c/algorithm-watch

Finally figured out why my cooking videos kept flopping

I kept using trending music thinking it would boost views, but the algorithm actually buries posts that don't match the tempo of the visuals. Switched to original sound last week and my engagement jumped 3x on my pasta tutorial.

3 comments

the_alex•1d ago

I finally saw the data on how TikTok's algorithm keeps teens awake past midnight

Found a study from the Center for Digital Thriving at Harvard that tracked screen time vs. sleep patterns in 14-18 year olds. They showed that the 'for you' page actually learns when you're supposed to be asleep and pushes more emotional content at those hours to keep you scrolling. The engagement spikes at 11 PM to 2 AM are way higher than daytime. That changed how I think about the whole 'kids just lack self control' argument. Has anyone else seen research that maps the specific hours platforms target?

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felixm29•1d ago

TIL my instagram account got shadowbanned for using the same hashtag 3 days in a row

I run a small page where I post photos of my hiking trips. Last week I used #exploreoregon every single day for like a week. Suddenly my reach dropped from like 300 likes a post to maybe 15. I thought it was just a slow week until I checked my account status and it said some of my hashtags were flagged. Had no idea repeating hashtags was a thing that gets you penalized. Anyone else run into this or know what the actual limit is?

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shanec61•4d ago

I used to fight the algorithm on Instagram by posting random stuff. Now I lean into one niche.

For years I posted whatever I felt like photos of my cats, my cleaning jobs, random memes. After seeing a friend in Dallas grow from 200 to 5,000 followers in 3 months by sticking to nothing but before and after house cleaning shots, I finally got it. Last November I deleted half my old posts and now I only post cleaning transformations. Has anyone else seen a big jump after narrowing their focus?

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baker.christopher•4d ago

Why does every algorithm push the same 3 creators in my niche?

I run a small gardening page on Instagram and for the last 2 months, the explore feed keeps showing me the same 3 accounts over and over. They have 500k plus followers and post basic stuff like "5 tips for tomatoes" that gets 100k likes. Meanwhile, smaller creators with actual niche content like how to grow heirloom peppers in zone 5b get almost no reach. Is the algorithm just hardwired to surface accounts that already have high engagement metrics? Anyone else notice this pattern in their specific niche?

3 comments

the_brian•4d ago

That viral TikTok challenge that actually wrecked my channel's reach

Back in March I tried hopping on that "flooring transformation" trend that was blowing up. I spent 3 hours filming a time lapse of me laying LVP in a house in Spokane, and it got 40k views in 2 days. But then the algorithm tanked my next 5 posts because the engagement fell off a cliff after the trend died. Has anyone else seen their account take a hit after chasing a trending format like that?

4 comments

ramirez.vera•4d ago

The day my old Twitter feed stopped making sense to me

I was sitting in a coffee shop in Brooklyn back in 2018 and noticed my feed was all weird. It used to show posts from real people I followed, now it was full of random video clips and news from accounts I never clicked. That was the first time I realized the algorithm changed how content gets pushed around. Has anyone else noticed a big shift in their feed around that time?

3 comments

emma_baker61•5d ago

Just realized posting at 6am gets way more shares than 8pm

I run a small pressure washing page and always posted after dinner. Two weeks ago I tried posting a before and after video at 6am instead. The same video got triple the shares and way more comments. Guess morning scrollers are more likely to interact before their feed gets cluttered. Anyone else notice a big time shift for their niche?

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nina_taylor•10d ago

Spent a week in Austin watching a news story blow up on TikTok, the algorithm was obvious

I was in Austin last month for a job. This local story about a food truck owner getting shut down started trending on TikTok. I watched it happen in real time. Day one it was just local people posting. Day three the same exact video format was being pushed by big accounts with 100k+ followers. Same script, same music, same outrage. The algorithm clearly picked a winner and flooded the zone. The whole thing felt manufactured. Has anyone else noticed how fast the same talking points spread when a story fits a certain format?

