Pekka Kallioniemi Profile picture
Apr 2, 2023 23 tweets 12 min read Read on X
In today's #vatniksoup, I'll talk about Twitter. Elon Musk recently released the Twitter's algorithm as open-source for all to see (kudos!), and people have already found some interesting things from the code.

Here's my analysis on the most interesting findings.

1/21
First of all, let's start with the "I told you so" moment: On 26 Dec 2022, I theorized that pre-Elon there was a adjustment in the algorithm that prioritized Ukraine-related content, making it more visible, thus making it gaining more likes and retweets.

2/21
After Elon took over, my engagement in Ukraine-related content went down by 40%. This same drop was experienced and reported by Denis Zakharov (@betelgeuse1922) and Julia Davis (@JuliaDavisNews). Apparently, right after taking over Twitter, Elon Musk put in place an...

3/21
...algorithm change that PENALIZED all Ukraine-related content, making it less visible. For bigger accounts like Davis', 40-50% drop in engagement is HUGE. Now, this could've been due to there being a Ukraine-boosting prioritization before, which he then reversed...

4/21
...- I guess we'll never know. If the penalization list is in chronological order, the addition to punish Ukraine-related content was the latest addition.

Now, the rest of the algorithm works pretty much like all social media algorithms work: promote thought-provoking...

5/21
...content and kill any conversation around it. Each like gains 30x boost, re-tweets get a 20x bonus, and replies have no effect at all. So appease to your audience and refuse to talk with the dissidents, and you'll be rewarded by the algorithm.

6/21
Adding media helps, and adding both videos and images gives you a 2.0x boost. External links, on the other hand, may hurt your engagement especially if the account is fresh. I assume this was done to counter the spam bots that spread harmful and spammy links.

7/21
Your following-to-follower ratio also matters, and there's an algorithm that reduces the engagement of users who follow a lot of accounts but have only few followers. This could be used to counter the "follow me and I follow back" accounts who try to...

8/21
...garner a large following in a short time.

If a lot people have muted or blocked you, your engagement goes down. Same happens, if a lot of people have recently unfollowed you or reported your account for spam and/or abuse.

9/21
Having Twitter Blue gives you a HUGE boost in engagement, ranging from 0 to 100 with the default of 4x.

Besides Ukraine-related content, there are penalties for posting disinformation, medical misinformation (most probably related to COVID-19), calls for...

10/21
harmful acts (probably installed after Jan 6th), "not safe for work" content (usually porn), content with withheld DMCA strikes, and hateful and/or violent content.

But if the account is big enough, these penalties don't even matter. Take for example Donald Trump Jr.'s...

11/21
..disinformative tweet about Zelenskyy banning the Ukrainian Orthodox Church: this was clearly a lie and was labelled as such, yet the tweet itself gained 16 000 retweets and 64 000 likes. Once you've got big enough audience on Twitter, none of the penalties apply.

12/21
Remember those Twitter circles which shows who you interact with most? Twitter does those,too.Most of the users who tweet regularly are put inside a circle & posting on topics outside of your circle actually hurts your engagement. Now,this penalty is 10x which is again huge.13/21
So just keep on posting stuff that appeases your audience and you won't get punished. Any new perspectives and challenging of people is strictly forbidden, at least if you want to stay relevant. Twitter also tracks the time people spend on your tweets, probably to increase..14/21
..the engagement of threads. If people spend over 2 minutes reading your tweet or if people check your profile through one of your tweets, you also get bonuses.

Twitter also detects for "unknown language", so misspelling, typos or using of words that don't exist penalizes..15/21
..your engagement a LOT (0.01x penalty). So even if you have a good message, it can be penalized if it's badly written. This again seems like a measure against auto-translation bots that spew out bad English en masse.

Interestingly, Twitter also tracks closely the...

16/21
...engagement of US political system, by tracking the impressions on both Republican and Democrat users. It also tracks how so-called Power Users and Elon himself are doing in terms of impressions.

To conclude: Twitter's algorithm is working exactly like other social...

17/21
...media platforms, meaning that it promotes the idea of "information bubbles" and echo chambers. It seems that Elon Musk also lied when he said that Twitter now promotes all viewpoints equally - as there's a engagement penalty for all Ukraine-related content.

18/21 Analysis and visualization by Pauli Ohukainen (2022).
I actually appreciate Musk for releasing the algorithm as open-source, but there's also one big problem: it allows social media manipulation on Twitter to be taken to a whole new level. Let me give you an example: if troll farms want to decrease the engagement of a ...

