Forums Forums Social Media I analyzed my actual tweet engagement data to find the best times to post, and generic advice was completely wrong for me

  • I analyzed my actual tweet engagement data to find the best times to post, and generic advice was completely wrong for me

    Posted by No-Firefighter-1453 on April 26, 2026 at 4:29 pm

    You know how every blog post says "post on Tuesday at 10am" or "Wednesday afternoon is the best"? I was following that advice for months and my engagement was… mid. Nothing special.

    So I decided to actually look at my own data instead of trusting generic articles. I have around 200+ tweets posted over the last few months, and I wrote a script that analyzes my actual engagement per hour and day of the week.

    Not just counting likes either. I weighted different engagement types differently: bookmarks count 4x (someone saving your tweet is huge), retweets 3x, replies 2x, likes 1x, and impressions barely count because views without action don't mean much. I also accounted for tweet age so older tweets that had more time to collect engagement don't dominate the results.

    The results surprised me honestly. My best performing window was Sunday evening and Monday early morning. Like, completely opposite of what most "experts" recommend. My worst day? Wednesday. The day everyone says is the best.

    The thing is, it makes sense when you think about it. "Best time to post" is different for everyone because your audience is different. If your followers are mostly in Europe, Tuesday 10am EST means nothing. If your niche is developers, they're more active on weekends when they have free time. If your audience is marketers, Monday morning is when they're catching up.

    I visualized it as a 7×24 heatmap (every hour of every day of the week) and the patterns became super obvious. You can see exactly where your engagement clusters. I also calculated confidence for each cell so I know if a high score is based on 20 tweets or just 2.

    Some interesting patterns I noticed:

    Most people have 2-3 "golden windows" per week, not a consistent daily pattern

    Weekends are underrated, especially for B2B content (less competition in the feed)

    The worst time is often when everyone else is posting (more competition = less visibility)

    Your best hour can be 3-4x better than your worst hour. Thats a massive difference just from timing

    How you can do this yourself:

    Export your last 50-100 tweets with their engagement numbers (Twitter analytics CSV works)

    For each tweet, note the day of week and hour it was posted

    Group by day+hour and average the engagement

    Weight bookmarks and retweets higher than likes – they signal much stronger interest

    Look for clusters. You'll probably find 2-3 clear winners

    Or if you're technical, the X API gives you all this data and you can build a simple heatmap with any charting library.

    What times work best for you guys? Would be curious to hear if anyone else noticed that the generic advice didn't match their actual data. And if you try this method let me know what you find.

    No-Firefighter-1453 replied 1 hour, 52 minutes ago 2 Members · 1 Reply
  • 1 Reply
  • Ordinary_Breath_8732

    Guest
    April 26, 2026 at 4:44 pm

    the bookmark weighting is the most underrated part of this whole method honestly bookmarks are someone saying “I want to come back to this” which is way stronger signal than a passive like. the Sunday evening finding makes total sense too less noise in the feed means ur content actually gets seen. the generic Tuesday 10am advice is basically just an average of everyone’s data which means it’s optimal for nobody specifically. gonna try the heatmap approach on my own data

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