3 comments

taylor957•15d ago

Hot take: I was dead wrong about TikTok trends being random luck

For months I thought the whole "this song is going viral" thing on TikTok was just random chance. But last week I ran a test after a buddy claimed the algorithm pushes posts that get high completion rates within the first 2 seconds. I posted 3 similar clips on my cooking account around a 7-second loop and one hit 50k views while the others got under 200. Turns out the one that blew up had a text overlay asking a question right at the start, which kept people watching longer. Anyone else have a moment where they realized the algorithm actually follows consistent patterns?

3 comments

the_sean•15d ago

Found a paper from 2019 that predicted the TikTok 'crying aesthetic' trend two years early

I was cleaning out my old hard drive and found a PDF from a university study on emotional contagion in social networks. The paper mapped out how sad video content spreads faster than happy content in certain age groups. It had specific numbers showing a 22% boost in shares for videos with a certain facial expression pattern. Then I checked when the whole 'crying on camera' thing really took off on TikTok and it lined up almost exactly. Totally creepy how algorithms can prime people for a trend before anyone knows it's coming. Has anyone else found old research that accurately predicted a current trend?

3 comments

nancy_wood•15d ago

Switched from posting at 5pm to 7am and my engagement doubled

Used to just post whenever I felt like it. Usually after work around 5. Got maybe 50 likes max. Friend told me to try early morning. 7am sharp. First post hit 400 likes in an hour. Algorithm seems to favor stuff that sits before the lunch rush. Anyone else notice a time window that works better?

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jake747•18d ago

Unpopular opinion: engagement bait posts are actually hurting small creators more than they help

I run a tiny art account on Instagram, around 3k followers, and I kept seeing these "like for part 2" posts blowing up. So I tried one myself last month, got 500 extra likes overnight. But almost none of those people actually stuck around or bought anything from my shop. Then a friend pointed out that the algorithm probably tagged my account as spammy after that spike, since my reach dropped to like 50 views after the post. Has anyone else seen their numbers tank after using one of those tactics?

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richard_young80•18d ago

Used to think timing hacks were BS until I tried posting at 9pm on a Tuesday

I was skeptical about all those posts saying you gotta post at specific hours to beat the algorithm. Kept thinking good content will find its audience regardless of when you hit publish. Then I tested it for 3 weeks straight back in February. My usual 2pm posts were getting maybe 200 reach but the 9pm Tuesday slot got over 1,200 on average. It was a pretty specific niche too, just talking about old photography gear. I still think the algorithm is weird but the timing thing actually checks out for me now. Has anyone else noticed big shifts based on posting days like Thursday versus Monday?

4 comments

the_oliver•19d ago

Tried posting at 6am instead of noon and got triple the engagement

I usually post my woodworking stuff around lunchtime because that's when I check my phone. Last Tuesday I had my coffee early and accidentally shared a picture of a cutting board I made at 6am. By noon it had 3x more likes and comments than my usual posts. Now I'm wondering if the algorithm favors early birds or if it was just luck. Has anyone else seen a big shift from changing their posting time?

4 comments

harperp24•19d ago

Had a chat with a teenager about why my old posts get no engagement anymore

My niece was visiting last weekend and I showed her a forum thread I wrote back in 2019 that I thought was pretty smart. She scrolled past it in like two seconds and said the title was too long and boring. I got defensive at first but she showed me how her feed works, it's all short punchy titles with a clear opinion right up front. She said algorithms favor posts that get a quick reaction, not ones where you have to think about clicking. That hit different because I realized I've been writing for the old internet where people actually read paragraphs before deciding. Now I'm trying to shorten everything and lead with the hot take, but it feels weird being taught social media tricks by a 16 year old. Has anyone else had to totally change how they write just to get seen these days?

