In: Statistics and Probability
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You are a researcher studying the lifespan of a certain species of bacteria. A preliminary sample of 40 bacteria reveals a sample mean of ¯x=78x¯=78 hours with a standard deviation of s=6.8s=6.8 hours. You would like to estimate the mean lifespan for this species of bacteria to within a margin of error of 0.5 hours at a 95% level of confidence.
What sample size should you gather to achieve a 0.5 hour margin of error? Round your answer up to the nearest whole number.
Solution :
Given that,
Point estimate = sample mean = = 78
sample standard deviation = s = 6.8
sample size = n = 40
Degrees of freedom = df = n - 1 = 40 - 1 = 39
At 95% confidence level
= 1 - 95%
=1 - 0.95 =0.05
/2
= 0.025
t/2,df
= t0.025,39 = 2.023
margin of error = E = 0.5
sample size = n = [t/2,df* s / E]2
n = [2.023 * 6.8 / 0.5 ]2
n = 756.95
Sample size = n = 757