In: Statistics and Probability
Given two independent random samples with the following results:
n1=154pˆ1=0.27n1=154p^1=0.27 n2=351pˆ2=0.43n2=351p^2=0.43
Use this data to find the 98%98%confidence interval for the true difference between the population proportions.
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Step 1 of 3 :
Find the critical value that should be used in constructing the confidence interval.
Step 2: Find the value of the standard error. Round your answer to three decimal places
Step 3: Construct the 98% confidence interval. Round your answers to three decimal places
Solution
Back-up Theory
100(1 - α) % Confidence Interval for (p1 - p2) is:
[(p1cap – p2capx/n) ± MoE, …………………………………………………….. (1)
where
MoE = (Zα/2)√[pcap(1 - pcap){(1/n1) + (1/n2)}] ………………………..………….. (2)
with
p1cap and p2cap being the corresponding sample proportions,
pcap = (np1cap + mp2cap)/(n + m),
Zα/2 is the upper (α /2)% point of N(0, 1),
n1 and n2 being the two sample sizes.
Now, to work out the solution,
Step 1 of 3 : Critical value that should be used in constructing the confidence interval = Z0.01 = 2.3263 [Using Excel Function: Statistical NORMSINV]
Step 2: Standard error = √[pcap(1 - pcap){(1/n1) + (1/n2)}] = 0.0469
= 0.047
Step 3: 98% confidence interval = [- 0.269 < (p1 – p2) < - 0.051] Answer
Details of calculations
n1 |
154 |
p1cap |
0.27 |
n2 |
351 |
p2cap |
0.43 |
pcap |
0.38120792 |
1 - pcap |
0.618792 |
{(1/n1)+(1/n2)} |
0.00934251 |
SE |
0.046945 |
p1cap - p2cap |
-0.16 |
α |
0.02 |
Zα/2 |
2.32634787 |
1 - (α/2) |
0.99 |
MoE |
0.10920933 |
LB |
-0.2692093 |
UB |
-0.0507906 |
DONE