Budapest Post

Cum Deo pro Patria et Libertate
Budapest, Europe and world news

Experts dissected TikTok's algorithm and say a US buyer will struggle to replicate its magic

Anyone who buys TikTok will struggle to replicate the app's magic if the purchase doesn't include its recommendation algorithm, experts say.
Technology experts told Business Insider that TikTok's recommendation algorithm was stronger than those of rivals partly because the company had access to extensive training data. TikTok is thought to be wrangling over whether it can sell its recommendation algorithms to a US buyer as part of a wider deal, thanks to new Chinese rules. "I think you can still replicate a lot of the magic of the algorithm if they were going to give you all the user data and all the video data, but you'd have to be willing to support that entire process," said Eugene Wei, a product expert who wrote a popular blog post analyzing the algorithm.

Any company that buys TikTok may struggle to replicate the video app's magic if it buys the service without its recommendation algorithms, experts tell Business Insider.

The app's parent company, ByteDance, is in negotiations with bidders over the sale of TikTok's US business after President Donald Trump in August threatened to ban the app without a sale. Lead bidders for a deal - perhaps worth as much as $30 billion - include Microsoft, in partnership with Walmart, and Oracle.

But discussions have been slowed by new Chinese rules restricting the export of key services, including algorithms. The upshot is that a US buyer may end up buying TikTok's US arm but only licensing the recommendation algorithm that makes the app so compelling.

"I personally think TikTok wouldn't be TikTok without its algorithm," said Bondy Valdovinos Kaye, a researcher at Queensland University of Technology, who has investigated TikTok.


Employees call TikTok's algorithm its crown jewel


TikTok has charmed about 100 million users in the US, and superficially it isn't that different from YouTube. People upload short videos of themselves doing anything from participating in set challenges to posting comedy skits and memes.

What differentiates the app is its "For You" page, which throws up a beguiling mix of highly shareable short videos. Like YouTube and apps like Netflix, this centers on a system that recommends what users should watch next. What's uncanny about TikTok is how good it is at it.

Valdovinos Kaye visited ByteDance's Beijing offices in 2019, where employees called the algorithm the "crown jewel" of ByteDance's success.

The algorithm was developed as a collaboration between ByteDance's AI Lab and Peking University, Valdovinos Kaye said, and is the secret sauce that powers all ByteDance's software.

Initially developed for Toutiao, ByteDance's news aggregator, it is now used in every version of ByteDance's apps, including Douyin, the Chinese version of TikTok.

"We're yet to see anyone else really successfully master recommendation to the degree they have," said Sabba Keynejad of Veed, a video-editing app that has attempted to reverse engineer the algorithm.

Certainly, ByteDance employs a vast engineering workforce to develop the algorithm.

When Valdovinos Kaye visited the Beijing offices, he was confronted with a multistory office packed with programmers. (TikTok declined an interview request for this story. It did, however, publish a blog post in June providing a high-level explanation of the workings of its algorithm.)


It's more than just the algorithm


Keynejad added that we might be bestowing the algorithm with more influence than it has.

"The algorithm isn't the thing that runs everything, but I think it's a perfect storm," he said. "It's product meets the right time in the market, meets these unengaged teens with this great recommendation engine, and all these themes running through the app."

That's something Eugene Wei, a former product chief at companies including Flipboard and Amazon, agrees with. Wei previously delved into the magic behind TikTok's algorithms in a popular blog post.

"It has really easy-to-use video filters and editing tools combined with an algorithm that puts it in front of a lot of people quickly and gets feedback," he said. "That whole flywheel is connected at every point."

He added: "A lot of people are treating the algorithm by itself as some sort of black magic.

"I don't think it's actually that. Most people who build recommendation engines using machine learning say it's pretty likely the techniques they use are pretty standard."

Nikita Aggarwal of the Oxford Internet Institute added that the algorithm learned from the huge amounts of data that TikTok could draw from.

"It collects potentially more user data from other apps, and so is able to better profile the user and therefore recommend what videos they are more likely to enjoy," she said. She also agrees that the app's design - and its focus on full-screen immersive video - helps improve its popularity.

"Every click reveals a user's preference, to the extent that this gives TikTok more useful information about a user's preference and understanding that is what makes an app big," she says.

The app can also test a user's interests at a scale unimaginable for other platforms such as YouTube.

The short format of TikTok videos - none longer than a minute - means users can rifle through them at a far faster rate than on YouTube, where the average video can be longer than 12 minutes.

"It's harder to do for YouTube because they don't necessarily have an app that is putting a lot of random videos in front of a lot of people," Wei said. "People kind of self-select what they watch on YouTube, which is fine."

TikTok's For You page serves its users hundreds of videos an hour, meaning it can occasionally try videos it's not certain users will like with little effect.

"The feedback only takes a few seconds for me to register how I feel about a video, and because it's full screen, the app can assume that whatever I do reflects my opinion on that video," Wei said.

That real-life data used to hone TikTok's machine-learning algorithm is in turn more powerful than the training data sets other services use.


A buyer will struggle to replicate the algorithm's power


Even if it's a relatively standard algorithm, TikTok's has been well-trained on its nearly 600 million monthly active users — which could prove problematic if the algorithm isn't transferred over through a sale.

"I think you can still replicate a lot of the magic of the algorithm if they were going to give you all the user data and all the video data, but you'd have to be willing to support that entire process," Wei said.

"One of the things that comes up in this context is how you associate the values of the algorithmic system or the algorithm and the data it's trained on," Aggarwal added.

