In a previous year, 52% of females aged 15 years of age and older lived alone. A sociologist tests whether this percentage is different today by conducting a random sample of 600 females aged 15 years of age and older and finds that 324 are living alone. Is there sufficient evidence at the alphaequals 0.1 level of significance to conclude the proportion has changed?
Answer)
Null hypothesis Ho : P = 0.52 (52%)
Alternate hypothesis Ha : P not equal to 0.52
N = 600
First we need to check the conditions of normality that is if n*p and n*(1-p) both are greater than 5 or not
N*p = 312
N*(1-p) = 288
Both the conditions are met so we can use standard normal z table to estimate the P-Value
Test statistics z = (oberved p - claimed p)/standard error
Standard error = √{claimed p*(1-claimed p)/√n
Observed P = 324/600
Claimed P = 0.52
N = 600
After substitution
Test statistics z = 0.98
From z table, P(z>0.98) = 0.1635
But our test is two tailed
So, P-Value is = 2*0.1635 = 0.327
As the obtained Pvalue is greater than 0.1 (given significance level)
We fail to reject the Ho
So we do not have enough evidence to conclude that this percentage is different today
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