Pattern Behind Gary 's this LinkedIN post, you never know!
We were analyzing one of Garyโs post as part of our value prep for creators - 'Why my post is not working or why it worked?' we decode it using audience psychology + Data analytics + AI. Insights: ๐๐ผ๐ด๐ป๐ถ๐๐ถ๐๐ฒ ๐๐ณ๐ณ๐ผ๐ฟ๐ ๐ฆ๐ฐ๐ผ๐ฟ๐ฒ (๐๐๐ฆ): ~๐ญ,๐ญ๐ฑ๐ฌ Meaning : Attention is finite. The more mental energy someone spends on a post, the stronger the value signal becomes. A like takes less than a second. A thoughtful 50-word comment may take 60+ seconds with reflection (Method and scoring not sharing here) 122 comments on 377 reactions is unusually high - about 1 in 3 people who reacted also wrote something. That means the post hit a nerve. People felt compelled to respond, not just tap. ๐ฅ๐ฒ๐ฎ๐ฐ๐๐ถ๐ผ๐ป ๐๐ถ๐๐ฒ๐ฟ๐๐ถ๐๐ ๐๐ป๐ฑ๐ฒ๐
: โ ๐ฌ.๐ฐ๐ฑ (๐บ๐ผ๐ฑ๐ฒ๐ฟ๐ฎ๐๐ฒ-๐น๐ผ๐) Meaning : Reaction type chosen (Like vs. Insightful vs. Celebrate vs. Love vs. Funny vs. Support) - LinkedIn forces a choice, which is itself attention effort. This post is NOT "emotionally noisy" - they are agree on one feeling as RDI is moderate-low, if it is high, meaning people feel mix of emotion which is not good. How : compute Shannon entropy on the reaction mix: Proportions: Like 0.769, Love 0.156, Support 0.056, Celebrate 0.016, Insightful 0.003 Shannon entropy H = -ฮฃ(p ร logโ p) โ 1.05 bits Max possible with 5 reactions used = logโ(5) โ 2.32 bits. Diversity ratio โ 0.45 - moderate-low. ----------------------------------------------------- ๐๐ป๐ฝ๐๐ (๐ฎ๐ ๐ผ๐ป ๐ญ๐ญ-๐ ๐ฎ๐-๐ฎ๐ฌ๐ฎ๐ฒ ๐ญ๐ฒ:๐ฑ๐ด ๐๐ฆ๐ง) Post type: short reflective/inspirational No CTA, no specifics, no question Total reactions: 377 (Like 290, Love 59, Support 21, Celebrate 6, Insightful 1) Comments: 122 Reposts: 11 Visible comments analyzed: 10 ------------------------------------------------------ This kind of psychology + behavioral + data-backed clarity is exactly what we are building for creators.