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Toss Out the Toss-Up: Bias in heads-or-tails
Science News online ^ | Week of 2/28/2004 | Erica Klarreich

Posted on 03/02/2004 8:55:59 AM PST by Eala

If you want to decide which football team takes the ball first or who gets the larger piece of cake, the fairest thing is to toss a coin, right? Not necessarily.

A new mathematical analysis suggests that coin tossing is inherently biased: A coin is more likely to land on the same face it started out on.

"I don't care how vigorously you throw it, you can't toss a coin fairly," says Persi Diaconis, a statistician at Stanford University who performed the study with Susan Holmes of Stanford and Richard Montgomery of the University of California, Santa Cruz.

In 1986, mathematician Joseph Keller, now an emeritus professor at Stanford, proved that one fair way to toss a coin is to throw it so that it spins perfectly around a horizontal axis through the coin's center.

Such a perfect toss would require superhuman precision. Every other possible toss is biased, according to an analysis described on Feb. 14 in Seattle at the annual meeting of the American Association for the Advancement of Science.

The researchers' logic goes like this. At the opposite extreme from Keller's perfect toss is a completely biased toss, in which the coin stays flat while in the air. Since the coin never actually flips, it is guaranteed to land on the same face that it started out on.

Between the perfectly spinning toss and the flat toss lies a continuum of other possibilities, in which the coin spins around a tilted axis, precessing like an old-fashioned children's top. Each of these possibilities is biased, the team found. The bias is most pronounced when the flip is close to being a flat toss. For a wide range of possible spins, the coin never flips at all, the team proved.

In experiments, the researchers were surprised to find that it's difficult to tell from watching a coin whether it has flipped. A coin toss typically takes just half a second, with the circumference of the coin whizzing around at 3 meters per second. What's more, the coin's spin makes it wobble, often creating the illusion that the coin has flipped.

"Sometimes we had the complete impression that the coin had turned over when it really hadn't," Holmes says.

Magicians and charlatans may take advantage of this illusion. Keller observes, "Some people can throw the coin up so that it just wobbles but looks to the observer as if it is turning over." To see whether the predicted bias shows up in actual coin tosses, the team made movies of tossed coins and then calculated the axes of spin.

Their preliminary data suggest that a coin will land the same way it started about 51 percent of the time. It would take about 10,000 tosses before a casual observer would become aware of such a small bias, Diaconis says. "Maybe that's why society hasn't noticed this before," he says.

This slight bias pales when compared with that of spinning a coin on its edge. A spinning penny will land as tails about

80 percent of the time, Diaconis says, because the extra material on the head side shifts the center of mass slightly.

During World War II, South African mathematician John Kerrich carried out 10,000 coin tosses while interned in a German prison camp. However, he didn't record which side the coin started on, so he couldn't have discovered the kind of bias the new analysis brings out.

Says David Aldous, a statistician at the University of California, Berkeley, "This is a good lesson that even in simple things that people take for granted, there may be unexpected subtleties."


TOPICS: Miscellaneous; Technical
KEYWORDS: coin; toss

1 posted on 03/02/2004 8:56:00 AM PST by Eala
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To: Eala
Please tell me my tax money did not pay for this
2 posted on 03/02/2004 8:59:17 AM PST by thoughtomator ("What do I know? I'm just the President." - George W. Bush, Superbowl XXXVIII pregame statement)
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To: Eala
The only thing that's completely random is the opinion of a moderate.
3 posted on 03/02/2004 9:00:23 AM PST by Agnes Heep
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To: Eala
Who cares about the coin toss. I always get the biggest piece of cake. LOL
4 posted on 03/02/2004 9:01:39 AM PST by codyjacksmom
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To: thoughtomator
Please tell me my tax money did not pay for this

I'll tell you what...Heads says your tax dollars paid for it, tails says it didn't...

5 posted on 03/02/2004 9:03:53 AM PST by Living Free in NH
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To: Eala
I think it was Styx that wrote that 80's gem entitled "Too Much Time on my Hands..."
6 posted on 03/02/2004 9:04:19 AM PST by grumple (I'm too old to worry about whether or not I'm a pain in your ass...)
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To: Eala

Phil Luckett is STILL one of the worst NFL refs ever.

7 posted on 03/02/2004 9:05:08 AM PST by martin_fierro ("If there's one thing we actors know, it's ... er, what do we know again?")
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To: martin_fierro
What's the story with Phil Luckett?
8 posted on 03/02/2004 9:09:14 AM PST by spiffy
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To: spiffy
From ESPN's Worst Sports Calls Ever page:

Thanksgiving Day coin flip flap

The easiest call in any football game is the coin flip, right? Well, for referee Phil Luckett, the coin flip is a nightmare during a 1999 Thanksgiving Day game between the Steelers and Lions. As the game goes to overtime, Steelers captain Jerome Bettis calls "tails," but Luckett hears "heads." The Lions win the toss and go on to win the game. The NFL will change its procedures for the coin flip after the snafu on national television.

9 posted on 03/02/2004 9:13:36 AM PST by martin_fierro ("If there's one thing we actors know, it's ... er, what do we know again?")
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To: Eala
Who cars, Heads - I win, Tails - you lose.

Always works for me...

10 posted on 03/02/2004 9:14:35 AM PST by Paradox (Cogito ergo Womb.)
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To: thoughtomator
"Please tell me my tax money did not pay for this"

It did

11 posted on 03/02/2004 9:17:19 AM PST by nobody_knows (<a href="http://http://www.michaelmoore.com/" target="_blank">moral coward)
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To: Eala
So that's why the Chicago Bears weren't in the Super Bowl.
12 posted on 03/02/2004 9:18:39 AM PST by justshutupandtakeit (America's Enemies foreign and domestic agree: Bush must be destroyed.)
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To: Eala
Richard Montgomery of the University of California, Santa Cruz.

Research was only done on days when surfing was lousy.

13 posted on 03/02/2004 9:23:11 AM PST by Blue Screen of Death (,/i)
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To: Eala
You know, as much of a waste as this thing is, it does confirm a hunch that I've had for a while now. I've even used it to my benefit several times. Hopefully the word won't get out ;-)
14 posted on 03/02/2004 9:32:07 AM PST by GulliverSwift (Keep the <a href="http://www.johnkerry.com/">gigolo</a> out of the White House!)
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To: Agnes Heep
Nope, the opinion of a moderate, even one with no corruption at all will always gravitate towards the corrupted position. With no ideology to dominate the results, even the most imperceptible tilt towards corruption will be magnified, as a pattern necessarily always emerges from a chaotic stream.
15 posted on 03/02/2004 9:32:53 AM PST by dangus
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To: Eala
Says David Aldous, a statistician at the University of California, Berkeley, "This is a good lesson that even in simple things that people take for granted, there may be unexpected subtleties."

Suddenly it became clear...

16 posted on 03/02/2004 11:34:16 AM PST by bruin66 (Time: Nature's way of keeping everything from happening at once.)
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