Instagram Research Hub

    The Instagram Knowledge Bank

    Explore data-driven research and statistical analysis about Instagram growth, engagement, and optimization strategies.

    10
    Research Articles
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    Regression analysis
    Hashtag interaction regression
    Brute force average testing
    Data Analysis
    Experiment
    Social Media
    Posting Strategy
    Engagement Metrics
    Clustering
    Showing 10 of 10 research articles
    Optimizing Instagram Reel Hashtags?
    Research

    Optimizing Instagram Reel Hashtags?

    A study on the effect of hashtag choice on Instagram Reel Views, using regression analysis and empirical testing.

    regression analysishashtag interaction regressionbrute force average testing
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    Do Songs and Backgrounds Influence Instagram Reel Views?
    Research

    Do Songs and Backgrounds Influence Instagram Reel Views?

    A study on how different songs, backgrounds, and fonts impact Instagram Reel Views. Based on regression analysis of @thorfinn_wisdom’s content.

    Data AnalysisExperiment
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    Do Songs and Backgrounds Influence Instagram Reel Likes?
    Research

    Do Songs and Backgrounds Influence Instagram Reel Likes?

    A study on how different songs, backgrounds, and fonts impact Instagram Reel Likes. Based on regression analysis of @thorfinn_wisdom’s content.

    Data AnalysisExperiment
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    Do Songs and Backgrounds Influence Instagram Reel Views?
    Research

    Do Songs and Backgrounds Influence Instagram Reel Views?

    An exploratory analysis of how different songs and backgrounds impact Instagram Reel views for @poetical.whispers.

    Data AnalysisExperiment
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    This research aims to analyze the impact of video elements on Instagram Reels performance, focusing on the effects of songs, backgrounds, and text.
    Research

    This research aims to analyze the impact of video elements on Instagram Reels performance, focusing on the effects of songs, backgrounds, and text.

    An exploratory analysis of how different songs and backgrounds impact Instagram Reel views for @thorfinn_wisdom.

    Data AnalysisExperiment
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    How much does the background music of a motivational reel affect its views?
    Research

    How much does the background music of a motivational reel affect its views?

    A regression and ANOVA-based analysis of how background music affects Instagram Reel likes, plays, and views for @thorfinn_wisdom.

    Data AnalysisExperimentSocial Media
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    When should you post your motivational reels? An analysis of video plays by posting time.
    Research

    When should you post your motivational reels? An analysis of video plays by posting time.

    An analysis of posting time effects on Instagram Reel performance by weekday and hour of day.

    Data AnalysisSocial MediaPosting Strategy
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    Why video plays and video views tell different stories on Instagram
    Research

    Why video plays and video views tell different stories on Instagram

    An analysis of how inflated video plays differ from stricter video views, and what this means for social media creators.

    Data AnalysisSocial MediaEngagement Metrics
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    What clusters of reel performance can tell us: A K-means analysis
    Research

    What clusters of reel performance can tell us: A K-means analysis

    A K-means clustering analysis of Instagram reels showing three distinct performance clusters with actionable insights for creators.

    Data AnalysisClusteringSocial Media
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    Do motivational quotes matter? An analysis of caption types on reel performance
    Research

    Do motivational quotes matter? An analysis of caption types on reel performance

    An analysis of whether motivational quote type (Resilience, Discipline, Love, Stoicism) affects Instagram reel performance across plays, likes, and views.

    Data AnalysisExperimentSocial Media
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