🌐
Old School RuneScape Wiki
oldschool.runescape.wiki › w › Drop_rate
Drop rate - OSRS Wiki
September 30, 2025 - The drop rate is the frequency at which a monster is expected to yield a certain item when killed by players. When calculating a drop rate, divide the number of times you have gotten the certain item, by the total number of that monster that ...
Discussions

RNG and Drop Rate, what is the difference?
RNG stands for random number generator. Drop rate is the rate at which an item drops. So say that an item got 70% chance to drop, on a random generated number from 1-100, 70 of those numbers (for example 70 and below ) will guarantee the item drop. So the drop rate is influenced by the RNG, but they are different. More on reddit.com
🌐 r/gaming
9
0
March 16, 2018
How does drop rate work? | Wizard101 Free Online Games
© 2026 KingsIsle Entertainment, Inc. All Rights Reserved More on wizard101.com
🌐 wizard101.com
Item drop rate probability in video game
Since someone else already concisely answered this, I'll just add that the numerical answer you're looking for is about 41% (40.951% to be exact) chance of one or more players getting the drop More on reddit.com
🌐 r/learnmath
25
86
January 1, 2020
How do drop rates work?
The drop rates as off of a roll system, similar to how you obtain your gear through loot rolls. Lets say an item has a 17.9% drop chance. One has a 50% drop rate. Then the final has a 32.1% drop rate. Now lets assume that the drop total is at 1000. Item 1 has a 17.9% drop rate. Therefore it's total is 179/1000. Item 2 is 500/1000. Item 3 is 321/1000. Therefore item 1 is 1-179. Item 2 is 180-679. Item 3 is 680-1000. Those are the loot tables. Now the computer will generate a random number, 1-1000. The group that the number falls under is the loot that drops. More on reddit.com
🌐 r/wow
31
9
May 19, 2012
People also ask

Is a 1% drop rate really that rare?
With a 1% drop rate you need 69 attempts for a 50% chance and 459 attempts for a 99% chance. Many players underestimate how many farming runs truly rare items require — this is by design in most games to extend playtime.
🌐
kordu.tools
kordu.tools › home › gaming › drop rate calculator
Drop Rate Calculator — Loot Probability & Farming Runs Needed
How is loot drop probability calculated?
The probability of getting at least one drop in N attempts is P = 1 − (1 − r)^N, where r is the drop rate as a decimal. This assumes each attempt is independent with the same drop rate — the standard model for most loot systems in games.
🌐
kordu.tools
kordu.tools › home › gaming › drop rate calculator
Drop Rate Calculator — Loot Probability & Farming Runs Needed
Does this work for OSRS drop rates?
Yes. Old School RuneScape uses independent per-kill drop rates. Enter the rate as a percentage (e.g. 1/512 = 0.195%) and the calculator gives you exact probability, expected kills, and dry streak odds.
🌐
kordu.tools
kordu.tools › home › gaming › drop rate calculator
Drop Rate Calculator — Loot Probability & Farming Runs Needed
🌐
Game Developer
gamedeveloper.com › home › game platforms
What does it mean when players complaining about "low drop rate"?
December 9, 2023 - This article reveals the method of researching the problem of low drop rate and how to make it right. ... Drop rate, refers to the probability of obtaining a particular item from a loot box or booster pack in some video games...
🌐
Thegamingdictionary
thegamingdictionary.com › home › drop rate
Drop rate · The Gaming Dictionary · Where DLC is free
June 23, 2020 - The amount of times (usually out of a hundred) that an item has the chance to drop.
🌐
Softwareprocess
softwareprocess.es › homepage › posts › stats-for-games
Statistics and probability for randomized games (loot shooters, roguelites, roguelikes, etc.) | Abram Hindle's Homepage
June 10, 2020 - Players refer to the idea of drop-rate as the frequency that a particular item is “dropped” from a chest or a boss, that is how often will a player get that item as a reward for a particular quest. There are many videos and guides online about these games and particular items in these games ...
🌐
Fandom
asphalt.fandom.com › wiki › Drop_rate
Drop rate | Asphalt Wiki | Fandom
Drop rate is a common but unofficial term used by players to denote the expected average amount (frequency) of an item in relation to all items granted by a random game process in the long run, usually expressed in percent.
Find elsewhere
🌐
Kordu Tools
kordu.tools › home › gaming › drop rate calculator
Drop Rate Calculator — Loot Probability & Farming Runs Needed
March 30, 2026 - The probability of getting at least one drop in N attempts is P = 1 − (1 − r)^N, where r is the drop rate as a decimal. This assumes each attempt is independent with the same drop rate — the standard model for most loot systems in games.
🌐
Urban Dictionary
urbandictionary.com › define.php
Urban Dictionary: drop rate
January 8, 2016 - drop rate: The probability that an award will drop from an enemy when killed by a player in most RPG based video games.
🌐
Pagecalculator
pagecalculator.com › Drop-Rate-Calculator.php
Drop Rate Calculator
Drop rate represents the probability or frequency of an item dropping in a game or event. It is calculated as the ratio of successful drops to total attempts, usually expressed as a percentage.
🌐
Calculator Academy
calculator.academy › home › statistics calculators › drop chance calculator
Drop Chance Calculator - Calculator Academy
December 13, 2025 - A drop chance is a term used in video games to describe the rate at which a player will receive an item on average per number of attempts.
🌐
Fandom
oldschoolrunescape.fandom.com › wiki › Drop_rate
Drop rate | Old School RuneScape Wiki | Fandom
5 days ago - The drop rate is the frequency at which a monster is expected to yield a certain item when killed by players. When calculating a drop rate, divide the number of times you have gotten the certain item, by the total number of that monster that ...
🌐
Reddit
reddit.com › r/learnmath › item drop rate probability in video game
r/learnmath on Reddit: Item drop rate probability in video game
January 1, 2020 -

