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Statistics for Decision- Making in Business - Maricopa Community ...

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There is less than a 1% chance that both contam<strong>in</strong>ated bushels went out.<br />

Does this outcome satisfy the farm produc<strong>in</strong>g these bushels of corn Th<strong>in</strong>k<strong>in</strong>g <strong>in</strong> more detail, the<br />

ma<strong>in</strong> concern is actually <strong>in</strong> regards to one or more (at least one) contam<strong>in</strong>ated bushel go<strong>in</strong>g out!<br />

In order to address how to f<strong>in</strong>d this, it is useful to th<strong>in</strong>k about the follow<strong>in</strong>g, perhaps obvious,<br />

characteristic.<br />

Basic Properties of Probability (Kolmogorov Axioms)<br />

1) A particular event is: guaranteed to not occur, is guaranteed to occur, or lies somewhere<br />

between these extremes.<br />

2) In a given situation, or sample space, the likelihood of someth<strong>in</strong>g occurr<strong>in</strong>g (however<br />

small or <strong>in</strong>significant), is guaranteed.<br />

3) The summed probabilities of all the possible events <strong>in</strong> a situation constitute the entire, or<br />

the whole of all possibilities.<br />

Mathematically, suppose that a sample space consists of n events<br />

above verbal rules translate <strong>in</strong>to:<br />

. Then, the<br />

1) For any arbitrary event between events 1 and n, let‟s call this event , then:<br />

( )<br />

2) Us<strong>in</strong>g to denote the sample space,<br />

( )<br />

3) Summ<strong>in</strong>g the probabilities gives 100% of all possible outcomes:<br />

( ) ( ) ( ) ( )<br />

These basic properties are often referred to as the Kolmogorov axioms, named after the<br />

mathematician Andrey Kolmogorov. An axiom can be thought of as a necessary assumption. For<br />

<strong>in</strong>stance, when physicists develop new concepts <strong>in</strong> physics, they assume that gravity follows<br />

certa<strong>in</strong> properties. Thus, they have gravity axioms.<br />

The Kolmogorov axioms are extremely important <strong>in</strong> probability and the development of new<br />

ideas.<br />

<strong>Statistics</strong> <strong>for</strong> <strong>Decision</strong>-<strong>Mak<strong>in</strong>g</strong> <strong>in</strong> Bus<strong>in</strong>ess © Milos Podmanik Page 93

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