LinkedIn Algorithm Insights
Data-driven findings on how LinkedIn distributes video content and how to work with the system
Before You Begin
- Who this is for: LinkedIn video creators who want to understand how the algorithm actually decides what gets distributed.
- What you need: An active LinkedIn presence with at least 10 published videos to compare against.
- How long this takes: One session to understand the mechanics; ongoing application to every post.
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What It Is
This guide synthesises findings from Richard van der Blom's LinkedIn Algorithm Insights Report (based on analysis of 10,000+ posts) and Lea Turner's community-first engagement philosophy. Together, they provide both the data and the human strategy for maximising LinkedIn video reach.
Key Algorithm Findings (van der Blom):
| Signal | Weight | Implication |
|---|---|---|
| Comments | 7x more than reactions | Optimize for conversations, not likes |
| First 60 minutes engagement | Primary distribution trigger | Post when your audience is active |
| 2nd-degree network comments | 4x reach vs 1st-degree | Content must be shareable beyond your network |
| Dwell time | Secondary but significant | Longer watch time = more distribution |
| Content format | Varies by quarter | Native video currently boosted |
Lea Turner's Engagement Philosophy:
- Patient engagement without pitching
- Genuine curiosity in others' content
- Building inclusive conversations that welcome new voices
- Consistency over intensity (daily genuine engagement > weekly bursts)
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Why It Matters
Most creators treat LinkedIn like a broadcasting platform: create content, post it, and hope the algorithm does its job. The data shows this approach leaves 80%+ of potential reach on the table.
The critical insight: comments from 2nd-degree connections are the breakout signal. When someone outside your immediate network engages, LinkedIn interprets this as content that has crossed a "trust boundary" — it must be genuinely valuable if strangers are commenting.
This means your posting strategy and your engagement strategy must work together. You cannot optimise one without the other.
> "The algorithm doesn't reward content. It rewards conversations. Your content is just the conversation starter." — Richard van der Blom
Lea Turner (130K+ followers) demonstrates the human dimension: authentic engagement creates genuine connections that compound over months. LinkedIn actively penalises "engagement pods" and generic comments like "Great post!" The system is designed to reward real human interaction.
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Real Examples in Action
Richard van der Blom's research shows that posts receiving 5+ comments in the first 60 minutes get 2-3x more reach than posts receiving the same number of comments spread across 24 hours. This is why timing matters more than most creators realise.
Lea Turner grew from 0 to 130K+ followers by spending 30 minutes before and after every post engaging genuinely with others' content. Her approach: leave thoughtful, substantive comments on 10-15 posts per day, ask genuine questions, and always respond to every comment on her own content within the first hour.
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How to Apply It
Strategy 1: The First-Hour Protocol
The algorithm evaluates your content primarily in the first 60 minutes after posting. This window determines whether your content stays in a small distribution pool or gets pushed to a wider audience.
Do this now:
- Identify the time when your target audience is most active (typically 7-9 AM or 12-1 PM in their timezone).
- Schedule your video to publish at the start of this window.
- Block 30 minutes immediately after posting to respond to every comment substantively.
- In the 30 minutes before posting, engage on 5-10 relevant posts to warm up your profile's activity signal.
Strategy 2: The 2nd-Degree Activation Play
Since 2nd-degree comments are the breakout signal, you need to create content that your existing audience will want to tag others into.
Do this now:
- End your videos with a specific, tag-worthy prompt: "Tag someone who needs to hear this" or "Who in your team handles this?"
- Ask questions that require personalised answers (not yes/no).
- Create content that addresses a common team challenge, making it natural to share with colleagues.
- In your post text, explicitly ask "Share this with your [role] if they're struggling with [problem]."
Strategy 3: The Comment Quality Multiplier
Not all comments are equal. The algorithm distinguishes between "Great post!" and substantive engagement. Your responses to comments also count as engagement signals.
Do this now:
- Reply to every comment on your posts with a follow-up question or additional insight.
- Aim for 3+ reply chains per post (you + commenter going back and forth).
- When commenting on others' posts, write 2-3 sentences minimum that add genuine value.
- Ask a question in your comment — this invites a reply, creating a chain.
Strategy 4: The Lea Turner Daily Practice
Engagement is not a tactic; it is a daily practice. Build 30 minutes of genuine engagement into your routine, separate from your posting schedule.
Do this now:
- Create a list of 20-30 creators in your niche or adjacent niches.
- Engage with 5-10 of them daily with substantive, thoughtful comments.
- When they post, be among the first to comment (first-mover advantage in comment threads).
- Never pitch, sell, or self-promote in comments. Pure value. The algorithm (and humans) can tell the difference.
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Common Mistakes to Avoid
The Engagement Pod Illusion
Joining groups where members artificially inflate each other's engagement.
Fix: LinkedIn actively identifies and penalises pod behaviour. The reach penalty far outweighs the temporary boost. Build genuine engagement instead.
The Post-and-Ghost
Publishing content and disappearing for 24 hours before checking engagement.
Fix: The first 60 minutes are critical. Block time to engage immediately after posting.
The Vanity Metric Focus
Optimising for impressions and reactions instead of comments and conversations.
Fix: 100 genuine comments drive more business outcomes than 10,000 impressions. Track comments-per-post as your primary metric.
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How Often to Use This
These principles apply to every post you publish and every day you are active on LinkedIn. The posting strategy applies 3-5 times per week. The engagement practice is daily (30 minutes minimum). The 2nd-degree activation should be deliberately engineered into at least 2 posts per week.
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Ideal Niches
Universal for all LinkedIn video creators. Especially critical for B2B professionals in competitive niches where organic reach is declining, and for anyone building a personal brand alongside their primary business.