Exam 10: Hypothesis Testing Using a Single Sample

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Determine the P-value in a hypothesis test for a population mean with H0: µ = hypothesized value and Ha: µ > hypothesized value.

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A journal article summarizes findings of a study on the effect of color on perception of temperature. The article states that experiments involving 32 participants showed an insignificant difference in the effect of orange and violet on subjective feeling of cold. On average, it was 0.3° warmer in the orange room than in the violet one, when participants started to complain about being cold. The sample standard deviation of the differences was s = 0.7. Does this provide convincing evidence that there is no significant difference in the effect of orange and violet on subjective feeling of cold in general? Test the relevant hypotheses using a α = 0.05. ​

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If the null hypothesis is not rejected, there is strong statistical evidence that the null hypothesis is true.

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The choice of the alternative hypothesis depends on the objectives of the study.

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Explain in your own words what a hypothesis test is.

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Researchers study how the global warming affects the sea level. They wonder whether the mean of yearly differences of the sea level has increased from 4.4 mm using the level of significance α = 0.05. What does the level of significance mean in the context of the study?

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A company provides portable walkie-talkies to construction crews. Their batteries last, on average, 55 hours of continuous use. The purchasing manager receives a brochure advertising a new brand of batteries with a lower price, but suspects that the lifetime of the batteries may be shorter than the brand currently in use. To test this, the new brand is installed in 8 randomly selected radios. Here are the results for the lifetime of the batteries (in hours): 45 52 56 55 51 57 48 52 Is there sufficient evidence to conclude that the purchasing manager is correct in his conjecture that the new brand has a shorter average lifetime?

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A hypothesis test for a population mean uses t statistic, when the population standard deviation σ is known.

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In your own words, distinguish between "statistical" and "practical" significance.

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In cities and towns on the borders between states there is a significant amount of flight across state lines to avoid high state taxes on gasoline. Some states (such as Iowa) have large rivers for borders and tolls to cross the bridges. Do these tolls impede traffic to other states to get cheaper gasoline? To test this hypothesis, an experimental Toll-Free Week will be instituted at the Farmington Bridge, where currently 50 cars per day drive out of the state. Let μ denote the true average number of border crossings per day at Farmington if there were no toll. a) What is the appropriate null hypothesis? b) What is the appropriate alternative hypothesis? c) In your own words, distinguish between a Type I and a Type II error in this context.

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When performing tests of hypotheses, there are assumptions that must be met in order for the test to be appropriate. For the test of a hypothesis about a population mean, and given the raw data, describe how you would check the assumptions.

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The local airport authority wants to investigate whether the mean of handled passengers per month has increased from 64,500 to plan maintenance works. Determine the valid null and alternative hypotheses.

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Which information will be comprehensive when summarizing the results of a hypothesis test? ​

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The power of a test is the probability of failing to reject the null hypothesis.

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According to a survey conducted 5 years ago, the proportion of left-handed students at a university was 0.12. Has the proportion increased over the years? A random sample of 50 students was chosen, 9 of whom were left-handed. Use the output from the Shiny app "Randomization Test for One Proportion" to complete an appropriate hypothesis test. ​ According to a survey conducted 5 years ago, the proportion of left-handed students at a university was 0.12. Has the proportion increased over the years? A random sample of 50 students was chosen, 9 of whom were left-handed. Use the output from the Shiny app Randomization Test for One Proportion to complete an appropriate hypothesis test. ​   ​ Interpret the obtained results, using a significance level of 0.1. ​ ​ Interpret the obtained results, using a significance level of 0.1. ​

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The Environmental Protection Agency (EPA) is charged with monitoring the environment. One aspect of this is keeping track of "acid rain," a broad term describing the fall of water through an acidic atmosphere. Acidity is measured on the pH scale, where pure water has a pH of 7.0. Normal rain is slightly acidic because carbon dioxide dissolves into it, and thus has a pH of about 5.5. (A lower pH indicates greater acidity.) Suppose the EPA wishes to determine whether a particular area is subject to acid rain. Let μ denote the true average for pH in this area. a) What is the appropriate null hypothesis? b) What is the appropriate alternative hypothesis? c) In your own words, distinguish between a Type I and a Type II error in this context.

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It is customary to say that the result of a hypothesis test is statistically significant when the P-value is smaller than α.

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