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Science of the coin-toss: Bias in Heads-or-Tails

MrSharkey writes " An interesting article published in Science News puts a new scientific spin on the outcome of the venerable coin-toss. "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.""

53 of 559 comments (clear)

  1. well... one way to solve it by UU7 · · Score: 5, Funny

    heads they're wrong.
    tails they're right.

    1. Re:well... one way to solve it by ArmenTanzarian · · Score: 5, Funny

      The scientists have asked that you start the coin heads side down.

    2. Re:well... one way to solve it by Virtex · · Score: 5, Funny

      Someone once told me it was like this:

      Heads: Gonna get me some head
      Tails: Gonna get me some tail

      So either way you win. I don't get it, though, since everytime I try this, the coin lands on its edge. Seriously, what are the odds of that?

      --
      For every post, there is an equal and opposite re-post.
    3. Re:well... one way to solve it by NoData · · Score: 4, Informative

      Even a study of 100,000 flips. It will not come out 50/50 of course. Some people...... Anyone agree with me here?


      Nope. You missed two points, one made in the article, another about statistics.

      1) Their argument is not about differential face/tail weight. Their argument is about the likelihood of the coin to flip at all. They make the point that over a surprisingly large RANGE of initial flipping forces, the coin fails to flip...even though it appears to flip in the air to the casual observer. It's actually precessing. This means that, given a flip force chosen randomly from the set of flip forces a person can apply, there's a slight bias that the coin will not actually flip.

      2) It doesn't matter that even over many, many trials the count is not exactly 50-50. As you point out, you don't actually expect that even with a fair a coin you will get exactly 50-50 results on a single run. However, you do expect that the variance from 50-50 is normal and unbiased, and dependent on the number of trials you have. You can use inferential statistics to determine if the distribution of non-50/50 results you get after repeated experiments is more or less than the variance predicted by chance. I won't get into how, but apparently their measured bias is reliable.

  2. Thank God we still have by frenetic3 · · Score: 4, Funny

    rock-paper-scissors to settle the disputes of mankind. And drunken boxing.

    -fren

    --
    "Where are we going, and why am I in this handbasket?"
    1. Re:Thank God we still have by ultrafunkula · · Score: 5, Funny

      Good old rock. Nothing beats rock.

    2. Re:Thank God we still have by zephc · · Score: 4, Informative

      or, failing that, we have rock-paper-scissors-spock-lizard

      --
      "I would say that 99 per cent of what my father has written about his own life is false." - L. Ron Hubbard Jr.
    3. Re:Thank God we still have by murphyslawyer · · Score: 5, Funny

      Poor, predictable ultrafunkula. Always chooses rock.

      --
      I ain't evil, I'm just good looking.
  3. Oh Darn... by jwthompson2 · · Score: 5, Funny

    And the society shaking ramifications of this are what? We will stop tossing coins before football games and instead have a pocket sized random number generator and the teams pick a number?

    --
    Even if I knew that tomorrow the world would go to pieces, I would still plant my apple tree. -Martin Luther
    1. Re:Oh Darn... by Anonymous Coward · · Score: 5, Interesting

      In football games they let the coin hit the ground and bounce around before coming to a stop. That introduces complexities that the scientific study did not address.

      It may very well turn out that the odds of getting heads/tails after letting the coin fall on the ground are still 50-50.

  4. From the article by Anonymous Coward · · Score: 5, Funny

    Their preliminary data suggest that a coin will land the same way it started about 51 percent of the time.

    I wonder what their margin of error was.

    1. Re:From the article by standard+method · · Score: 4, Funny

      +/- 2 percent, I think.

      ("What does that even mean?" "Quiet, brain.")

      --
      "I'll be a killer whale, when I grow up"
      -Wintersleep
  5. Let it hit the ground... by bc90021 · · Score: 4, Informative

    If you've ever watched a football game, you'll notice that the coin always hits the ground. This is done for at least one reason, to prevent tampering by the tosser.

    It seems that it would also be good given the results of this study, as it could add more randomness (through the act of hitting the ground), thereby countering the "same side down" effect.