3 comments

phoenix_singh25•19d ago

Pro tip: stop copying what big creators do with hashtags

I used to just copy the hashtags from popular posts in my niche thinking that's how you go viral. Turns out Instagram flags you for using the same 30 hashtags everyone else uses. I noticed my reach dropped to under 200 views for 3 straight weeks until I tested using just 5 specific hyper-local tags. The post that finally popped off used tags like #seattledogowners instead of #doglife. Has anyone else noticed that copying the algorithm tricks from big accounts actually hurts smaller pages?

3 comments

the_alex•22d ago

Bought into the hype about TikTok's shadowban theory for months

I was totally convinced TikTok was shadowbanning my car detailing videos because they'd get like 200 views max. Kept seeing posts in here about it and thought my content was getting buried for no reason. Turns out my thumbnails were just garbage and my hook wasn't grabbing anyone in the first 3 seconds. Actually ran 3 test videos with better hooks and proper tags last month and one hit 12k views overnight. Felt dumb but also relieved it wasn't some algorithm conspiracy against me. Anyone else realize they were blaming the algorithm when it was really just weak content?

3 comments

charles_coleman•24d ago

Unpopular take: That viral post about Facebook killing organic reach is overblown

I've been running a small gardening page on Facebook since 2019, and I keep seeing people claim the algorithm completely killed all unpaid reach around 2021. But my numbers tell a different story. I actually saw my highest engagement in spring 2022 when I posted a video of pruning hydrangeas. What changed wasn't the algorithm suddenly hating everyone - it was that people stopped making content people actually want to share. My page still gets 3,000 to 5,000 organic views per post if I focus on practical tips instead of clickbait. The big drop I noticed was around June 2020 when everyone started chasing trends instead of sticking to their niche. Has anyone else tested this by comparing posts from before and after a specific algorithm update, or are we just repeating what some influencer ranted about?

3 comments

elliot_roberts•24d ago

Had a day last week where my engagement tanked 80% and I realized the algorithm was punishing me for posting at 3am

I thought I was beating the system by scheduling a post when nobody else was online, but the algorithm just buried it because zero people interacted within the first hour, and now I'm stuck wondering if I should delete it or just let it rot.

3 comments

troychen•25d ago

Figured out why my TikTok kept showing me the same pet videos over and over

I spent like 45 minutes trying to change what my For You page shows because it was stuck on golden retriever puppies and cat fails. Turns out the algorithm tracks how long you linger on a video even if you don't like or share it. Has anyone else noticed their feed getting super narrow after watching just one type of content too long?

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simonk98•26d ago

Hot take: I finally tested that "post at 6pm" advice I always dismissed

Spent the last two weeks posting at 6pm in the evening instead of 10am and my engagement jumped by 40%, which shocked me because I thought time was a myth. Anybody else have a specific time slot that actually worked for them that you never believed in before?

3 comments

keith274•26d ago

Question about that viral 'secret algorithm unlock' post from last week

So I saw this post going around claiming that posting at exactly 6:47 PM Eastern on a Tuesday gets you 3x more reach. I tried it on Tuesday with a pretty standard photo post. Got 12 likes. My usual posts get around 40. Is the trick that the algorithm favors bad advice because it keeps people chasing engagement? Or did I just pick a bad day for it?

3 comments

erickelly•26d ago

Spent $200 on a viral TikTok marketing course and all I got was a bunch of generic advice that any free YouTube video could've given me.

The algorithm just pushed it hard because the creator paid for ads, not because the content was actually any good - has anyone else noticed paid promotions getting disguised as "expert tips"?

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stella22•28d ago

My post about Instagram Reels flopped hard because I ignored the first 3 seconds rule

Spent hours editing this Reel last Tuesday about a local hiking trail near Portland. Added music, captions, the whole deal. Got like 12 views in 24 hours. Then I watched it back and realized the first 3 seconds are just a slow pan of the trailhead. No hook, no text, nothing. So I trimmed it to start with a shot of the view from the top and added a quick "you gotta see this" text overlay. Reposted it Thursday and it hit 800 views by Saturday. Anyone else forget to frontload their content and pay for it in views?

3 comments