GAME MATH LIBRARY
How Is Keno Probability Calculated? 40 Numbers, 10 Draws, and the Hypergeometric Distribution
Keno is a classic sampling-without-replacement problem. Pick count, draw count and exact hits fit directly into the hypergeometric distribution.
Wavelet Intelligence · 2026-09-25Direct answer
Keno is a classic sampling-without-replacement problem. Pick count, draw count and exact hits fit directly into the hypergeometric distribution.
Quick facts
- Population
- 40 numbers
- Drawn
- 10 numbers
- Player picks
- 1–10
- Exactly h hits
- Hypergeometric
01
The hypergeometric formula
A player chooses n numbers, then 10 numbers are drawn without replacement from 40. The probability of exactly h hits is P(H=h)=C(n,h)C(40−n,10−h)/C(40,10).
The first combination chooses the h winning numbers from your n picks; the second chooses the remaining 10−h drawn numbers from the 40−n numbers you did not pick.
02
Why this is not exactly binomial
Every draw reduces the remaining pool, so the trials are not independent draws with replacement. That is the key distinction between hypergeometric and binomial models.
Treating every draw as an independent fixed n/40 hit chance gives an approximation rather than the exact distribution.
03
Expected number of hits
The full distribution is hypergeometric, but the expected hit count is simple: E[H]=n×10/40=n/4.
If you pick 8 numbers, the average is 2 hits. A single round can still produce 0, 1, 2 or more.
04
Hit probability is not the same as payout
The combinatorics determine the hit distribution. RTP also depends on the paytable multiplier assigned to every possible hit count h.
Evaluating a Keno table therefore requires the weighted sum of all P(H=h) × multiplier(h), not just the top jackpot or highest-hit multiplier.
EXAMPLE
Picking 5 numbers
E[H] = 5×10/40 = 1.25 hitsExactly h hits: C(5,h)C(35,10−h)/C(40,10)Theoretical RTP: Σ P(H=h) × payoutMultiplier(h)
Frequently asked questions
Do more picks always make Keno better?
Expected hits rise with pick count, but the paytable also changes. A higher chance of some hits does not automatically mean a higher RTP.
Why hypergeometric instead of binomial?
Because Keno samples from a finite number pool without replacement, so the draws are not independent Bernoulli trials with a fixed probability.
Can I judge Keno RTP from the highest prize?
No. RTP is the weighted sum across every hit-count probability and its corresponding payout.