What does RNG mean and how is it used in the gaming world?

RNG stands for random number generator, and in games it decides outcomes you cannot predict, such as critical hits, loot drops, enemy behavior and generated maps.

The sections below explain how a game turns a number into a result, where you meet RNG in real games, how much it affects skill, how to work out your drop odds, and how speedrunners manipulate it.

What does RNG mean and how is it used in the gaming world?
Games recreate a die roll in code: the generator produces a number, and the designers' odds decide the result. (Image: en.wikipedia.org)

What does RNG mean?

RNG is short for random number generator, or random number generation. Gamers use it for the code itself and for any unpredictable result that code produces, so a player who says "pure RNG" means the outcome came down to chance.

Where you see RNG What it means there Example
Game code The method that produces the random numbers Unity's Random class, which game scripts call for pseudorandom values
Player chat A result decided by chance rather than by the player "I lost to RNG" after an opponent lands a lucky critical hit
Loot and rewards The roll that picks which item you receive A rare drop from a defeated enemy or a loot box
World building The numbers that shape a generated map A Minecraft world built from its random seed

How does RNG work in video games?

Most games use a pseudorandom number generator, an algorithm that produces numbers which look random. Microsoft's .NET documentation describes the numbers as not completely random, yet random enough for practical purposes.

The table follows one illustrative 5% item drop from the first number to the final result.

Stage What the game does Example with a 5% item drop
Seed Starts the generator from an initial value Unity seeds its generator once at startup, using a high-entropy value from the operating system
Generate Runs the algorithm to get the next number The generator returns a value from 1 to 100
Compare Checks the number against the odds the designers set A value from 1 to 5 counts as a success
Apply Turns the comparison into a result on screen The enemy drops the item, or it drops nothing

Designers control the odds, not the individual roll. A studio can raise or lower a drop chance in a patch without changing the generator at all.

How RNG works in video games with Unity's Random seed and range methods
InitState sets the generator's seed and Range returns a random int, the first two stages of a drop roll. (Image: docs.unity.com)

Examples of RNG in video games

RNG sits behind more systems than loot. The figures below come from each game's maker or its documented history, so you can compare how much chance each system carries.

Game or system What RNG decides Stated detail
Team Fortress 2 Random critical hits Standard weapons start at a 2% chance and melee weapons at 15%; a crit deals three times base damage
Dragon Quest Critical hits A fixed rate of 1 in 64, about 1.56%
Dungeons & Dragons Critical hits from a die roll A natural 20 on a 20-sided die, a 5% chance
Overwatch Loot Boxes Item rarity in each box 5.1% average chance of a Legendary item per box, as of the February 2025 patch notes
Minecraft The shape of a generated world Each world's seed is a 64-bit integer, which allows about 18 quintillion maps
Tetris The next falling piece Tool-assisted runs manipulate luck to get the ideal piece

Random encounters and the behavior of non-player characters also run on RNG. A computer-controlled opponent can use the same generator to choose its next move, which is why it does not repeat one pattern forever.

True RNG vs pseudo RNG in games

Two kinds of generator exist, and they differ in where the randomness comes from. Video games generally use the second kind because it is fast and gives developers control.

Feature Hardware RNG (true random) Pseudorandom RNG
Source of randomness A changing physical process, such as thermal noise or radioactive decay A mathematical algorithm
Speed Slow, limited to a set number of bits per second Fast
Reproducible? No Yes, the same seed gives the same sequence
Typical use Often combined with a secure generator in cryptography Game logic, procedural generation and simulations
Secure enough for passwords? Used as the seed source for secure systems No for a general-purpose generator; Microsoft points developers to RandomNumberGenerator instead

Calling game RNG "not truly random" is accurate, but a player cannot usually see the difference. The sequence still looks unpredictable unless someone knows the seed and the generator's current state.

True RNG hardware generator on a USB stick held between two fingers
A hardware generator like this draws on a physical process such as thermal noise, which makes it slower than game code. (Image: en.wikipedia.org)

What is a seed in RNG?

A seed is the starting value of a pseudorandom generator. Anyone who knows the seed and the algorithm can reproduce the whole sequence, and that property is what makes shared game worlds and replays possible.

