Link in comments on LinkedIn

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:Three to five hashtags expand your reach.

Evidence:AuthoredUp found no measurable reach impact from hashtags across an eight-month study. Hashtags are now a topical/discovery affordance, not a distribution lever — the interest-graph model classifies the post text itself.

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:Your reach dropped because you stopped posting enough.

Evidence:Algorithm InSights (1.8M posts) documents organic reach falling by nearly 50% as LinkedIn shifted from a social graph to an interest graph. Baseline reach is structurally lower; the model now rewards demonstrated expertise signals over reach-chasing volume.