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The fundamentals of hypothesis testing for population proportion. It provides examples and step-by-step explanations of how to conduct hypothesis tests for various scenarios, including one-tailed and two-tailed tests, as well as tests for unknown and known population standard deviations. Key concepts such as null and alternative hypotheses, level of significance, test statistics, p-values, and decision making. It is a comprehensive resource for understanding and applying hypothesis testing techniques for population proportions, which are widely used in fields like statistics, data analysis, and research methodology.
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Week 7 Hypothesis Testing Q & A
1. Steve listens to his favorite streaming music service when he works out. He wonders whether the service algorithm does a good job of finding random songs that he will like more often than not. To test this, he listens to 50 songs chosen by the service at random and finds that he likes 32 of them. Use Excel to test whether Steve will like a randomly selected song more than not and then draw a conclusion in the context of a problem. Use α = 0.05. Type equation here. Ho: p = ≤ 0. 5 (50%) p = 0. Ha: p = > 0.5 (strictly <>≠ ) P-value = 0.02 which is < 𝛼 = 0. 05 we reject Ho and support the Ha Hypothesis Test for p population proportion Level of Significance 0.05 (decimal) Proportion under H 0 0.5000 (decimal) n 50 Number of Successes 32 Sample Proportion 0. StDev 0. SE 0. Test Statistic (z) 1. One-Sided p-value 0. Two-Sided p-value 0. Right-Tailed (>) 1. Left-Tailed (<) - 1. Two-Tailed (≠) ± 1. Answer: Reject the null hypothesis. There is sufficient evidence to prove that Steve will like a random selected song more often than not. 2. A magazine regularly tested products and gave the reviews to its customers. In one of its reviews, it tested 2 types of batteries and claimed that the batteries from company A outperformed batteries from company B in 108 of the tests. There were 200 tests. Company B decided to sue the magazine, claiming that the results were not significantly different from 50% and that the magazine was slandering its good name. Use Excel to test whether the true proportion of times that Company A’s batteries outperformed Company B’s batteries is different from 0.5. Identify the p=value rounding it to 3 decimal places.
Ho: p = 0.5 Ha ≠ 0. 5 (two tailed test) n = 200 (𝛼 𝑖𝑠 𝑛𝑜𝑡 𝑔𝑖𝑣𝑒𝑛 𝑠𝑜 𝑙𝑒𝑎𝑣𝑒 𝑖𝑡 0. 05 ) Hypothesis Test for p population proportion Level of Significance 0. Proportion under H 0 0. n 200 Number of Successes 108 Sample Proportion 0. StDev 0. SE 0. Test Statistic (z) 1. One-Sided p-value 0. Two-Sided p-value 0. Right-Tailed (>) 1. Left-Tailed (<) - 1. Two-Tailed (≠) ± 1. Answer: 0.258 (because it is a two tailed test). We are not rejecting the null hypothesis and we do not have evidence to support the alternative hypothesis.
3. A candidate in an election lost by 5.8% of the vote. The candidate sued the state and said that more than 5.8% of the ballots were defective and not counted by the voting machine, so a full recount would need to be done. His opponent wanted to ask for the case to be dismissed, so she had a government official from the state randomly select 500 ballots and count how many were defective. The official found 21 defective ballots. Use Excel to test if the candidates claim is true and that < 5.8% of the ballots were defective. Identify the p=value rounding to 3 decimal places. Ho: p = ≥ 0. 058 Ha < 0. 058 (one tailed test) n = 500 (𝛼 𝑖𝑠 𝑛𝑜𝑡 𝑔𝑖𝑣𝑒𝑛 𝑠𝑜 𝑙𝑒𝑎𝑣𝑒 𝑖𝑡 0. 05 ) Hypothesis Test for p population proportion Level of Significance 0.05 (decimal) Proportion under H 0 0.0580 (decimal) n 500 Number of Successes 21 Sample Proportion 0. StDev 0. SE 0. Test Statistic (z)
One-Sided p-value 0. Two-Sided p-value 0.
6. An economist claims that the proportion of people that plan to purchase a fully electric vehicle as their next car is greater than 65%. To test this claim, a random sample of 750 people were asked if they planned to purchase a fully electric vehicle as their next car. Of this 750, 513 indicated that they plan to purchase an electric vehicle. Ho: p = 0.65 Ha; p = >0. Find the p-value for this hypothesis test for a proportion & round to 3 decimal places. Hypothesis Test for p population proportion Level of Significance 0. Proportion under H 0 0. n 750 Number of Successes 513 Sample Proportion 0. StDev 0. SE 0. Test Statistic (z) 1. One-Sided p-value 0. Two-Sided p-value 0. Answer: 0. 7. Colton makes the claim to his classmates that < 50% of newborn babies born this year in his state are boys. To prove this claim, he selects a random sample of 344 birth records in his state from this year. Colton found that 176 of the newborns were boys. What are the null and alternative hypothesis for this hypothesis test. Answer: Ho: 0. Ha: <0. 8. An Airline company claims that in its recent advertisement that at least 94% of passenger luggage that is lost is recovered and reunited with their customer within 1 day. Hunter is a graduate student studying statistics. For a research project, Hunter wants to find out whether there is sufficient evidence in support of the airline company’s claim. He randomly selects 315 passengers whose luggage was lost by the airlines and found out that 276 of those passengers were reunited with their luggage within 1 day. Are all of the conditions for his hypotheses test met, and if so, what are the Ho and Ha for this hypothesis test? For a binomial Model to follow the normal model, the following condition must be satisfied: Success count = n * p ≥ 5 and Failure count ≥ 5 Example: success count 315 * 0.94 = 296.1 and failure count 315-296.1 = 18.9 so it meets the conditions.
