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The Apex Legends community is divided over a controversial data mining practice that provides an unfair advantage

by Eray Eliaçık
November 30, 2022
in Data Science, Gaming, News
Home Topics Data Science
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Apex data mining makes competitive esports easy to win. In a competitive esports event, the winner is frequently decided by the slightest of margins; thus, knowing your position on the map can make all the difference. Some of the Apex Legends gamers are aware of that and already cheese it. So, only one question remains, is it cheating or not?

ALGS administration is already started investigating Apex data mining allegations, as many professional players have opposed teams using data mining to get knowledge on Apex Legends zones. While the probe continues, let’s take a closer look at the power of data mining as a cheat.

Apex Legends, a battle royale game developed by Respawn and published by EA, gives players a chance to start in a region of the map of their choice at the beginning of each game, while the playing field narrows in a random direction at regular intervals in the later parts of the game, and the winner is determined by pushing all players to compete in a much small area.

Table of Contents

  • What does Apex data mining mean?
  • Data mining as a cheat?..
  • Will EA intervene?
  • What is data mining?
  • What is Apex Legends?
    • What is competitive Apex Legends?

What does Apex data mining mean?

Since the introduction of Apex Legends, data mining has been a frequent occurrence. People have been using this method to find out information about impending Apex Legends skins, Events, Heirlooms, Prestige skins, and other things. Since it causes no harm, EA has known this for a while without doing anything to stop the Apex data mining issue. Or, they just don’t know how to stop them…


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The Apex Legends community is divided over a controversial data mining practice that provides an unfair advantage
Apex data mining: Image courtesy (EA)

Unfortunately, things can get a little too heated when it comes to using Apex data mining in competitive events to beat out other teams. Similar concerns were raised regarding the widespread accusation that numerous teams, including TSM, data mine the end zones during every competition.

Mark “Dropped” Thees, a Spacestation Gaming participant, raised the issue. He joined Twitter to raise awareness of the issue and inform other professionals of its presence. To find out more about the problem, Dropped also tagged the Apex game designer. But, the developer has not yet responded to Dropped.

Too big of an advantage for teams that have access to it without other teams even realizing this is a thing. Would love any insight into what’s possible to find and what’s not through the code of the game @RSPN_JayBiebs and if anyone could @ other devs that might have insight

— SSG Dropped (@Dropped) November 29, 2022

After that, chaos has begun in the Apex Legends community. Why is it a big deal? Get deeper and find out.


Do you know the UK is preparing to soften further data mining laws to support its thriving AI business?


Data mining as a cheat?..

Zone knowledge is essential in competitive Apex Legends. Pathfinder was a 100% pick when he was the only legend capable of scanning the beacon. Pro athletes spend hours analyzing zones to guess better how a pull will go and where the game will end.

Expertise in Apex Legends zones is what distinguishes some of the top players. You can rapidly rotate to a really strong area or set up your game plan with a far higher likelihood of success if you can foresee the outcome with an early beacon scan.

The Apex Legends community is divided over a controversial data mining practice that provides an unfair advantage
Apex data mining: Image courtesy (EA)

For instance, you might change the building where you play if you knew that a particular POI only had ended in a particular location. Being able to rule out options is a tremendously useful skill, especially with Apex’s abundance of zones, each of which is just slightly different. Obviously, using this knowledge won’t enable you to anticipate Apex Legends zones with perfect accuracy. But in a hostile environment, every advantage counts.

It is rumored that groups like TSM, Alliance, and Furia have access to this data. The Apex Legends community has been engaged in debates on whether data mining end zones should be permitted and whether individuals and teams should face sanctions for using this information without informing EA and Respawn.

Will EA intervene?

According to Dropped, Apex data mining for zones is allegedly a thing in the popular game, and he believes it should be discussed and made more widely known to everyone. According to his logic, you can basically determine which specific zones can happen and which can’t through the game’s coding with each update. He believes this gives teams with access to it an undue edge without other teams being aware of it.

The ALGS regulation prohibits accessing and controlling the game, which is obviously designed to deter all types of cheating. Simply put, it’s not obvious whether learning where zones cannot go in publicly available files constitutes a breach of these regulations or if it’s acceptable.

Teq, the Sentinels coach, tweeted an illustration of the data that teams may access.

here's an example of provided valid vs invalid zones. for the record, I have no idea how to grab these, nor do I use these anymore since I dont care about studying zones. & i dont have access anymore even if i wanted to pic.twitter.com/xpWetgENWj

— SEN Teq (@TeqAPEX) November 29, 2022

As there is no Downed Beast, this map is outdated. But it makes evident how much information there is in the data of Apex Legends zones.

What actually can EA/Respawn do about it? The individuals who have admitted to accessing this data could be prohibited. Despite this, people could still have this knowledge and continue to mine it in the future.

The Apex Legends community is divided over a controversial data mining practice that provides an unfair advantage
Apex data mining: Image courtesy (EA)

EA could instead decide to reveal this information to the whole public. At this time, this is basically the only way to level the playing field. Since almost all of the exclusions are made for game health, it is unlikely that Respawn will alter the locations where Apex Legends zones cannot terminate. For instance, avoiding really unhealthy areas.

The standard for Apex coaches and analysts will change if this is determined to be legal. Even Nevertheless, now that this knowledge is more widely known, the teams who were exploiting it have slightly lost their advantage.

The complete, most recent map of the exclusion zones for Worlds Edge, Storm Point, Broken Moon, and Olympus has been provided by Twitter data miner kralrindo.

https://twitter.com/kralrindo/status/1597767968116834304

Others have argued that teams shouldn’t actually have access to such information. However, it appears that the information is not very difficult to find as content producer “SomeoneWhoLeaks” discovered the endzone cord algorithm and publicly posted it.

Every invalid endzone cord is mapped under the current map file. To roughly get each invalid zone accurately on a minimap, you have to follow this equation:

65,000 ÷ 10
[Origin] ÷ 10
Radius ÷ 10

Plot that on the minimap in photoshop, account for the image artifacting. Go ham. https://t.co/XHWpLacNB9 pic.twitter.com/nf2DWQMmLi

— SWL (@SomeoneWhoLeaks) November 29, 2022

Respawn needs to take action against the problem and level the playing field between teams that have access to the information and teams that don’t because the integrity of the competitive environment may be at risk.


Data mining vs. machine learning: What are the differences?


What is data mining?

Massive amounts of data and datasets are analyzed via data mining, often referred to as knowledge discovery in databases, to extract meaningful insight that helps solve problems, forecast trends, reduce risks, and uncover new opportunities. Data miners sift through mountains of content in search of valuable materials and components, just like miners do in actual mining.

The Apex Legends community is divided over a controversial data mining practice that provides an unfair advantage
Apex data mining investigation start

Today, data mining is everywhere, even in games! But how did we come here? Check out the history of data mining and find out!

What is Apex Legends?

A free-to-play battle royale-hero shooter called Apex Legends was created by Respawn Entertainment and released by Electronic Arts.

It was released on Nintendo Switch in March 2021, Microsoft Windows, PlayStation 4, and Xbox One in February 2019, for PlayStation 5 and Xbox Series X/S in March 2022.

What is competitive Apex Legends?

Featuring a USD $5,000,000 total prize pool and concluding in the ALGS Championship, the Apex Legends Global Series is a competitive tournament competition for Apex Legends players on PC, Xbox, and PlayStation.

How does competitive Apex Legends work? In the competitive mode of Apex Legends Ranked League, you can play against other players of comparable skill. To access it, you must be Level 20 or higher. You can progress in rank and play at higher levels throughout time.


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