Hashtags on LinkedIn

Myth:"Link in comments" is a busted hack — LinkedIn stopped penalising outbound links.

Evidence:Outbound links in the post body still suppress reach. Algorithm InSights (1.8M posts) puts the body-link penalty near 50% of organic reach, and controlled A/B tests show first-comment placement recovering most of it: GrowthRocks measured 2.9x reach for link-in-comment in round one and 1.8x in round two — with more clicks, not fewer.

Myth:The link penalty is a LinkedIn-only quirk.

Evidence:It replicates across networks. Sprout Social's LinkedIn test recorded 8,136 impressions for link-in-comment posts vs 3,309 with the link in the body (261 vs 141 engagements). Socialinsider's analysis of 51,054,216 Facebook posts found body links roughly halve engagement potential, and Hootsuite's linkless-tweet experiment found 56% of its top-engaging tweets contained no link.

Myth:"Comment LINK and I'll send it" is the highest-performing CTA on LinkedIn.

Evidence:Post-quality classification flags explicit engagement bait ("Comment YES if you agree") for downranking, and heavy traffic-bridging behaviour attracts minor reach caps. The tactic can still work for lead capture — it converts a smaller distribution into qualified DMs.

Myth:Likes are the signal that drives distribution.

Evidence:LinkedIn's own ranking model uses a dwell-time prediction weighted independently of — and more heavily than — likes, with no fixed second threshold. Content that gets read all the way through outranks content that gets tapped and skipped.

Myth:A comment is worth 15x a like — every creator says so.

Evidence:The 15x multiplier has no traceable primary source. AuthoredUp's analysis of 621,833 posts puts a comment at roughly 2x a like, a save at roughly 2x a meaningful comment, and threaded replies at up to 2.4x more reach. Comments still beat likes — just not by an order of magnitude.