    1. Re:Let it hit the ground... by Sogol · · Score: 5, Funny

      No, the coin always hits the ground beacuse of gravity. Heads I'm right, Tails you're wrong ;)

    2. Re:Let it hit the ground... by IainHere · · Score: 4, Funny

      If you've ever watched a football game, you'll notice that the coin always hits the ground. This is done for at least one reason, to prevent tampering by the tosser

      Look, referees have a hard enough time as it is, without you throwing in needless insults.

  6. Butter-side down by Citizen+of+Earth · · Score: 4, Interesting

    Perhaps related, bread more often falls butter-side down because it usually only has time to complete half a rotation in the distance it falls from your countertop.

    1. Re:Butter-side down by mcmonkey · · Score: 5, Interesting
      The reason bread usually lands butter side down has to do with how it falls off a counter.

      Scientific American actually crunched the numbers on this issue a couple years ago for a piece on Murphy's Law. Turns out the universe is out to get you.

      Considering the case of a slice of bread slipping off the counter top, it will begin to rotate at that point the center of gravity is off of the counter. Presuming a fall from rest and you're not spiking your bread, the rate of fall and rotation are determined by gravity.

      Your main variable is this case is the height of the counter top. Although it turns out this height is constrained to a narrow range of comfort determined by human physiology.

      Now take this argument to the general case of an arbitrary bipedal on an arbitrary planet. The most probable height of humanoid-type life is a function of gravity on the home world. Planets with weaker gravity make it easier to grow taller people; conversely planets with stronger gravity will tend to produce shorter people.

      The taller beings have higher counter tops, but the weaker gravity will cause their bread to rotate slower than our earth-bound bread. Turns out their counter tops will also be at a height destined to produce butter-down drops.

      Same for the munchkins on the planet with stronger than earth gravity. Their bread will rotate fast enough to make it around to butter-side-down when falling from their munchkin-height counter tops.

      So yes, the fundamental laws governing the universe are designed to ruin your breakfast. Look on the bright side, it's not just you--the universe is out to get everyone.

  7. Re:Mmm-hmm. by jcrash · · Score: 4, Insightful

    Yeah, whatever. You were lucky. 51% is the stated bias. in 13 tosses, that would possibly bias it one count and even then it is statistically more likely it wouldn't.

    --
    I do not fear computers. I fear the lack of them. Isaac Asimov (1920 - 1992)
  8. This is interesting... by WordUpCousin · · Score: 5, Interesting

    A coin is more likely to land on the same face it started out on.

    If this is true, we would still want to call the opposite face since we after it lands, we always flip it onto the other hand. That is, if we start with heads facing up, and it lands more frequently with heads facing up on our palms, by the time we slap it onto the back of our opposite hands, tails is facing up!

  9. OMG! by pb · · Score: 4, Interesting

    Yeah, guys, 51% is really biased there... especially when you can completely solve this by the simple expedient of not looking at the coin before you toss it. (or by having one person pass the coin over, and the other person call it)

    --
    pb Reply or e-mail; don't vaguely moderate.
  10. 80,000 geeks tossing at home now! by Anonymous Coward · · Score: 4, Funny

    I just don't want to think about it!

  11. Of course there's a bias by Anonymous Coward · · Score: 5, Funny

    Bias:

    Heads 49.9%

    Tails 49.9%

    Coin becomes
    Self-aware 00.2%

  12. Heads Again! by rwiedower · · Score: 4, Funny

    I bet Rosencrantz is pissed to find this out!

  13. Nice Department, Taco by Gothmolly · · Score: 4, Informative

    "didn't-gildenstern-prove-that-already dept"

    Wow, Taco, about 7 Slashdot readers will even get that. +1, Obscure!
    That was a pretty funny book, actually.

    --
    I want to delete my account but Slashdot doesn't allow it.
    1. Re:Nice Department, Taco by Pendersempai · · Score: 4, Informative
      That was a pretty funny book, actually.

      Um. Wasn't it a play?

  14. Depends upon the coin... by coats · · Score: 4, Interesting
    The article talks about spinning the coin around a horizontal axis as being the least-biased way to flip a coin, slanted axes having biases.

