cyberneticlibrary

Track follower growth and content correlation

audience-growth-tracker-smsskillsetup L2170
blacktwist/social-media-skills
What it does

Track follower growth and identify content-to-audience correlation

Best for

Creator or brand accounts analyzing what content drives follower acquisition, to prioritize future content production.

Inputs
  • · Follower count time series (weekly intervals min 4 weeks)
  • · Posts from same period with notable engagement
  • · Posts that drove follower surges (if known)
  • · Analytics dashboard export or manual data collection
Outputs
  • · Net growth per period (daily, weekly, monthly)
  • · Growth rate percentage and trend direction
  • · Best and worst growth periods identified
  • · Compounding rate projections to milestone
  • · Content-to-growth correlation analysis
  • · Anomaly days and spike attribution
Requires
  • · BlackTwist analytics (get_follower_growth, get_metric_timeseries, list_posts, get_consistency, get_daily_recap)
  • · or manual data collection via analytics screenshot
Preconditions
  • · Minimum 4 weeks of follower data at weekly intervals
  • · List of posts from same period for correlation
  • · Either BlackTwist access or manual data upload capability
Failure modes
  • · Requires 2+ data points minimum — will refuse analysis with <2 points
  • · Correlation analysis assumes content posting date matches analytics timestamp
  • · No causal analysis; correlation only — external factors (viral trends, platform changes) not accounted for
Trust signals
  • · Specific metrics required (starting count, ending count, net growth, daily average)
  • · Calculation formula shown (new followers / starting followers × 100)
  • · Four-dimension analysis framework (net growth per period, rate %, trend, compounding effect)