Nate Liang Instagram stats

Public reactions are below the rough 1.2% audience-size reference for this sample.

• 0.06% median public reactions per follower
• 1.2% rough audience-size reference
• 24 posts with public response totals sampled

The captured sample is stale or too irregular to show a reliable publishing rhythm.

• Newest visible post is 26 days old
• 1 posts published in the 30-day window
• 0.2 visible posts per week

The public sample shows limited repeated identity or topic signals.

• Display name and handle have limited overlap
• Category unavailable
• Recurring topics: college, actually, follow

The bio gives visitors enough context to understand the account.

• 96 visible bio characters
• 8 distinct topic words
• Public destination found

The captured sample is broad enough to compare format results.

• 2 content formats found
• 24 posts sampled

The profile and sampled content provide recurring identity and topic signals.

• Display name and handle have limited overlap
• Recurring topics: college, actually, follow
• Category unavailable

The profile has strong public identity and context signals.

• Bio found
• Public destination found
• Category unavailable

Most sampled posts provide enough visible text to establish useful context.

• 24 of 24 posts included text
• 24 included at least 40 characters
• 24 included at least 120 characters

The profile provides public context and a destination beyond the platform.

• Public destination found
• Public description found
• Public contact field found