    An interesting alternative is to flip the coin so that it lands on a smooth floor, spinning on a vertical axis. Then the uneven distribution of mass between the head-side and the tail-side will cause a bias.

    It is my experience that dimes and quarters are nearly unbiased for this test, whereas nickels are heavily biased (pun intended) toward tails . [In a past life, I taught a statistics class for which I assigned daily homework, deciding whether or not to take it up on the basis of a coin flip at the end of class. On days for which I really didn't want to spend all evening grading papers, I would use a nickel; I'd use a much-fairer quarter on other days. And none of the class caught on... ]

    --
    "My opinions are my own, and I've got *lots* of them!"
  15. Crap science by lukewarmfusion · · Score: 4, Insightful

    First - the experiment they used to "prove" this involves creating a mechanical device that will flip a coin for you. After some tweaking, they got it to flip and land consistently with heads up.

    Of course you can flip a coin (or any other object) and get it to land the same way every time. All it means is that you've eliminated the random factors of human interaction, air, friction, etc. There's nothing inherently random about a coin - it's the random factor in the action.

  16. NPR by blackmonday · · Score: 5, Informative

    Here's the excellent NPR piece, with pics of the gadget they flipped the coins with: NPR.

  17. Re:Interesting, but .... by Moeses · · Score: 4, Funny

    Who gets the funds to study these projects? I want a grant to study something like this.

    I think this is what you study after your grant proposal has been refused and the only thing left in the department treasury is a quarter.

  18. Re:rubbish by namidim · · Score: 4, Interesting

    This was on NPR the other day. There are a number of issues one of which is that when we flip a coin it actually has a fairly high probability of never actually "flipping" end-over-end. You can test this by attaching a ribbon to the coin and to, say, the table, flipping the coin and then counting the number of twists in the ribbon. It isn't a question of trying to flip it more or less times so much as the physics of the flip. As mentioned in other posts, letting the coin bounce on the ground does make things better since in that case the coin's motion is less predictable.

  19. Comments from someone who's been studying this by broothal · · Score: 4, Interesting

    I'm a magician, and a "mentalist". That means, I pretend to have psychich powers (which I don't, but I don't explain that until after I've convinced the spectator that I have).

    One of my tricks is to predict the outcome of a cointoss. I start out with pseudo science explanation, and then, as I continue to be correct, continue on to a supernatural explanation.

    The explanation given in this article, as to why a coin is biased, can be boiled down to this (quote from the article): For a wide range of possible spins, the coin never flips at all, the team proved. . That is - the extra bias is towards the side that was up from before the toss, and is a result of the coin not spinning at all. If that's their big scoop, I'm dissapointed, because if the coin doesn't spin, it's not within my definition of a coin toss.

    The article actually mentions magicians: 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."
    He has obviously seen a magician to the same trick I do. Of course I wont reveal the secret, but I can tell you this: he's wrong. The dirty work does not happen in the toss. The coin actually do spin, and the secret move is done at an offbeat moment.

    1. Re:Comments from someone who's been studying this by gowen · · Score: 4, Insightful
      He has obviously seen a magician to the same trick I do. Of course I wont reveal the secret, but I can tell you this: he's wrong.
      Or, alternatively, he's seen a Magician do a different trick than yours, and he's right.
      --
      Athletic Scholarships to universities make as much sense as academic scholarships to sports teams.
  20. Additionally by screwballicus · · Score: 4, Interesting

    Some level of added insurance would be provided by simply not allowing those selecting a landing side to see the side on which the coin begins. If the flip is being done by a third party, of course, there's the danger that there's collusion between the third party and one of the participants prior to the toss, even for a 1% better chance in the throw, but we still have a better chance of non-tampering and non-bias as a result. And regardless, even in the worst case scenario, where the participants know the side on which the flip is beginning, we only have a 1% statistical advantage to the one side. Furthermore, a non-level, somwhat randomly varied surface onto which the coin is tossed, rather than a plane, will add another randomising factor.

