The Side Facing Up Before a Coin Flip Wins Slightly More Often, and One Flipper Hit 60%
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Coins landed on the same side they started on 50.8% of the time, according to the study, which won the 2024 Ig Nobel Prize in Probability and was published after peer review in the Journal of the American Statistical Association in 2025. The bigger surprise was how much the effect varied from person to person, and how it seemed to fade with practice.
The project, led by František Bartoš and Eric-Jan Wagenmakers of the University of Amsterdam, set out to test a prediction made in 2007 by Stanford statistician Persi Diaconis and colleagues. Their physics model suggested that human flips add a slight wobble, so a coin spends a bit more time in the air with its starting face up. They estimated a same-side probability of about 51%.
Earlier coin marathons could not settle the question. Statistician Karl Pearson flipped a coin 24,000 times in the 19th century, and mathematician John Kerrich flipped 10,000 times in the 20th, but neither recorded which side each coin started on. A later set of 40,000 flips by Janet Larwood and Priscilla Ku at the University of California, Berkeley, gave mixed results: Larwood’s flips showed a small same-side bias, while Ku’s showed almost none.
For the new test, 48 people flipped coins from dozens of currencies and denominations, recording whether each landed on the side it started on. Many took part in all-day flipping marathons lasting up to 12 hours. Each person flipped in runs of 100, choosing the first starting side at random and then flipping each coin from whichever side had just landed up. Flips had to be caught in the hand, and participants videotaped their sessions so the data could be checked.
Of the 350,757 flips, 178,079 landed on the starting side. The researchers found strong evidence for this same-side bias, but no bias toward heads or tails overall: heads came up almost exactly half the time, and no coin showed a meaningful lean.
The 50.8% average hides wide differences. Individual same-side rates ranged from about 48.7% to 60.1%, according to the study’s person-by-person data. The highest rate came from a participant who contributed 2,800 flips.
“Our experiment suggests it’s not [up to] the coin, but the person flipping the coin,” Bartoš told ABC News in Australia in 2024.
The four people with rates above 53% each flipped fewer than 4,000 times. That fits another pattern in the data: the bias tended to shrink as people flipped more. The authors estimated that about 10,000 flips, or roughly 10 hours of practice, might be enough to virtually eliminate it, possibly because flippers improve with experience. They noted that fatigue or waning attention could also explain the decline.
An informal replication cited in the published paper pointed the same way. When 820 people each flipped a coin 10 times, about 50.9% of the flips landed on the starting side.
The bias is tiny for any single toss, and it does not mean heads or tails is favored in general. If the starting side is chosen at random, the outcome is still a fair 50/50.
But in the published paper, the authors calculated that someone who bet a dollar on each of 1,000 coin flips and knew the starting side would come out about $16 ahead on average. That edge is bigger than the casino’s advantage in six-deck blackjack against a player using perfect strategy, though smaller than the house edge in single-zero roulette.
They also pointed to a $5 million double-or-nothing coin flip on the Amazon Prime show “Beast Games,” where they estimated that knowing the starting face would have been worth about $95,000 in expected value. Their advice for high-stakes tosses is to keep the coin’s starting position hidden.
The study has limits. Participants knew what was being tested, so the authors could not completely rule out that some influenced their flips, consciously or not, though they judged that unlikely based on the videos and how closely the data matched the 2007 physics model. The experiment also counted only coins caught in the hand, not coins that were spun or allowed to bounce.
A fair flip matters because people lean on coins for weightier choices than who kicks off. In a separate field experiment published in 2021 in The Review of Economic Studies, economist Steven Levitt had undecided people flip a coin over decisions such as quitting a job. Those told by the coin to make a change were more likely to do so and reported being happier six months later.
Those findings came with caveats. Participants volunteered online, happiness was self-reported, and many people did not follow the coin. Levitt described the results as suggestive rather than definitive.
For anyone settling a choice with a flip, the coin data offer one easy fix: have someone else flip, or cover the coin before anyone calls it.
Not quite. In 350,757 flips, coins landed on their starting side 50.8% of the time.
No. Heads and tails came up almost equally, and no coin showed a meaningful heads or tails bias.
Human flips add a slight wobble that keeps the starting face up a little longer in the air, as a 2007 physics model predicted.
No. Individual rates ranged from about 48.7% to 60.1%, and the bias tended to shrink with practice.
Hide which side is facing up before the flip, or have a neutral person flip the coin.
Reported by medicaldaily.com.
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