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The statement  "Reject H0 if  P < 0.01 " is called the decision rule.  It always takes the form "Reject H0 if  P < a" .

 

In any problem a is the probability that you are willing to accept in making the wrong decision: That is, rejecting H0 when you should not.

So, if a = 0.01 you are willing to take at most a 1% chance that you make the wrong decision.  The p-value is the probability that you make a wrong decision in  rejecting H0.  So,  if  P < a the probability that you make the wrong decision is less than the probability you are willing to accept in making the wrong decision, meaning you reject H0.

 

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