So my friends and I were doing a raid in Destiny 2 so we could maybe have a chance to get a gun that has a new 10% drop rate. We have 5 people who all have a 10% chance to get it. Someone said theres a 50% chance that at least 1 person gets the gun, which seemed to make sense but I'm not sure. Sorry if this is simple but I thought it was interesting and wanted to know the definite answer. Maybe I'm just overthinking It. Thank you in advance

🌐
Reddit
reddit.com › r/runescape › can someone explain drop rates
r/runescape on Reddit: Can someone explain drop rates
October 29, 2022 -

I've never really understood the drop rate system....

Currently I'm aiming for the 'Sandy' title and collecting the Insects of the desert.

There are particular one's which have a drop rate to them.

The one im currently aiming for says 1/200 drop rate. What does that even mean? a 1% chance of getting the drop per every 200 done?

If someone can explain it a bit more in depth, it would be great.

🌐
EveryCalculators
everycalculators.com › calculating-drop-rates.html
Calculating Drop Rates - Advanced Drop Rate Calculator
Probability of at least one successful drop over increasing attempts, comparing calculated vs. target rates. Calculating drop rates involves determining the probability or chance of a specific item, event, or outcome occurring within a given number of attempts or trials.
Top answer
1 of 3
4

Let me try to go through all your questions in turn.

1. Checking whether or not a drop occurs given a certain drop chance

Just use a pseudo-random number generator and compare the result with the drop chance, just as you suggested in your question. For example, if you specify the drop chance in percentage points with up to two decimal places, you could ask

rand = generatePseudoRandomNumber(0, 10000) // between 0 and 10,000
if(rand <= dropChance * 100)

2. Checking which events happens given a set of possible events

Try to use a data structure that is more flexible than hard-coded switch expressions. I coded a basic version of a Lottery class here: https://gist.github.com/3368046. Lottery allows you to do stuff like this:

$Lottery = new Lottery();
$Lottery->addEntry($item1, $dropChanceOfItem1);
$Lottery->addEntry($item2, $dropChanceOfItem2);
$Lottery->addEntry($item3, $dropChanceOfItem3);
$drop = $Lottery->getWinner();

With my implementation, the drop chances do not even have to add up to 100%; the lottery determines the winner based on the number of lots that each participant has in relation to the other participants of the lottery.