19/21
...dissident, all they have to do is create hundreds of accounts that then mute/block that dissident's account. They can also increase engagement for propagandists and grifters by retweeting and liking their content. Actually, anyone can do it - buying 1000 likes ...

20/21
...costs you today around 30 USD, and 500 retweets can be bought for 15 USD. Or, if you're the owner of the platform, you can just change the algorithm so that EVERYONE sees your tweets whether they care about your message or not.

21/21
APPENDIX: Some of the claims here have been disputed, see for example this thread:

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More from @P_Kallioniemi

Jan 24
In today’s vatnik soup, I’ll discuss how Estonia, Latvia & Lithuania cut the cord on Russian energy, further reducing their reliance on the Kremlin.

At the same time, the Baltics set an example for EU countries like Slovakia & Hungary whose leadership still worships Putin.

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Moscow has long used its vast natural gas reserves as a geopolitical weapon, manipulating energy supplies to keep neighbors obedient. They’ve used the “energy weapon” several times, with the most blatant cases of Kremlin blackmail coming of course from Ukraine.

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Let’s rewind back to the 1990s: The USSR dissolved, but Russia inherited the gas reserves, pipelines, and Gazprom — its political weapon. Meanwhile, the Baltic states were politically free but economically tied to Russia, heavily reliant on Russian gas.

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Read 25 tweets
Jan 23
In today’s Vatnik Soup, I’ll introduce an Estonian politician, Jana Toom (@JanaToomEE). She’s best-known for promoting pro-Kremlin viewpoints both in domestic Estonian politics and in the European Parliament.

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Toom’s mother, Margarita Chernogorova, studied law in Leningrad & worked for the Communist Party. She was also a confidant to the most notorious leader of the Estonian Soviet Socialist Republic, Karl Vaino. One of Chernogorova’s tasks was to suppress the Singing Revolution.

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During the early 90s Toom lived with her husband in Snezhinsk, Russia and returned to Estonia in 1994. Soon after, she joined the editorial board of Molodyož Estonii, a paper known for being a mouthpiece for the Leninist Communist Youth League during the Soviet era.

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Read 23 tweets
Jan 22
In today’s Vatnik Soup, I’ll discuss the Kremlin’s toolbox at sea. Recently, we have seen several sabotage operations allegedly conducted by Russia & its allies, especially in the Baltic Sea region. Since 2023, there have been several underwater cables cut by ships’ anchors.
1/18 Image
Since Russia’s full-scale invasion of Ukraine,the Baltic Sea has become a hotspot for NATO-Russia rivalry. This rivalry ramped up in Sep 2022,when the Nord Stream gas pipelines were sabotaged by an unknown perpetrator (some blame a “pro-Ukraine group”, others, the Russians).
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These sabotage operations in the Baltic Sea now target critical infrastructure like Internet and energy cables, links that are vital for European communication and trade. Russia and its allies allegedly use these acts to test NATO’s resilience and response.

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Read 19 tweets
Jan 21
Post highlights/best memes from the inauguration.

I'll start with Zuck showing human emotions:
Friends enjoying each other's company:
Read 6 tweets
Jan 9
In today’s Vatnik Soup, I’ll discuss the absolute state of X in January 2025. Since its acquisition by Elon Musk, this platform has rapidly transformed into his personal political tool and a breeding ground for hate speech and disinformation.

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Not everyone is following this shitshow as closely as I am, so I thought it would be good to write a summary of all the changes that have happened on this forum and outside of it. These changes have drastically changed how the platform operates and who gets “a voice” here.

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Elon’s team has been tweaking the algorithm many times after the takeover. One of these tweaks happened already around Nov 2022, when the platform heavily suppressed the visibility of pro-Ukraine accounts. This change was then noticed & reported by many pro-Ukraine accounts.
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Read 23 tweets
Jan 8
In today’s Vatnik Soup, I’ll introduce a Venezuelan bus driver, politician & dictator, Nicolás Maduro (@NicolasMaduro). He’s best-known for ruining Venezuela, turning it into a dictatorship, and for collaborating with other authoritarian regimes like Russia, Iran & Belarus.

1/22 Image
His exact birthplace has been questioned, but most sources agree that Mr. Maduro was born in Caracas, Venezuela. Maduro was raised in a Catholic family, but at some point became a follower of Indian Hindu guru Sathya Sai Baba and even visited the guru in India back in 2005.

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Nicolás’ introduction to leftist politics happened during the 80s, when he acted as an unofficial trade unionist and as bodyguard for José Vicente Rangel, who later worked as a foreign minister under Hugo Chávez. He also visited Havana, Cuba, where he “studied communism”,…

3/22 Image
Read 23 tweets

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