Seed use What it gives you Real example
Sharing a world Other players can generate the same map from one short value Minecraft fans share seeds that produce interesting maps
Replaying a game The same seed gives the same series of random numbers Microsoft's .NET documentation names replaying games as a use for a fixed seed
Identical content for everyone All players find the same things in the same places No Man's Sky uses one seed for its universe
Speedrunning Runners can pick a favorable starting world Minecraft speedrunners use favorable seeds

A seed only works with the algorithm that reads it. When Minecraft changed its world generation, newly explored chunks followed the new rules, which left jarring borders in older maps.

RNG seed change in Minecraft showing a broken chunk border in a map
The seed stayed the same, but a new algorithm built new chunks beside old ones and left this jarring border. (Image: en.wikipedia.org)

Does RNG really undermine skills?

RNG does not remove skill by itself. The answer depends on when the random result arrives, because a player can plan around chance that happens before a decision but can only absorb chance that happens after one.

A single fight can swing on a lucky roll, while a long series of matches gives skill more chances to show.

Type of randomness Example Effect on skill
Before you decide A generated map, a drawn card or a set of shop items Rewards players who adapt, because the decision comes after the roll
After you decide A critical hit or a chance to hit Can override a good decision in one moment, though good odds still pay off over many rolls
Purely cosmetic A skin from a loot box No effect on match results
Gameplay-affecting rewards Gear with random power from a loot box Can give some players an edge that has nothing to do with how they play

Hosts and designers can also limit chance directly. Team Fortress 2 server hosts can turn off random critical hits with the tf_weapon_criticals setting, and pity systems put a ceiling on how long a bad run lasts.

What is RNG manipulation in speedruns?

RNG manipulation, also called luck manipulation, means steering a pseudorandom generator toward a result you want. It works because the sequence is deterministic: change when or how often the game asks for a number, and every later result shifts.

Technique How it works Allowed?
Player input as entropy Inputs feed the generator, so exact timing can produce an ideal Tetris piece or a rare enemy drop Common in tool-assisted speedruns, which are not limited by human reflexes
Changing the number of rolls A small movement change can make the game poll its generator one time less, shifting later results Part of the same tool-assisted technique; it also explains why replays can desync
Choosing a seed Starting from a known seed gives a known world Depends on the rules of the speedrun category
Editing game files Modified internal files change the odds themselves Treated as cheating, and harder to detect than traditional cheats

If RNG can be manipulated, what's the use?

RNG is still worth using because manipulation takes specialized tools or exact timing that ordinary play does not involve. For most players, the sequence stays unpredictable, and that is all a game needs from it.

Reason games keep RNG What it adds Example
Variety Repeat playthroughs do not unfold the same way Randomizers shuffle item locations, which makes them popular for races
Very large worlds A short seed can produce a world that seems handmade Minecraft and No Man's Sky generate their worlds procedurally
Rewards with suspense Rarity tiers make uncommon items feel valuable Loot boxes grade rewards so rarer items are less likely
Less predictable opponents Computer-controlled characters do not repeat one exact pattern Games use generators to decide how opponents move
Fast, testable code Developers can repeat a bug by reusing the same seed Seeded generators give the same results on each test run
RNG seed options in the .NET Random class constructors table
Passing a fixed value to Random(Int32) gives the same results on every test run, which helps developers repeat a bug. (Image: Microsoft)

Good RNG vs bad RNG meaning and other RNG slang

RNG has its own vocabulary in chat and game forums. Like what AFK means in chat, these terms are shorthand that players rarely stop to explain.

Term Meaning
Good RNG The dice went your way, such as a rare drop on the first try
Bad RNG The dice went against you, such as dozens of runs with no drop
RNGesus A joking personification of RNG that players plead with for better luck, also written RNJesus
Proc The activation of a conditional, often random, effect
Crit A critical hit, an attack that deals more damage than normal
Drop rate The probability of getting a particular item from a loot box or booster pack
Pity timer A system that raises the odds of a rare item after many failed attempts

Results like these often get a shrug and a note that your mileage may vary, since two players can get very different luck from the same odds.

Are loot boxes RNG? Loot box odds and pity systems

Yes. A loot box gives a randomized selection of virtual items, so its contents come from an RNG roll. Stores and regulators now require many publishers to show the odds, which gives you real numbers to work with.

