SR / SOCIAL STUDIOFICTIONAL PRACTICE DATA

Original workflow / Source you can inspect

Less noise. More signal.

FIELDNOTES / A fictional 30-day social review. Find the posts worth learning from, keep the calculations visible and make the next test concrete.

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85,000Current impressions
4.15%Weighted engagement
1.25%Click-through rate
445.00Spend in supplied currency

Channel performance

ChannelPostsImpressionsEngagement %CTR %Spend cents
Instagram3630004.33%1.02%37000
LinkedIn2220003.64%1.89%7500

Inspect the actual post rows.

The next experiment is a proposal.

HypothesisActionSource IDsGuardrail / Owner
The process opener may earn more useful responses.Test two different process openerssep-video-1, sep-video-2Keep topic, format and 7-day observation window matched. / Content lead
A reusable checklist may improve intent signals.Publish a controlled checklist draftsep-carousel-1Do not infer purchases from click counts. / Community lead

Calculation boundaries

Engagement counts likes, comments and shares. Clicks are a separate action count; all rates divide by impressions. Zero-denominator rates remain unknown. Impressions are not unique reach. Spend uses supplied integer cents, without currency conversion.

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