  21. Law School by Prince+Vegeta+SSJ4 · · Score: 5, Funny
    This sort of reminds me of law school (shudders), where I had a Torts prof who was using a probability (trying to) example. Anyhow, she was explaining that everytime you flip a coin you had a 50/50 chance of heads/tails. She then explained that even so you can still get heads numerous times in a row, proceeded to flip 9 heads in a row. The class was amazed (mostly poly-sci and english majors).

    I thought about it for a second, and given the odds of throwing 9 heads in a row AND doing it right as you were using it as an example were astronomically high - stood up and said 'that's a two headed coin'

    Teacher smiled and proceeded to show the class the two headed quarter

  22. I say bollocks by (void*) · · Score: 4, Insightful
    Is a coin fair or unfair. So you perform the experiment 10000 times. Does one expect it to be the same 5000 times exactly? No! The fractional devation expects to see is sqrt(1/10000) = 1%. One should expect to see an error of 1% about 2/3 of the time.


    So they did the experirment and got 51%. This is wholly compatible with the notion that the coin is random.


    And by the way, ONE trial of 10000 does not prove anything. Show me 51% for ALL trials of 10000 and then lets' talk.

  23. This is supposed to be some amazing new result? by Bootsy+Collins · · Score: 4, Informative

    Analyzing the motion of a disc which rotates about both an axis through the side (flipping) and an axis through the face simultaneously is a straightforward physics problem that decades of physics undergrads and grad students have had to solve as part of classical mechanics classes. The problems are typically phrased in "relevant to coin-tossing" form, as well. In my mechanics class, the problem was phrased something like "what ratio of angular velocities (around the two rotational axes) is necessary to have the coin have a 2/3 chance of landing with the same side facing up as that which started?"

    New scientific spin?

  24. Re:Tax dollars at work, one coin at a time by Anonymous Coward · · Score: 5, Funny

    Seeing as it's the way Bush determines his foreign policy choices, I think it's very important to study the coin toss.

  25. Re:Tax dollars at work, one coin at a time by Short+Circuit · · Score: 4, Insightful

    Actually, I see this as very important.

    Everyone I personally know assumes that coin tosses is a fair, random decision. And that's a fairly fundamental assumption.

    This shows that you can assume some things, and you can't assume others. And the list of things you can and can't assume is always changing.

    And, just to make your head explode, I'll point out that that means that, over the long term, you can't assume anything.

    Think of this research as a sort of lesson in appropriate behavior

  26. Re:so... by jmccay · · Score: 4, Interesting

    Another case of duh. I observed this in High School in the late 1980s when my friends and I used to play various quarter games for money. It greatly increased my chances when spinning a quarter for money during lunch.
    I also used it to increase my chances when playing same/different with another player. Each person spins a quarter, and both players stop their respective quarters wihtout letting the other see the results. The person can look at their own results, and one person guesses whether the quarters are they same or different. If the person guesses correctly, then they take the money. Otherwise, the other person takes the money. Other amounts of money oculd be bet, but only quarters were used to spin in the game. You can really gain a psychological advantage over a person when you win a few without looking at your results and winning each one!

    --
    At the next eco-hypocrisy-meeting, count the private jets used to get to the meeting. Should be interesting to see that
  27. Avoiding bias by geophile · · Score: 5, Interesting

    There is a neat trick for dealing with a biased coin in a coin toss:

    - Flip twice.
    - Discard the pair of throws if it's both heads (HH) or both tails (TT).
    - Count HT as heads, and TH as tails.

    (I think this idea was from John von Neumann.)

    Applied to the current situation: Flip twice, once starting H down, once with T down.

    1. Re:Avoiding bias by jareds · · Score: 4, Informative
      • There is a neat trick for dealing with a biased coin in a coin toss:

        - Flip twice.
        - Discard the pair of throws if it's both heads (HH) or both tails (TT).
        - Count HT as heads, and TH as tails.

        (I think this idea was from John von Neumann.)

        Applied to the current situation: Flip twice, once starting H down, once with T down.

      Um, no. If you want to use von Neumann's procedure, you should flip it twice under the same conditions. Your suggestion would bias the sequence towards TH, which counts as tails.

