fix(linkedin-studio): propagate reconciled algorithm numbers, cite-not-restate
Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
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@ -7,7 +7,7 @@
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- Top 1% of creators: content rose from 15% to 31% of all feeds
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- Algorithm now prioritizes topical authority over everything else
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- Dwell time became the golden metric
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- External links penalized 25-40%
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- External links in the body correlate with lower reach (see `references/algorithm-signals-reference.md`)
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- Hashtags died as discovery mechanism (late 2024)
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**What This Means for Format Selection:**
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@ -47,7 +47,7 @@ Choosing the right format isn't just about engagement rates—it's about underst
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- Best for: Frameworks, step-by-step guides, data visualization
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**2. Native documents (PDFs): High engagement (historically 24.42%, likely inflated)**
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- Note: The 24.42% figure is from 2025 studies that conflated PDF documents with multi-image carousels. Current carousel-specific data shows 1.92% engagement rate (still highest of all formats). PDF documents may still perform higher due to download value.
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- Note: documents/carousels are the top organic format (~7%; see `references/algorithm-signals-reference.md`). Cross-study rates (7% / 21.8% / 49.5%) differ by denominator/methodology, not by which format wins — do not treat any single figure as the carousel rate.
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- Great for frameworks, step-by-step content, detailed insights
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- Keeps users on platform (no external link penalty)
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- Downloadable = high perceived value
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@ -87,7 +87,7 @@ Choosing the right format isn't just about engagement rates—it's about underst
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- Best for: Audience research, engagement spikes, starting conversations
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**7. Link posts: AVOID or use strategically**
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- External links reduce reach by 25-40%
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- External links in the body correlate with lower reach (see `references/algorithm-signals-reference.md`)
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- 4.9% more impressions than no-link posts (OLD DATA - now penalized)
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- Platform wants to keep users on LinkedIn
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- If must link: Use native LinkedIn article or wait until second-tier comment
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@ -194,7 +194,7 @@ Algorithm prioritizes content that keeps users on platform longer.
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### The External Link Penalty
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**Critical reality:**
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- External links reduce reach by 25-40%
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- External links in the body correlate with lower reach (see `references/algorithm-signals-reference.md`)
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- Links in post body get penalized most heavily
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- First comment links are tracked but acceptable as workaround when necessary
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- Old strategy of "drive traffic to website" is now algorithmically punished
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@ -263,7 +263,7 @@ Immediate engagement in first hour is critical for triggering subsequent waves.
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- Strong first-hour engagement velocity
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**What the algorithm penalizes:**
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- External links (25-40% reach reduction)
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- External links (correlate with lower reach — see `references/algorithm-signals-reference.md`)
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- Engagement bait phrases
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- AI-generated generic comments
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- Topic inconsistency (confuses your expertise)
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