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Z-test
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==Procedure== How to perform a ''Z''-test when ''T'' is a statistic that is approximately normally distributed under the null hypothesis is as follows: First, estimate the [[expected value]] μ of ''T'' under the null hypothesis and obtain an estimate ''s'' of the [[standard deviation]] of ''T''. Second, determine the properties of ''T'': one-tailed or two-tailed. For null hypothesis '''''H''<sub>0</sub>''': '''''μ'' ≥ ''μ''<sub>0</sub>''' vs [[alternative hypothesis]] '''''H''<sub>1</sub>''': '''''μ'' < ''μ''<sub>0</sub>''', it is lower/left-tailed (one-tailed). For null hypothesis '''''H''<sub>0</sub>''': '''''μ'' ≤ ''μ''<sub>0</sub>''' vs alternative hypothesis '''''H''<sub>1</sub>''': '''''μ'' > ''μ''<sub>0</sub>''', it is upper/right-tailed (one-tailed). For null hypothesis '''''H''<sub>0</sub>''': '''''μ'' = ''μ''<sub>0</sub>''' vs alternative hypothesis '''''H''<sub>1</sub>''': '''''μ'' ≠ ''μ''<sub>0</sub>''', it is two-tailed. Third, calculate the [[standard score]]: <math display="block"> Z = \frac{\bar{X} - \mu_0}{s}, </math> which [[one- and two-tailed tests|one-tailed and two-tailed]] [[p-values|''p''-values]] can be calculated as Φ(''Z'') (for lower/left-tailed tests), Φ(−''Z'') (for upper/right-tailed tests) and 2Φ(−|''Z''|) (for two-tailed tests), where Φ is the standard [[normal distribution|normal]] [[cumulative distribution function]].
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