fix(linkedin-studio): propagate reconciled algorithm numbers, cite-not-restate

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
This commit is contained in:
Kjell Tore Guttormsen 2026-05-29 20:32:17 +02:00
commit 4700248cc4
32 changed files with 133 additions and 113 deletions

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@ -7,7 +7,7 @@
- Top 1% of creators: content rose from 15% to 31% of all feeds
- Algorithm now prioritizes topical authority over everything else
- Dwell time became the golden metric
- External links penalized 25-40%
- External links in the body correlate with lower reach (see `references/algorithm-signals-reference.md`)
- Hashtags died as discovery mechanism (late 2024)
**What This Means for Format Selection:**
@ -47,7 +47,7 @@ Choosing the right format isn't just about engagement rates—it's about underst
- Best for: Frameworks, step-by-step guides, data visualization
**2. Native documents (PDFs): High engagement (historically 24.42%, likely inflated)**
- 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.
- 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.
- Great for frameworks, step-by-step content, detailed insights
- Keeps users on platform (no external link penalty)
- Downloadable = high perceived value
@ -87,7 +87,7 @@ Choosing the right format isn't just about engagement rates—it's about underst
- Best for: Audience research, engagement spikes, starting conversations
**7. Link posts: AVOID or use strategically**
- External links reduce reach by 25-40%
- External links in the body correlate with lower reach (see `references/algorithm-signals-reference.md`)
- 4.9% more impressions than no-link posts (OLD DATA - now penalized)
- Platform wants to keep users on LinkedIn
- If must link: Use native LinkedIn article or wait until second-tier comment
@ -194,7 +194,7 @@ Algorithm prioritizes content that keeps users on platform longer.
### The External Link Penalty
**Critical reality:**
- External links reduce reach by 25-40%
- External links in the body correlate with lower reach (see `references/algorithm-signals-reference.md`)
- Links in post body get penalized most heavily
- First comment links are tracked but acceptable as workaround when necessary
- Old strategy of "drive traffic to website" is now algorithmically punished
@ -263,7 +263,7 @@ Immediate engagement in first hour is critical for triggering subsequent waves.
- Strong first-hour engagement velocity
**What the algorithm penalizes:**
- External links (25-40% reach reduction)
- External links (correlate with lower reach — see `references/algorithm-signals-reference.md`)
- Engagement bait phrases
- AI-generated generic comments
- Topic inconsistency (confuses your expertise)