Answer: All of the conditions were met and the Ho = 0.94; Ha = >0.
9. A college administrator claims that the proportion of students who are nursing majors is > 40%. To test this claim, a group of 400 students are randomly selected and its determined that 190 are nursing majors. The following is the set up for the hypothesis test: Ho: p = .40 and Ha: p = >. Find the test statistics for this hypothesis test for a proportion & round to 2 decimal places. Answer: 3. Level of Significance 0. Proportion under H 0 0. n 400 Number of Successes 190 Sample Proportion 0. StDev 0. SE 0. Test Statistic (z) 3. One-Sided p-value 0. Two-Sided p-value 0. 10. A hospital administrator claims that the proportion of knee surgeries that are successful are 87%. To test this claim, a random sample of 450 patients who underwent knee surgery is taken and it is determined that 371 patients had a successful knee surgery operation. Ho: p = 0.87 Ha: p ≠ 𝟎. 𝟖𝟕 (two sided tail) Find the test statistics for this hypothesis test for a proportion & round to 2 decimal places. Answer: - 2.87 (this would be rejected) Level of Significance 0. Proportion under H 0 0. n 450 Number of Successes 371 Sample Proportion 0. StDev 0. SE 0. Test Statistic (z) - 2. One-Sided p-value 0. Two-Sided p-value 0.
alternative hypothesis, Ha = 𝝁 = > $𝟓𝟓, 𝟎𝟎𝟎 , find the test statistic 𝝉 and the p-value for the appropriate hypothesis test. Round the 𝝉 to 2 decimal places and the p-value to 3 decimal places. Hypothesis Test for μ for unknown population stdev Level of Significance 0.1 (decimal) Mean under H 0 55000 n 61 Sample Mean 56500 StDev 3750 SE 480. Test statistic (t) 3. One-Sided p-value 0. Two-Sided p-value 0. Answer: t = 3.12; p-value = 0.
One-Sided p-value 0. Two-Sided p-value 0.
Answer: 0.
have the cancer. The following is the setup for this hypothesis test:
Come to a conclusion and interpret the results for this hypothesis test for a proportion (use a
Select the correct answer below: The decision is to reject the Null Hypothesis. The conclusion is that there is enough evidence to support the claim. (p=0.015 𝛼 = 0. 05 ) The decision is to fail to reject the Null Hypothesis. The conclusion is that there is not enough evidence to support the claim.
The following is the setup for this hypothesis test:
Come to a conclusion and interpret the results for this hypothesis test for a proportion (use a
Select the correct answer below: The decision is to reject the Null Hypothesis. The conclusion is that there is enough evidence to support the claim.
The following is the setup for this hypothesis test:
Come to a conclusion and interpret the results for this hypothesis test for a proportion (use a
Select the correct answer below: The decision is to reject the Null Hypothesis. The conclusion is that there is enough evidence to support the claim. The decision is to fail to reject the Null Hypothesis. The conclusion is that there is not enough evidence to support the claim.
Find the p-value for this hypothesis test for a proportion and round your answer to 3 decimal places. Answer: 0. Hypothesis Test for p population proportion Level of Significance 0. Proportion under H 0 0. n 600 Number of Successes 397 Sample Proportion 0. StDev 0. SE 0. Test Statistic (z)
One-Sided p-value 0. Two-Sided p-value 0.
the sample data below, accept or reject the hypothesis.
Select the correct answer below: Reject the null hypothesis because the p-value 0.0721 is greater than the significance level α=0.01. Do not reject the null hypothesis because the p-value 0.0721 is greater than the significance level α=0.01. Reject the null hypothesis because |−1.46|>0.01. Do not reject the null hypothesis because |−1.46|>0.01. Do not reject the null hypothesis because the value of z is negative.
sample data below.
Select the correct answer below: Reject the null hypothesis because |−1.99|>0.01. Do not reject the null hypothesis because |−1.99|>0.01. Reject the null hypothesis because the p-value 0.0233 is greater than the significance level α=0.01. Do not reject the null hypothesis because the value of z is negative. Do not reject the null hypothesis because the p-value 0.0233 is greater than the significance level α=0.01.
accept or reject the hypothesis.