  28. 2,000,000 flips says... by Anonymous Coward · · Score: 4, Interesting

    I remember my middle school science teacher would have a "coin tossing" lab each year with students, students would keep track and submit the totals. It was all a lesson in probability. He had everyone use pennies dated after 1982 (when they changed the alloy). Heads up was almost 51% of the time. His theory was that heads was "rounder" than tails and that accounted for the difference. Course, 7th grade students don't exactly make the best objective testers

  29. Re:Tax dollars at work, one coin at a time by FauxPasIII · · Score: 5, Funny

    > Seeing as it's the way Bush determines his foreign policy choices,
    > I think it's very important to study the coin toss.

    Eek ! Somebody please hand him the coin with the "don't bomb" face showing next time !

    --
    25% Funny, 25% Insightful, 25% Informative, 25% Troll
  30. Re:Mmm-hmm. by drooling-dog · · Score: 4, Informative

    You'll get 7 or better out of 10 correct about 17.2% of the time just by chance if there's no bias at all...

  31. Re:Tax dollars at work, one coin at a time by Anonymous Coward · · Score: 5, Funny

    Somehow I doubt this was the most expensive experiment ever...

    Research materials budget - 0.01 $

  32. Re:Tax dollars at work, one coin at a time by chef_raekwon · · Score: 4, Insightful

    that coin tosses is a fair, random decision

    if the person who calls the toss never sees the face of the coin upon the toss, and doesn't call it until its in the air, is it not still random, and fair?

    --
    We're like rats, in some experiment! -- George Costanza
  33. Start on the side? by Jtheletter · · Score: 4, Insightful
    So what happens if I perform a coin toss starting with the coin perpendicular to the ground? This should eliminate the bias.
    Of course one could also just flip a coin to see which side to start up before performing a coin toss (begin infinite loop regression)....

    --
    -- I'm not a pessimist, I'm a realist. It's not my fault that life sucks so much. --
  34. geeks don't toss coins by Allison+Geode · · Score: 4, Funny

    I'm a geek, so I don't toss coins: I roll a d20 instead. 1-10 I win, 11-20 you lose!

  35. Re:Tax dollars at work, one coin at a time by InfiniteWisdom · · Score: 5, Funny


    Eek ! Somebody please hand him the coin with the "don't bomb" face showing next time !


    Thats not how it works in this white house. His coin says "Bomb Iraq" and "Bomb Syria"

  36. Re:Tax dollars at work, one coin at a time by phliar · · Score: 4, Insightful
    We've got a deficit over a half-trillion and things like this are getting funded. Riiiiight.
    So we need to stop spending money on everything until the deficit is 0? Equivalently, if you've got a mortgage on your house, then you need to stop spending money on all non-essentials like eating out, owning a car, having more than seven sets of clothes (laundry once a week), computers, eating dessert, ...

    Thousands of children die every day, yet things like faster semiconductors are getting funded. Riiiiight.

    --
    Unlimited growth == Cancer.
  37. Re:Tax dollars at work, one coin at a time by Rhubarb+Crumble · · Score: 5, Funny
    So we need to stop spending money on everything until the deficit is 0? Equivalently, if you've got a mortgage on your house, then you need to stop spending money on all non-essentials like eating out, owning a car, having more than seven sets of clothes (laundry once a week), computers, eating dessert, ...

    If you have a mortgage, but your salary more than covers your mortgage payments, you do not have a deficit.

    However, if you already can't pay your mortgage and your solution is to move to a bigger house in the hope that by stimulating the housing market it might get you a better-paying job, the US goverment would probably like to hire you as a financial adviser.

  38. Re:Tax dollars at work, one coin at a time by FauxPasIII · · Score: 5, Funny

    > Ever seen the movie "Black Hawk Down"? Bill did that.

    Bill produces movies ?

    --
    25% Funny, 25% Insightful, 25% Informative, 25% Troll
  39. Re:Tax dollars at work, one coin at a time by JahToasted · · Score: 4, Insightful

    You're right, of course. I think the difference really is that Bill Clinton actually attended the funerals of those who were killed in action. Bush not only doesn't attend, he doesn't even allow the funerals to be mentioned by the media. Oh, and he also cuts the benefits to any soldier that does survive. A true patriot.