In: Statistics and Probability
A data set about speed dating includes "like" ratings of male dates made by the female dates. The summary statistics are
nequals=195195,
x overbarxequals=7.537.53,
sequals=1.971.97.
Use a
0.050.05
significance level to test the claim that the population mean of such ratings is less than
8.008.00.
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.
Solution :
Given that,
Population mean = = 8.00
Sample mean = = 7.53
Sample standard deviation = s = 1.97
Sample size = n = 195
Level of significance = = 0.05
The null and alternative hypothesis is,
Ho: = 8
H1: < 8
The test statistics,
t = ( - )/ (s/)
= ( 7.53 - 8 ) / ( 1.97 /195 )
t = -3.33
n = 195
df = n-1 = 195-1 = 194
P- Value = 0.00052
The p-value is less than 0.05
Conclusion :
Reject H0, there is sufficient evidence to conclude that the mean of the population of rating is less than 8.00
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