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Is a coin flip really 50/50?

Two friends, one chore, one coin. Best of three turns into best of five. Let’s find out what a coin actually owes you.

Skip to the experiment

By Stuck at Home, LLC ·

Picture two housemates and one overflowing bin. Nobody wants it. Someone finds a coin. “Heads, you take it out.” Heads. “Best of three.” Heads again. “Fine — best of five.”

Somewhere around the fourth heads, a question forms: is this coin actually fair? Or does it just feel unfair because it keeps picking on you?

Both can be true at once. A fair coin is one where each toss has an even chance. It is not one where the results take turns, or where a run of heads gets corrected by a run of tails. The coin isn’t keeping score.

The only way to see the difference is to flip a lot more than five times. Fortunately, we have a coin that never gets tired.

The kitchen scoreboard
HHHH

“This coin
hates me.”

An invented evening.
A very real feeling.

Flip ten. Then a hundred. Then a thousand. Keep one eye on the share of heads and the other on the longest streak.

A coin that never gets tired

Flip until it stops surprising you.

Each flip is a fresh 50/50 from the same Web Crypto source as the rest of the site. We keep a running share, the longest streak and how often a flip simply repeated the one before.

0Heads
0Tails

No flips yet

—Longest streak
—Flips matching the one before

Flip a handful, then a lot. Watch the share settle and the streaks keep coming.

The strip shows your last 24 flips. The share drifts towards 50% as the pile grows, but a streak of six or seven is normal in a hundred flips.

The share settles. The streaks don’t.

Two things happen as the pile of flips grows, and they feel like they contradict each other. The share of heads drifts towards 50% — not because the coin is correcting itself, but because each new flip is a smaller and smaller slice of the total. Ten flips can come out 7–3 and nobody should blink; a thousand flips coming out 700–300 would be astonishing.

Meanwhile the streaks never stop. In a hundred fair flips, the longest run of one side is most often six or seven; about four sequences in five contain a run of at least six. Your housemate’s four heads in a row were not a sign of anything except that four is a small number.

Jacob Bernoulli proved the first half of this in a book published in 1713 — the law of large numbers — and schoolteachers have been using the second half ever since to catch students who fake their coin-flip homework. Invented sequences almost never contain the long runs real ones do.

So is a real coin fair? Almost.

Here the story takes a small twist. In 2007 the statistician Persi Diaconis and colleagues filmed coins with a high-speed camera and worked out the physics of a wobbling flip. Their prediction: a coin flipped and caught in the hand lands the same way up it started slightly more often than not — about 51%.

In 2023 a team led by František Bartoš put that to the test the only way that works: 48 people flipped coins 350,757 times. The coins landed on the same side they started 50.8% of the time. Heads versus tails, though, was exactly even — 50.0% — because the bias is about the starting side, not the face. It varied a lot from flipper to flipper and shrank as people practised. The paper won an Ig Nobel Prize, and then a place in the Journal of the American Statistical Association.

Two more things physics will tell you. A tossed US nickel has been estimated to land on its edge about once in 6,000 flips. And never settle anything by spinning a coin: in one Berkeley class, pennies spun on their edge came up heads far less than half the time, some students’ coins less than 10%.

How much does 50.8% matter?

Hardly at all for a kitchen-table decision, and only if the person calling the toss can see which way the coin starts. Bartoš and colleagues point out that the edge disappears if the starting side is hidden. For a fair toss between friends: don’t look, or let the other person call. For a fair draw with real stakes, use something without a starting side — like the generator below.

Back to the bins.

Four heads in a row proves nothing about the coin. Best of five is as fair as best of three, which is as fair as one toss; the extra rounds just delay the chore. If you want to be precise about it, agree on the number of rounds before the first flip, and let the other person call.

Or use a coin that has no starting side, no weight and no feelings. Ours is one tap away, and it has never once hated anybody.

Where we looked things up