Interviews and surveys with Instagram creators about why they cannot tell a good post from a lucky one
Creators posting three to ten times a month consistently say they do not know why one post lands and the next one dies. The analytics dashboard hands them numbers with no context they can act on, so they cannot diagnose anything or improve iteratively. That uncertainty makes them post less, which hits Instagram's own core engagement metrics.
Interviews and surveys backed the pattern up. Sixty-two percent of respondents said they were confused by the analytics data, and every creator interviewed described a version of not knowing why a Reel underperformed. A secondary finding surfaced along the way: most creators edit in CapCut rather than Instagram's native tools, citing limited functionality in the built-in editor. Two personas anchor the work, Riya, a growth-focused creator who checks analytics daily and still cannot act, and Arjun, a casual consumer tired of repetitive content.
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PMs learning to convert mixed-method research into one prioritised problem statement
The transferable bitUseful as a model for research that ends in one prioritised problem statement instead of a list. Analytics opacity gets named as the highest-priority fix because it hits creator confidence and platform retention at once. The CapCut finding is left as a secondary observation rather than forced into the main story, which is the harder discipline.
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