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Law of averages

 
Law of Averages

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Law of averages



 
 
The law of averages is a lay term used to express a belief that outcomes of a random event shall "even out" within a small sample.

As invoked in everyday life, the "law" usually reflects bad statistics or wishful thinking rather than any mathematical principle. While there is a real theorem
Law of large numbers

The law of large numbers is a theorem in probability that describes the long-term stability of the arithmetic mean of a random variable. Given a random variable with a finite expected value, if its values are repeatedly sampled, as the number of these observations increases, their mean will tend to approach and stay close to the expected va...
 that a random variable will reflect its underlying probability over a very large sample, the law of averages typically assumes that unnatural short-term "balance" must occur.








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The law of averages is a lay term used to express a belief that outcomes of a random event shall "even out" within a small sample.

As invoked in everyday life, the "law" usually reflects bad statistics or wishful thinking rather than any mathematical principle. While there is a real theorem
Law of large numbers

The law of large numbers is a theorem in probability that describes the long-term stability of the arithmetic mean of a random variable. Given a random variable with a finite expected value, if its values are repeatedly sampled, as the number of these observations increases, their mean will tend to approach and stay close to the expected va...
 that a random variable will reflect its underlying probability over a very large sample, the law of averages typically assumes that unnatural short-term "balance" must occur.

Examples

  • Belief that an event is "due" to happen: For example, "The roulette
    Roulette

    Roulette is a casino and gambling game named after the French language word meaning "small wheel". In the game, players may choose to place bets on either a number, a range of numbers, the color red or black, or whether the number is odd or even....
     wheel has landed on red three consecutive times. The law of averages says it's due to land on black!" Of course, the wheel has no memory and its probabilities do not change according to past results. So even if the wheel has landed on red 10 consecutive times the probability that the next roll will be black is still 48.6% (it would be exactly 50% if there were no green zero). Similarly, there is no statistical basis for the belief that a losing sports team is due to win a game or that lottery numbers which haven't appeared recently are due to appear soon. This sort of belief is called the gambler's fallacy
    Gambler's fallacy

    The gambler's fallacy, also known as the Monte Carlo fallacy or the fallacy of the maturity of chances, is the belief that if deviations from expected behaviour are observed in repeated statistical independence trials of some random process then these deviations are likely to be evened out by opposite deviations in the future....
    .


  • Belief that a sample's average must equal its expected value
    Expected value

    In probability theory and statistics, the expected value of a random variable is the Lebesgue integral of the random variable with respect to its probability measure....
    . For example, Daily Show host Jon Stewart
    Jon Stewart

    Jonathan "Jon" Stewart is an United States comedian, television host, and political satire. He is best known as host of The Daily Show, a news satire airing on Comedy Central....
     once joked that out of ten Republican candidates for president, "the law of averages says one of these guys is a little Barney in the Franks
    Barney Frank

    Barnett "Barney" Frank is an American politician in the United States House of Representatives representing since 1981. In 1982 he won his first full term and has been re-elected ever since by wide margins....
    ." Even if 10% of the population is homosexual, and even if Republican candidates are representative of that population, there is no guarantee that exactly one member in a group of ten must be homosexual. Similarly, if one flips a fair coin
    Fair coin

    In probability theory and statistics, a sequence of statistical independence Bernoulli trials with probability 1/2 of success on each trial is metaphorically called a fair coin....
     100 times, there is only an 8% chance that there will be exactly 50 heads.


  • Belief that a rare occurrence will happen given enough time: For example, "If I send my résumé to enough places, the law of averages says that someone will eventually hire me." This may actually be true assuming nonzero probabilities and the law of averages is simply named in place of the Law of Large Numbers
    Law of large numbers

    The law of large numbers is a theorem in probability that describes the long-term stability of the arithmetic mean of a random variable. Given a random variable with a finite expected value, if its values are repeatedly sampled, as the number of these observations increases, their mean will tend to approach and stay close to the expected va...
    .


  • Belief that over time, statistics must accumulate to gradual even amount, regardless of the actual scenario. For example, the law of averages would expect that in a football league of ten teams, over a period time each team would gradually balance out to have the same amount of wins and losses, regardless of how skilled or how bad one team might be.


See also

  • Law of large numbers
    Law of large numbers

    The law of large numbers is a theorem in probability that describes the long-term stability of the arithmetic mean of a random variable. Given a random variable with a finite expected value, if its values are repeatedly sampled, as the number of these observations increases, their mean will tend to approach and stay close to the expected va...
  • Gambler's fallacy
    Gambler's fallacy

    The gambler's fallacy, also known as the Monte Carlo fallacy or the fallacy of the maturity of chances, is the belief that if deviations from expected behaviour are observed in repeated statistical independence trials of some random process then these deviations are likely to be evened out by opposite deviations in the future....