Select the correct answer below: Reject the null hypothesis because the value of z is negative. Do not reject the null hypothesis because |−0.52|>0.05. Reject the null hypothesis because the p-value 0.3015 is greater than the significance level α=0.05. Do not reject the null hypothesis because the p-value 0.3015 is greater than the significance level α=0.05. Reject the null hypothesis because |−0.52|>0.05.
below, accept or reject the hypothesis.
Select the correct answer below: Reject the null hypothesis because the p-value 0.0582 is greater than the significance level α=0.05. Do not reject the null hypothesis because the p-value 0.0582 is greater than the significance level α=0.05. Do not reject the null hypothesis because 1.57>0.05. Reject the null hypothesis because the value of z is positive. Reject the null hypothesis because 1.57>0.05.
not round your answer; compute your answer using a value from the table below.) Table score was 0.056.
Provide your answer below:.
round your answer; compute your answer using a value from the table below.) The number on the table was . 1 - .980 =. Answer: 0.
(Do not round your answer; compute your answer using a value from the table below. Answer: 0.
(Do not round your answer; compute your answer using a value from the table below.) Number in table. 1 – 0.641 =. Answer: 0.
(Do not round your answer; compute your answer using a value from the table below.) Number in table was 0.966. So 1-.966 = 0. Answer: 0.
(Do not round your answer; compute your answer using a value from the table below.) Table # was 0.042 so 0.042 * 2 = 0. Answer: 0.
38. A CEO wondered if her company received either more or less complaints from its workers
Monday.
(c) Which of the following are appropriate conclusions for this hypothesis test? Select all that apply. Select all that apply:
are take out orders. The following is the setup for this hypothesis test:
Find the test statistic for this hypothesis test for a proportion. Round your answer
Hypothesis Test for p population proportion Level of Significance 0. Proportion under H 0 0. n 250 Number of Successes 60 Sample Proportion 0.
StDev 0. SE 0. Test Statistic (z)
One-Sided p-value 0. Two-Sided p-value 0. Provide your answer below: -.
this year in his state are boys. To prove this claim, he selects a random sample
are boys. What are the null and alternative hypotheses for this hypothesis test? Select the correct answer below: H 0 :p≠0.5 Ha:p=0. H 0 :p=0.5 Ha:p≠0. H 0 :p=0.5 Ha:p>0. H 0 :p=0.5 Ha:p<0.
41. Kylie works for a large nursery and is investigating whether to use a new brand of seeds.
than the germination rate of the seeds she is currently using. She will change over to this new brand unless the actual germination rate is less than what is advertised. Kylie
hypotheses for this hypothesis test? Select the correct answer below: H 0 :p=0.93 Ha:p>0. H 0 :p=0.93 Ha:p<0. H 0 :p≠0.93 Ha:p=0. H 0 :p=0.93 Ha:p≠0.
42. The owners of a supermarket chain are looking into the effectiveness of the supermarket's loyalty card program. Specifically, they would like to know if the percentage of shoppers
the marketing department of the chain and is assigned to answer the owners' inquiry. She
Sample Proportion 0. StDev 0. SE 0. Test Statistic (z) 1. One-Sided p-value 0. Two-Sided p-value 0. Provide your answer below: 1.
average. Several of her teammates do not believe her, so she decides to do a hypothesis
Provide your answer below: 5. Hypothesis Test for μ Population stdev known Level of Significance 0. Mean under H 0 57 n 10 Sample Mean 64 StDev 4 SE 1. Test Statistic (z- score) 5. One-Sided p-value 0. Two-Sided p-value 0.
Select the correct answer below: A study says that at least 61% of students study less than 5 hours per week. A researcher thinks this is incorrect, and wants to show that fewer than 61% of students study less than 5 hours per week.
A study says that more than 61% of students study less than 5 hours per week. A researcher thinks this is incorrect, and wants to show that at least 61% of students study less than 5 hours per week. A study says that at most 61% of students study less than 5 hours per week. A researcher thinks this is incorrect, and wants to show that more than 61% of students study less than 5 hours per week. A study says that less than 61% of students study less than 5 hours per week. A researcher thinks this is incorrect, and wants to show that more than 61% of students study less than 5 hours per week.
the probability that you think the weightlifting bar can withstand weights of 800 pounds and less when, in fact, it cannot the probability that you think the weightlifting bar can withstand weights of 800 pounds and less when, in fact, it can the probability that you think the weightlifting bar cannot withstand weights of 800 pounds and less when, in fact, it can the probability that you think the weightlifting bar cannot withstand weights of 800 pounds and less when, in fact, it cannot
Several of his teammates do not believe him, so the pitcher decides to do a hypothesis
Hypothesis Test for μ Population stdev known Level of Significance 0. Mean under H 0 43 n 19 Sample Mean 35 StDev 6 SE 1.