 types (BlogPosting, Person, Organization, BreadcrumbList, FAQPage, ImageObject, VideoObject) to maximize both search engine understanding and AI extraction.
Combine all schemas into a single <script> tag using the @graph pattern:
<script type="application/ld+json">
{
"@context": "https://schema.org",
"@graph": [
{ "@type": "BlogPosting", ... },
{ "@type": "Person", ... },
{ "@type": "Organization", ... },
{ "@type": "BreadcrumbList", ... },
{ "@type": "FAQPage", ... },
{ "@type": "VideoObject", ... },
{ "@type": "ImageObject", ... }
]
}
</script>
@graph pattern benefits:
Output options:
<head> or before </body>Save the generated schema to the blog post file or to a separate schema file as the user prefers.
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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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