audience-psychology

name	audience-psychology
description	LinkedIn and Twitter audience behavior models. Use to calibrate what content resonates with which audience segment. Load during Discovery and Structuring.

Audience Psychology Skill

LinkedIn Audience Architecture

The Three Rings

1. Inner Ring — Peers, researchers, practitioners who know your work. They engage with DMs, substantive comments, and referrals. Save rate is the signal.
2. Middle Ring — Professionals in adjacent fields. They save, reshare, and may follow if content bridges to their world.
3. Outer Ring — General tech/business audience. High impressions, low quality engagement. Avoid optimizing for this ring.

What Inner Ring Responds To

• Genuine intellectual struggle — not conclusions, the process
• Domain-specific precision — they notice when you get details right
• Contrarian claims with evidence — challenges their assumptions respectfully
• Personal field notes — war stories with transferable lessons
• Cross-domain connections — especially when they hadn't seen it

What Kills Inner Ring Engagement

• Credential-stating (they already know, or they don't care about the name)
• Motivational tone
• Oversimplification of problems they work on daily
• Engagement bait

LinkedIn Algorithm Behavior (2026)

• First 60 minutes after posting is the primary engagement window
• Save rate is weighted higher than comments for distribution
• Comment quality > comment count (algorithm detects substantive threads)
• Native carousels and text outperform link posts
• 3000 character limit; optimal is 1200-1800 for text posts
• Line breaks matter — short paragraphs get more reads

Content by Intent → Metric Target

Intent	Primary signal	Secondary signal
Teach	Saves	Reshares
Connect	Comments (inner ring)	DMs
Curate	Saves	Follows
Provoke	Comments	Profile visits
Demonstrate	Inner-ring DMs	Saves
Bridge	Reshares	Memorability