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  • How I Chose a Social Media KPI (My Framework)
    Social Media Experiments & Case Studies

    How I Chose a Social Media KPI (My Framework)

    Imagine sitting in a quiet office at 9:00 PM, the only light coming from two large monitors filled with data. You have three different browser tabs open: Meta Ads Manager,…

    Read More How I Chose a Social Media KPI (My Framework)Continue

  • How I Chose the Right Platform (My Decision)
    Social Media Experiments & Case Studies

    How I Chose the Right Platform (My Decision)

    According to research from the U.S. Small Business Administration, over 70% of small businesses now use social media to reach new customers, yet many struggle to identify which specific channel…

    Read More How I Chose the Right Platform (My Decision)Continue

  • How I Cut CPM Without Hurting Results (My Test)
    Social Media Experiments & Case Studies

    How I Cut CPM Without Hurting Results (My Test)

    “I feel like I am gambling with my budget every time I launch a new campaign. I follow the ‘best practices’ I read online, but my costs keep rising while…

    Read More How I Cut CPM Without Hurting Results (My Test)Continue

  • How I Cut CPC in Half (My Ad Iteration)
    Social Media Experiments & Case Studies

    How I Cut CPC in Half (My Ad Iteration)

    A data analyst walks into a bar and orders a drink. The bartender asks, “Why the long face?” The analyst says, “I have a 95% confidence interval that this drink…

    Read More How I Cut CPC in Half (My Ad Iteration)Continue

  • How I Reduced Unsubscribes (My Content Change)
    Social Media Experiments & Case Studies

    How I Reduced Unsubscribes (My Content Change)

    There is a specific, hollow feeling that hits you when you look at a dashboard and see a steady climb in opt-outs. For months, I watched my audience retention numbers…

    Read More How I Reduced Unsubscribes (My Content Change)Continue

  • How I Increased DM Replies (My Funnel Test)
    Social Media Experiments & Case Studies

    How I Increased DM Replies (My Funnel Test)

    You have likely seen the common advice: “Just use this one script to double your engagement.” But when you run the numbers, the results are often inconsistent or even disappointing….

    Read More How I Increased DM Replies (My Funnel Test)Continue

  • How I Increased Comments (My Engagement Test)
    Social Media Experiments & Case Studies

    How I Increased Comments (My Engagement Test)

    Have you ever looked at your social media metrics and wondered if those numbers represent real human connection or just digital noise? Many strategists chase “engagement” as a vague goal,…

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  • How I Increased Saves and Shares (My Findings)
    Social Media Experiments & Case Studies

    How I Increased Saves and Shares (My Findings)

    Most social media advice is based on a feeling, but feelings do not scale in a data-driven environment. For years, I have watched marketers chase “viral” trends only to find…

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  • How I Increased Watch Time (My Video Experiment)
    Social Media Experiments & Case Studies

    How I Increased Watch Time (My Video Experiment)

    According to recent data on digital consumer behavior, the average viewer makes a decision about staying or leaving a video within the first three seconds. This narrow window defines the…

    Read More How I Increased Watch Time (My Video Experiment)Continue

  • Why My Best Post Didna?Tt Convert (Lesson)
    Social Media Experiments & Case Studies

    Why My Best Post Didna?Tt Convert (Lesson)

    I am currently looking at a dashboard where a single post has reached over 50,000 people. The engagement rate is sitting at a healthy 8%, with hundreds of shares and…

    Read More Why My Best Post Didna?Tt Convert (Lesson)Continue

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