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hypothesis testing
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Hypothesis Testing
- used to determine whether a statement about the value of population parameter should or should not be rejected
NULL Hypothesis
- denoted by H0
Alternative Hypothesis
- denoted by Ha
Null Hypothesis
- tentative assumption about a population parameter
Alternative Hypothesis
- opposite of what is stated in the null hypothesis
Type I Error
- When you reject H0 (Null Hypothesis) when it is actually true
The probability of making a type I error when the null hypothesis is true as an equality is called the
level of significance
Significance Tests
Application of hypothesis testing that only control the Type I error
Type II Error
- When you accept H0 (Null Hypothesis) when it is actually false
Statisticians avoid the risk of making a
Type II error
by using "do not reject H0" and "accept H0"
P-Value
- Probability computed using the test statistic that measures the support (or lack of support) provided by the sample for the null hypothesis
If the p-value is less than the level of significance (a) - reject H0
The test statistic z has a
standard normal probability distribution
If the p-value is greater than the level of significance (a) -
fail
to
reject
the null hypothesis
If the absolute value of the t statistics is
greater
or
equal
to the T critical -
reject
If the absolute value of the T statistics is less than the T critical -
fail to reject
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