Quiz 4 solutions

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<xi:include href="./quizzes/quiz-01.ptx"/> <xi:include href="./quizzes/quiz-01.ptx"/>
<xi:include href="./quizzes/quiz-02.ptx"/> <xi:include href="./quizzes/quiz-02.ptx"/>
<xi:include href="./quizzes/quiz-03.ptx"/> <xi:include href="./quizzes/quiz-03.ptx"/>
<xi:include href="./quizzes/quiz-04.ptx"/>
</chapter> </chapter>
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<?xml version="1.0" encoding="UTF-8"?>
<!-- When creating a new activity, make a copy of this file with appropriate name -->
<worksheet xml:id="quiz-04" margin="0.5in">
<title>Quiz 4</title>
<!-- Optional introduction -->
<introduction>
<p>
The following work should be completed individually.
Use of notes or textbooks is not allowed.
You may use a scientific calculator, not a graphing calculator or phone app.
</p>
<p>
Show all work unless instructed otherwise.
</p>
</introduction>
<page>
<!-- Exercises start here. -->
<exercise>
<introduction>
<p>
Suppose we have a coin that we're told is not fair and has a probability of <m>\theta = 0.6</m> of coming up heads.
We suspect the probability is even higher than this.
</p>
<p>
Throughout the following parts, do <em>not</em> use a normal approximation.
</p>
</introduction>
<task>
<statement>
<p>
We flip the coin 10 times and see 9 heads.
Should we use a 1-tailed test or a 2-tailed test? Find the <m>p</m>-value.
Do we have strong enough evidence to reject the null hypothesis at a 0.05 significance level?
</p>
</statement>
<solution>
<p>
Using a 1-tailed test, the <m>p</m>-value is <m>\Pr( \geq 9 \text{ heads})</m>:
<md>
<mrow> \Pr(9 \text{ heads}) \amp = {10 \choose 9} (0.6)^9 (1 - 0.6)^{10 - 9} = 10(0.6)^9(0.4)^1 \approx 0.04 </mrow>
<mrow> \Pr(10 \text{ heads}) \amp = {10 \choose 10} (0.6)^{10} (1 - 0.6)^{10 - 10} = 1(0.6)^{10}(0.4)^{0} \approx 0.006 </mrow>
</md>
The <m>p</m>-value is the sum: <m>\Pr(\geq 9 \text{ heads}) \approx 0.046 \lt 0.05</m>, so we can reject the null hypothesis.
</p>
</solution>
</task>
<task>
<statement>
<p>
What is the minimum number of heads we would need to see in 10 flips to reject the null hypothesis?
</p>
</statement>
<solution>
<p>
We saw in part (a) that at least 9 heads is enough to reject.
Then:
<md>
<mrow> \Pr(8 \text{ heads}) = {10 \choose 8} (0.6)^8 (1 - 0.6)^{10 - 8} = 45(0.6)^8(0.4)^2 \approx 0.121 </mrow>
</md>
Adding to the previous probabilities, <m>\Pr(\geq 8 \text{ heads}) \approx 0.046 + 0.121 = 0.167 \gt 0.05</m>.
So 8 heads would not be enough to reject the null hypothesis, therefore the minimum number of heads to reject would be 9.
</p>
</solution>
</task>
<task>
<statement>
<p>
What is the power of the test if the true value of the parameter is <m>\theta = 0.8</m>?
</p>
</statement>
<solution>
<p>
With <m>\theta = 0.8</m>:
<md>
<mrow> \Pr(9 \text{ heads}) \amp = {10 \choose 9} (0.8)^9 (1 - 0.8)^{10 - 9} = 10(0.8)^9(0.2)^1 \approx 0.268 </mrow>
<mrow> \Pr(10 \text{ heads}) \amp = {10 \choose 10} (0.8)^{10} (1 - 0.8)^{10 - 10} = 1(0.8)^{10}(0.2)^{0} \approx 0.107 </mrow>
</md>
So the power of the test is <m>0.268 + 0.107 = 0.375</m>.
</p>
</solution>
</task>
</exercise>
</page>
</worksheet>