"If it was sold to Microsoft, Microsoft presumably could benefit from the same data, but there are the insights that ByteDance has already acquired from users it's already had or exposed the machine learning algorithm to, and that is valuable.

"The historical training has legacy value, which clearly China recognizes."

AI Disclaimer: An advanced artificial intelligence (AI) system generated the content of this page on its own. This innovative technology conducts extensive research from a variety of reliable sources, performs rigorous fact-checking and verification, cleans up and balances biased or manipulated content, and presents a minimal factual summary that is just enough yet essential for you to function as an informed and educated citizen. Please keep in mind, however, that this system is an evolving technology, and as a result, the article may contain accidental inaccuracies or errors. We urge you to help us improve our site by reporting any inaccuracies you find using the "Contact Us" link at the bottom of this page. Your helpful feedback helps us improve our system and deliver more precise content. When you find an article of interest here, please look for the full and extensive coverage of this topic in traditional news sources, as they are written by professional journalists that we try to support, not replace. We appreciate your understanding and assistance.
Newsletter

Related Articles

0:00
0:00
Close
United Nations Calls for Global Action Against Disinformation and Hate Speech Online
Tucker Carlson warns of an inevitable clash in Western societies over mass migration
OpenAI CEO Sam Altman praises the rapid progress of Chinese tech companies.
Poland's President Karol Nawrocki ENDS support for Ukrainian citizens:
Italy's PM Giorgia Meloni highlights record employment and economic growth
Chancellor Friedrich Merz Re-elected as CDU Leader, Opposes AfD Influence
Trump Directs Government to Release UFO and Alien Information
Trump Signs Global 10% Tariffs on Imports
UK Government Considers Law to Remove Prince Andrew from Royal Line of Succession
Two teens arrested in France for alleged terror plot.
US Supreme Court Voids Trump’s Emergency Tariff Plan, Reshaping Trade Power and Fiscal Risk
Greek Prime Minister Kyriakos Mitsotakis advocates for a ban on minors using social media.
Meanwhile in Time Square, NYC One of the most famous landmarks
Jensen Huang just told the story of how Elon Musk became NVIDIA’s very first customer for their powerful AI supercomputer
Former British Prince Andrew Arrested on Suspicion of Misconduct in Public Office
Former President Yoon Suk Yeol Sentenced to Life in Prison for Abuse of Authority
Unitree Robotics founder Wang Xingxing showcases future robot deployment during Spring Festival Gala.
German Chancellor Friedrich Merz calls for real name use on social media.
Italian Police Arrest Man After Alleged Attempt to Abduct Toddler at Bergamo Supermarket, Child Hospitalised With Fractured Femur
British Tourist Arrested at Hong Kong Airport After Meltdown and Vandalism
European Commission Plans Purchase Incentives Limited to Vehicles Manufactured Largely in the EU
French District of Pas-de-Calais Introduces Immediate License Suspension for Drivers Using Mobile Phones
Volkswagen Targets €60 Billion in Cost Reductions as Sales Decline and Global Pressures Intensify
Eighty-Year-Old Lottery Winner Sentenced to 16.5 Years for Drug Trafficking
Rubio Calls for Sweeping U.N. Reform, Saying It Has Failed to End Wars in Gaza and Ukraine
10,000 Condoms Distributed at Winter Olympics 2026 Athlete Village Depleted Within 72 Hours
Poland's President Advocates for Evaluating Independent Nuclear Weapons Development
Mayor of Serdobsk in Russia’s Penza Region Resigns After Housing Certificates Granted to Migrant Family Trigger Public Outcry
China’s EV Makers Face Mandatory Return to Physical Buttons and Door Handles in Driver-Distraction Safety Overhaul
UK Green Party Considering Proposal to Legalize Heroin for an Inclusive Society
OpenAI and DeepCent Superintelligence Race: Artificial General Intelligence and AI Agents as a National Security Arms Race
We will protect them from the digital Wild West.’ Another country will ban social media for under-16s
Heineken announces cut of 6,000 jobs due to declining beer demand
Apple iPhone Lockdown Mode blocks FBI data access in journalist device seizure
Belgium: Man Charged with Rape After Faking Payment to Sex Worker
KPMG Urges Auditor to Relay AI Cost Savings
Canada Opens First Consulate in Greenland Amid Rising Geopolitical Tensions
China unveils plans for a 'Death Star' capable of launching missile strikes from space
Investigation Launched at Winter Olympics Over Ski Jumpers Injecting Hyaluronic Acid
U.S. State Department Issues Urgent Travel Warning for Citizens to Leave Iran Immediately
Wall Street Erases All Gains of 2026; Bitcoin Plummets 14% to $63,000
Eighty-one-year-old man in the United States fatally shoots Uber driver after scam threat
Political Censorship: French Prosecutors Raid Musk’s X Offices in Paris
AI Invented “Hot Springs” — Tourists Arrived and Were Shocked
France Begins Phasing Out Zoom and Microsoft Teams to Advance Digital Sovereignty
Tech Market Shifts and AI Investment Surge Drive Global Innovation and Layoffs
Global Shifts in War, Trade, Energy and Security Mark Major International Developments
Markets Jolt as AI Spending, US Policy Shifts, and Global Security Moves Drive New Volatility
Tesla Ends Model S and X Production and Sends $2 Billion to xAI as 2025 Revenue Declines
Starmer Signals UK Push for a More ‘Sophisticated’ Relationship With China in Talks With Xi
×