Who Rule or practice What it means for you
Apple App Store Apps selling loot boxes must disclose the odds of each item type before purchase Look for the odds before you pay in an iPhone or iPad game
Google Play Apps must clearly disclose the odds before the purchase, and close to it Android games with loot boxes must show the odds at the point of sale
China Publishers have had to release draw probabilities since May 2017 Some published odds were as low as 0.1%
South Korea Games must publish item odds, enforced from March 2024 Publishers face fines if they do not
Belgium The Gaming Commission ruled in 2018 that loot boxes in three named games were games of chance Those loot box systems fell under the country's gambling laws
Overwatch A Legendary item within 20 box openings and an Epic item within five A published guarantee limits the worst case
Loot box RNG shown in a mock-up of a chest opening
Each item that flies out comes from an RNG roll, and many stores now require publishers to show those odds first. (Image: en.wikipedia.org)

How to calculate RNG drop chance in games

A 5% drop does not mean you will get the item in 20 tries. Each roll is independent unless the game has a pity system, so past failures do not make the next roll more likely to succeed.

  1. Find the published drop rate in the game's odds screen, patch notes or official notice.
  2. Convert the rate to a decimal, so 5% becomes 0.05.
  3. Subtract it from 1 to get the chance of failing one roll: 1 – 0.05 = 0.95.
  4. Raise that number to the number of tries to get the chance of failing every roll: 0.95 to the power of 20 is about 0.36.
  5. Subtract the result from 1 to get the chance of at least one drop: 1 – 0.36 = 0.64, or about 64%.

The same math gives about 63% for a 1% drop after 100 tries. Roughly one player in three still has nothing after that many attempts, which is normal bad RNG and not proof that a game is broken.

A pity system changes this math, because the guarantee caps how many tries you can need. Check whether the game's counter carries over between banners or events before you plan around it.

RNG in gaming FAQ

What does RNG stand for in gaming?

RNG stands for random number generator or random number generation. In gaming, it also refers to any gameplay element with an unpredictable result, such as a loot drop, a random encounter or how a computer-controlled character behaves.

What does RNG mean in simple terms?

RNG means luck decided by code. The game produces a number, compares it with odds set by the designers, and then shows you the result. A player who blames RNG is saying that chance, not their own play, decided the outcome.

Is RNG truly random in video games?

Usually not. Most games use pseudorandom generators, whose output is fully determined by an initial seed or state. The numbers still pass as random in normal play, and Microsoft's .NET documentation calls this kind of output sufficiently random for practical purposes.

Can you manipulate RNG in a game?

Yes, in some games. Because pseudorandom sequences are deterministic, exact input timing can change which result you get, and tool-assisted speedruns use this to reach ideal outcomes. Editing internal game files to alter the odds is different and counts as cheating.

What does RNG mean in Minecraft?

In Minecraft, RNG decides things such as world generation and item drops. Each world comes from a random seed stored as a 64-bit integer, and players can share that seed so that others generate the same map on a matching game version.

What is the difference between RNG and luck?

RNG is the mechanism and luck is how the result feels to the player. A studio sets the odds and the generator rolls against them. Good luck or bad luck is simply where your personal results land within those odds.

What is a pity timer in RNG?

A pity timer improves your odds of a rare item, or guarantees one, after many failed attempts. Overwatch, for example, guarantees a Legendary item within 20 consecutive Loot Box openings. Not every game has one, so check the published odds before spending.

Are RNG and gacha the same thing?

No. RNG is the underlying chance system, while gacha is one way of selling that chance. Gacha games use spins, based on Japanese gashapon capsule toys, to hand out random items, and they are often compared to loot boxes.

Final notes on RNG in gaming

Treat RNG as a set of odds you can read and plan around, not as a force that decides every match. A game's generator only follows the odds its designers set. Published rates and the drop-chance math above tell you what to expect, and they also show when a game asks you to pay for a low chance.

Philip Celasco

Philip is a Texas-based technology writer and IT administrator at Techdows.com with more than 10 years of experience creating practical content for everyday users and professionals. He specializes in web browsers, particularly Chromium-based platforms such as Google Chrome, Microsoft Edge, Brave, and Opera. Through his work as an IT administrator, Philip has hands-on experience managing devices, configuring browser policies, troubleshooting software and network issues, and helping people resolve problems that affect productivity and security. His articles are based on practical testing and real-world technical experience. He covers browser settings, extensions, performance problems, privacy controls, security features, and Windows troubleshooting. Outside work, Philip enjoys the quieter side of life in Texas and stepping away from the screen when he can. He has two kids, two cats and loves to play golf with his mother during the weekends.

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