3. When to check for drops and how to communicate the result to the player

I'd decide based on what the most critical bottleneck is: If bandwidth is expensive and if your service has a good latency (Amazon?), go for variant 1. If your service has latency issues, go for 2.

2 of 3
0

Yes, you take each percentage and map it to one or more numbers in that range. E.g. if there's 50% chance of getting a killer rabbit, and 20% chance of getting John Lennon glasses, and 30% of getting chainsaw fuel, then you would have 1...50 be the range for the rabbit, 51...70 for the glasses, and 71...100 for the fuel.

Now you generate a random number (e.g. using rand() or whatever your language offers, limiting it to 1...100 using 1 +(rand() % (100-1)), and depending on what range it falls in, you know what to drop.

Now this only gives you a single item. To get several items, you just draw several times*. So you'd be guaranteed to get one of the three above items from draw one, and one of four other smaller items from draw 2. You can even have draws where one of the items that can drop is "nothing". So to have a 2% chance of this dropping the Super Mega Ultra Grooveshark(tm), you'd have range 1-2 be the shark, and 3 to 100 "nothing" and just do an extra draw (generate another random number between 1 and 100) with that.

So your data structure would probably be a list of draws containing a list of items and their percentages, one of which could be a "nothing" item. Then your items (e.g. enemies) would simply reference one of those data structures as their "drop this when I die" structure.

*) Of course, if you want to always drop two items together, you may need to define some sort of "box" item that just contains those to items, then just draw once to get those two.

🌐
WoWWiki
wowwiki-archive.fandom.com › wiki › Drop_rate
Drop rate | WoWWiki | Fandom
March 18, 2026 - Drop rate is defined as x of x-kills that yields a specific item. An example: You kill 200 ogres and get 100 Netherweave Cloth, then the droprate is equal to: 100 / 200 = 0.5 which is equal to a 50% droprate.
Top answer
1 of 1
1

Simply dividing the number of successful drops by the number of drops will give you a proportion. For example, 20 successful drops out of 100 drops is a 20% chance of getting the successful drop. This is the sample proportion.

You are correct that you will have to do it over and over, as any statistics you calculate are based on the sample, and you cannot have 100% confidence in them. You can, however, repeat it enough times to get a confidence level of 95%, 99%, etc. Also, if you know that the developers have a tendency to use nice numbers in their drops (1/32, 1/64, 1/2048, etc), you could use that to have more confidence in your answer.

This is assuming a few things, however:

  1. All drops are independent of each other. For example, in the game Overwatch, the odds of receiving the rarest tier of item increases every time you do not receive one. This would already be hard to calculate. Now imagine a system where each tier of item may add or remove the cumulative probability of the good drop. Calculating the percentage begins to border on impossible when you know less and less about the system.
  2. All drops are simply based on a drop percentage. For example, in the game Runescape, enemies may have a chance of dropping from the Rare Drop Table, as well as their own drop table. Some rare drops are shared by the enemy's drop table, as well as 'no drop' being shared by both, so without knowing the RDT's rate for that enemy it will be incredibly difficult to predict drop rates to a good confidence level. Other factors may include number of players attacking, items equipped (e.g Runescape's Ring of Wealth), or anything else the developer wants.

You should be able to perform a sample proportion confidence interval, that reads something like "I have 95% confidence that the drop rate lies between 0.79 and 0.81", where your sample proportion would have been 0.80 (in the middle). If this is a bit much effort, just use your sample proportion for a good estimate once you're happy that it's stable. At the end of the day, even if you eventually calculate that probability to be 0.5%, the drop rate doesn't guarantee a drop every 200 kills. Even with 2000 kills, the probability of receiving exactly 10 drops is 12.5%.