In: Statistics and Probability
A data set lists earthquake depths. The summary statistics are nequals500, x overbarequals4.76 km, sequals4.33 km. Use a 0.01 significance level to test the claim of a seismologist that these earthquakes are from a population with a mean equal to 4.00. Assume that a simple random sample has been selected. Identify the null and alternative hypotheses, test statistic, P-value, and state the final conclusion that addresses the original claim.
What are the null and alternative hypotheses?
From given information,
Population Mean μ = 4
Standard deviation s = 4.33
Sample size n= 500
Sample mean xbar = 4.76
Here sample is large n = 500 > 30. So, we are using one sample Z test.
Here we want to test the claim that a seismologist that these earthquake are from a population with mean equals 4 km.
Alternative Hypothesis is Ha : μ ≠ 4 km
Here level of significance α=0.01
Z = (4.76 - 4) / (4.33/sqrt(500))= 3.925
Z = 3.925
Since P value = 0.0001 < 0.01, so we reject null hypothesis at 0.01 level of significance.