Drop Chance Calculator

Quick answer

The drop chance calculator finds the probability of getting a rare item at least once (or at least k times) in a number of kills, chests or rolls from its drop rate written as a percentage, "1 in X" or a decimal, and how many attempts you need for a 50%, 90%, 99% or custom chance.

%
Chance of at least one drop
63.4 %
Chance of no drop at all
36.6 %
Chance of at least k drops
63.4 %
Expected number of drops
1
Average attempts per drop
100
Attempts for the target probability
230
Attempts for a 50% chance
69
Attempts for a 90% chance
230
Attempts for a 99% chance
459
Chance per attempt
1 %

Loot tables in games such as RuneScape, World of Warcraft, Diablo, Minecraft or Genshin Impact give rare items a fixed chance per attempt. A common mistake is to think that a 1% drop arrives within 100 tries. It does not: each attempt is independent, so after 100 kills the chance of having seen the item at least once is 1 − 0.99¹⁰⁰ ≈ 63.4%, and about one player in three is still empty-handed.

Enter the drop rate in whichever form the game or wiki uses – a percentage, “1 in 512” or a decimal – and the number of attempts. The calculator returns the chance of at least one drop, of none (the “dry streak” probability), of at least k drops if you need several, and the expected number of drops. It also works backwards: how many attempts give a 50%, 90% or 99% chance, or any target you choose.

The results assume a constant drop rate with no pity timer or bad-luck protection. Games that guarantee a drop after a set number of failures, or raise the chance with each miss, will do better than these numbers.

How to use the Drop Chance Calculator

  1. Drop rate given as
  2. Drop chance
  3. Drop chance: 1 in
  4. Drop chance (decimal)
  5. Number of attempts (kills, runs, rolls)
  6. Number of drops you need
  7. Target probability

Results update as you type, every field has its own unit menu, and everything is calculated in your browser.

How it works

Convert the rate to a probability p. The chance of missing every time is (1 − p)ⁿ, so at least one drop is the complement. Solving 1 − (1 − p)ⁿ = T for n gives the attempts needed. Several drops use the binomial distribution.

Worked example

A boss drops a pet 1 time in 100 (p = 0.01). After 100 kills: 1 − 0.99¹⁰⁰ = 1 − 0.366 = 63.4%. For a 90% chance: ln(0.1) ÷ ln(0.99) = 229.1, so 230 kills; for 99%: 459 kills. A 3/100 drop gives 1 − 0.97¹⁰ ≈ 26.3% in 10 rolls and 1 − 0.97¹⁰⁰ ≈ 95.2% in 100.

Chance of at least one drop after n = X attempts

Attempts Chance
0.5 × X 39.3%
1 × X 63.2%
2 × X 86.5%
3 × X 95.0%
4.6 × X 99.0%

Inputs explained

Field What to enter
Drop rate given as Choose one: Percentage, 1 in X, Decimal (0–1)
Drop chance In %
Drop chance: 1 in A number
Drop chance (decimal) A number
Number of attempts (kills, runs, rolls) A number
Number of drops you need A number
Target probability In %

What each result means

  • Chance of at least one drop = (1 – (1 – [p])^[Number of attempts (kills, runs, rolls)])×100
  • Chance of no drop at all = ((1 – [p])^[Number of attempts (kills, runs, rolls)])×100
  • Expected number of drops = [Number of attempts (kills, runs, rolls)]×[p]
  • Average attempts per drop = 1÷[p]
  • Chance per attempt = ([p])×100

Formula

P(at least one) = 1 − (1 − p)ⁿ · attempts for target T: n = ⌈ln(1 − T) ÷ ln(1 − p)⌉ · expected drops = n × p · P(at least k) = 1 − Σ₀ᵏ⁻¹ C(n, i) pⁱ(1 − p)ⁿ⁻ⁱ

Worked example

Inputs — Drop rate given as: 1 in X; Drop chance: 1 in: 100; Number of attempts (kills, runs, rolls): 100; Number of drops you need: 1; Target probability: 90 %.
Results — Chance of at least one drop = 63.4 %; Chance of no drop at all = 36.6 %; Chance of at least k drops = 63.4 %; Expected number of drops = 1; Average attempts per drop = 100; Attempts for the target probability = 230; Attempts for a 50% chance = 69; Attempts for a 90% chance = 230; Attempts for a 99% chance = 459; Chance per attempt = 1 %.

Key terms

Drop rate
Probability that one attempt gives the item.
Independent event
An attempt whose outcome does not depend on earlier ones.
Dry streak
A long run of attempts without the drop.
Pity system
A game rule that guarantees or boosts a drop after many failures.

Frequently asked questions

Does a 1% drop rate mean I get it in 100 tries?

No – after 100 tries the chance is 1 − 0.99¹⁰⁰ ≈ 63.4%. You need 230 tries for 90% and 459 for 99%.

How do I calculate the chance of getting an item at least once?

1 − (1 − p)ⁿ, where p is the drop rate and n the number of attempts.

What are the odds of a 1/512 drop in 512 kills?

1 − (511/512)⁵¹² ≈ 63.2% – the same 63% you get whenever attempts equal the "1 in X" number.

What is a dry streak?

Going far beyond the drop rate without the item. The chance of being 3× the rate dry is about e⁻³ ≈ 5%.

Do my previous failures make the next drop more likely?

Not unless the game has a pity system; each roll is independent.

How many kills for two drops of a 1/100 item?

About 168 kills give a 50% chance of at least two; the average is 200.

What is the average number of attempts?

1 ÷ p – 100 for a 1% drop – but half of players get it sooner than 69 attempts.

Sources

  1. Wikipedia – Geometric distribution
  2. Old School RuneScape Wiki – Drop rate
  3. NIST/SEMATECH e-Handbook – Binomial distribution

Cite this calculator

Speedy Calculator. (2026). Drop Chance Calculator. Speedy Calculator. https://speedycalculator.com/calculators/other/drop-chance/