Hardening, multiplier class (S31, batch a). Surgical SSOT-reconciliation of unsourced "Nx" reach/format/growth multipliers asserted as fact in 7 reference docs. Same discipline as S27/S28/S30: read-and-show -> grep-confirm -> re-grep final; 8-step interactive gate; operator-approved catalog before edit. 26 edits / 7 files (+32/-32): - collaborations-guide (10): 10x reach (:3,:476), 2-3x normal (:32), and the six per-format "Reach multiplier: Nx" fields (:165/:187/:210/:235/:252/:277) + the label-only :292 (no number) folded in for consistency -> "Reach:" with directional, no-reliable-multiplier wording. - linkedin-growth-playbook (10): 3x faster growth (:57/:132), 1.6x reach (:175), 1.4x engagement (:205), 1.64x poll (:234), the format-multiplier list (:246-251 -> SSOT format ranking, numbers dropped), 3.6x respond (:386), 3x engagements (:422), 5.6x follower growth (:493), 40x search (:636). - poll-strategy-guide:7 (1.64x), articles-strategy-guide:28-29 (2-3x/10x), video-strategy-guide:308 (2-3x distribution), ab-testing-framework:49 (1.17x-1.6x format multipliers), trajectory:40 (2-3x saves) + :85 (3x). Vocabulary 1:1 with S30: "tend to / more reach (multiplier unverified)", "no reliable multiplier", format ranking kept + number dropped -> cite SSOT. KEPT INTACT: SSOT-backed engagement-order multipliers (save ~= 5x a like, quality comment ~= 2x a like, ~= 1x baseline). OUT of scope (untouched): frequency counts (5x5x5, Nx/week), pixel dims, pricing/size-ratio multipliers. SURFACED -> S31c (descriptive-% subpass, not edited here): growth:58 (130% follow), growth:177/178 (Buffer 178%/247%), trajectory:39 (30-40%). Flagged as absolute-figure class outside S31: growth:421/423. Sourcing overclaim to revisit: growth:492 "Official LinkedIn data". VERIFY: re-grep residual targets in 7 files -> 0; routed siblings + KEEP intact; gate scripts/test-runner.sh = 81/0/0 exit 0, counts 29/19/26 + v0.5.0 unchanged. Push held: origin = open/ (public namespace), STATE.md must not go there; parked arrow is all-or-nothing pending STATE-placement fix. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_016qgzo6rxthw7KuxHjn5vyE
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LinkedIn Articles Strategy Guide
LinkedIn Articles are the platform's native long-form content format - distinct from posts and newsletters. They're underutilized by most creators, which creates opportunity for differentiation.
When to Use Articles vs Posts
| Content Type | Use Article | Use Post |
|---|---|---|
| Deep analysis (2,000+ words) | Yes | No |
| Original research with data | Yes | No |
| Step-by-step tutorials | Yes | No |
| Quick insights | No | Yes |
| Personal stories | No | Yes |
| Time-sensitive commentary | No | Yes |
| Framework introductions | Yes | Teaser post |
| Repurposed external content | Yes | Summary post |
Key insight: Articles are evergreen SEO assets. Posts are engagement drivers. Use both strategically.
Article Performance Reality
The Trade-off
- Articles tend to get less initial reach than posts (no reliable multiplier)
- BUT they have a much longer lifespan (found via search for months/years)
- Articles build authority profile; posts build engagement metrics
When Articles Make Sense
- You have substantial content (1,500-3,000 words)
- The topic has search potential
- You want to establish expertise on a specific subject
- You're converting external content to LinkedIn-native format
Optimal Article Structure
Target length: 1,500-2,500 words (8-12 minute read)
Structure Template
1. Title (60-80 characters)
- Include primary keyword
- Promise clear value
- Avoid clickbait
2. Opening Hook (first 2 paragraphs)
- State the problem or opportunity
- Establish why this matters NOW
- Preview the value reader will get
3. Context Section (200-400 words)
- Background needed to understand the topic
- Establish credibility (why you can speak on this)
- Statistics or trends that frame the discussion
4. Main Content (1,000-1,800 words)
- Clear sections with descriptive headings
- Practical examples and illustrations
- Actionable insights, not just theory
- Use lists, tables, and formatting for scanability
5. Conclusion (150-250 words)
- Summarize key takeaways
- Provide clear next steps
- Include CTA (comment, follow, share)
6. Call to Action
- Invite discussion in comments
- Suggest related articles
- Offer to connect
See assets/templates/linkedin-article-template.md for full template with placeholders.
URL-to-Article Conversion
When you have external content (blog post, research paper, news article) worth expanding:
Step 1: Extract Core Value
- What's the key insight?
- What data/examples support it?
- What's missing that you can add?
Step 2: Add Your Perspective
- How does this apply to your expertise area?
- What have you seen in practice?
- What does your audience need to know?
Step 3: Restructure for LinkedIn
- Open with the most valuable insight
- Use LinkedIn-friendly formatting
- Add context LinkedIn's audience needs
- Include proper attribution
Step 4: Extend, Don't Just Summarize
- Add 30-50% original content
- Include your frameworks/experience
- Connect to your expertise areas
Article Promotion Strategy
Articles need active promotion - they don't get algorithmic boost like posts.
Pre-Publication (1 week before)
- Tease the topic in 2-3 posts
- Gather questions from audience
- Build anticipation
Publication Day
- Publish article early morning
- Create promotional post (not just link)
- Share key insight with link in comments
- Engage actively with all responses
Post-Publication (1-4 weeks after)
- Create 3-5 derivative posts from article content
- Each post focuses on one insight
- Link back to full article in comments
- Respond to comments on article itself
Long-term
- Reference article in relevant conversations
- Update with new insights quarterly
- Create carousel summarizing key points
- Feature in profile's "Featured" section
Article SEO Optimization
LinkedIn articles are indexed by Google and LinkedIn search.
Optimize for Discovery
- Include keywords in title and first paragraph
- Use descriptive subheadings
- Add alt text to images
- Internal links to your other articles
- Include 3-5 relevant hashtags at bottom
What to Avoid
- Keyword stuffing
- Thin content (under 1,000 words)
- Duplicate content from your blog (rewrite substantially)
- Clickbait titles that don't deliver
When NOT to Use Articles
- You're new to LinkedIn (build post momentum first)
- The content works better as a carousel or document
- It's time-sensitive news (use posts)
- You can't commit to 1,500+ words of quality content
- Your audience prefers bite-sized content
Recommendation
Start articles after 3+ months of consistent posting and 2,000+ followers. One article per month is sufficient; quality over quantity.