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Questions and Answers
Which of these measures is NOT considered a measure of central tendency?
Which of these measures is NOT considered a measure of central tendency?
What is the formula for calculating the mean of a dataset?
What is the formula for calculating the mean of a dataset?
What does the range of a dataset tell us?
What does the range of a dataset tell us?
Which measure of variability is expressed in the same units as the original dataset?
Which measure of variability is expressed in the same units as the original dataset?
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What is the primary purpose of descriptive statistics?
What is the primary purpose of descriptive statistics?
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Which of the following is NOT a benefit of using descriptive statistics?
Which of the following is NOT a benefit of using descriptive statistics?
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Which measure of central tendency is most influenced by extreme outliers?
Which measure of central tendency is most influenced by extreme outliers?
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Why is standard deviation considered a more informative measure of variability than variance?
Why is standard deviation considered a more informative measure of variability than variance?
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What is the standard deviation of the standard normal distribution?
What is the standard deviation of the standard normal distribution?
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If a random variable is normally distributed, approximately what percentage of observations will lie within one standard deviation of the mean?
If a random variable is normally distributed, approximately what percentage of observations will lie within one standard deviation of the mean?
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What is the formula for calculating a z-score?
What is the formula for calculating a z-score?
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If the standard deviation of a distribution is 5, and a particular observation has a value of 20, what is the z-score for that observation if the mean is 15?
If the standard deviation of a distribution is 5, and a particular observation has a value of 20, what is the z-score for that observation if the mean is 15?
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How does the standard deviation affect the shape of a normal distribution?
How does the standard deviation affect the shape of a normal distribution?
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If a normal distribution has a mean of 10 and a standard deviation of 2, what is the range that contains approximately 95% of the observations?
If a normal distribution has a mean of 10 and a standard deviation of 2, what is the range that contains approximately 95% of the observations?
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What is the main purpose of converting a normal distribution to a standard normal distribution?
What is the main purpose of converting a normal distribution to a standard normal distribution?
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The Autolite Battery Company conducts tests on battery life, finding the mean life to be 19 hours with a standard deviation of 1.2 hours. What is the range that contains approximately 68% of the battery life values?
The Autolite Battery Company conducts tests on battery life, finding the mean life to be 19 hours with a standard deviation of 1.2 hours. What is the range that contains approximately 68% of the battery life values?
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What does the 95% confidence interval refer to in the context of estimating a population mean?
What does the 95% confidence interval refer to in the context of estimating a population mean?
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Why is a point estimate considered less informative than a confidence interval?
Why is a point estimate considered less informative than a confidence interval?
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Which of the following statements is TRUE about the null hypothesis in hypothesis testing?
Which of the following statements is TRUE about the null hypothesis in hypothesis testing?
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What is the main purpose of hypothesis testing?
What is the main purpose of hypothesis testing?
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In the context of the demand and supply model, what would the null hypothesis be for testing the relationship between gasoline price and quantity demanded?
In the context of the demand and supply model, what would the null hypothesis be for testing the relationship between gasoline price and quantity demanded?
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Why is it important to use a specific value in the null hypothesis?
Why is it important to use a specific value in the null hypothesis?
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What does the alternative hypothesis represent in hypothesis testing?
What does the alternative hypothesis represent in hypothesis testing?
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In the context of the demand and supply model, what would be a plausible alternative hypothesis to test the relationship between gasoline price and quantity demanded?
In the context of the demand and supply model, what would be a plausible alternative hypothesis to test the relationship between gasoline price and quantity demanded?
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Which of the following represents the null hypothesis (H0) for a right-tailed test?
Which of the following represents the null hypothesis (H0) for a right-tailed test?
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What does the value 1.645 represent in the context of the given information?
What does the value 1.645 represent in the context of the given information?
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What does it mean when the null hypothesis is not rejected?
What does it mean when the null hypothesis is not rejected?
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If a test statistic is found to be 1.75, what would be the decision regarding the null hypothesis?
If a test statistic is found to be 1.75, what would be the decision regarding the null hypothesis?
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What is the level of significance (α) in hypothesis testing?
What is the level of significance (α) in hypothesis testing?
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Why is it generally not feasible to prove the null hypothesis is true?
Why is it generally not feasible to prove the null hypothesis is true?
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Which of the following represents the alternative hypothesis (H1) for a two-tailed test?
Which of the following represents the alternative hypothesis (H1) for a two-tailed test?
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What is the level of significance, denoted as α, mentioned in the text?
What is the level of significance, denoted as α, mentioned in the text?
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What is the purpose of a decision rule in hypothesis testing?
What is the purpose of a decision rule in hypothesis testing?
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Which of the following is NOT a common level of significance used in hypothesis testing?
Which of the following is NOT a common level of significance used in hypothesis testing?
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In the context of hypothesis testing, what does 'failing to reject the null hypothesis' imply?
In the context of hypothesis testing, what does 'failing to reject the null hypothesis' imply?
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What is a 'right-tailed test' in hypothesis testing?
What is a 'right-tailed test' in hypothesis testing?
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What does the inequality sign (>) in the alternative hypothesis of a one-tailed test indicate?
What does the inequality sign (>) in the alternative hypothesis of a one-tailed test indicate?
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Which of the following steps is NOT a part of hypothesis testing?
Which of the following steps is NOT a part of hypothesis testing?
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Which of these is a common test statistic used in hypothesis testing?
Which of these is a common test statistic used in hypothesis testing?
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What does the term 'region of rejection' refer to in hypothesis testing?
What does the term 'region of rejection' refer to in hypothesis testing?
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What is the mean of the sampling distribution of the sample mean, denoted as μx?
What is the mean of the sampling distribution of the sample mean, denoted as μx?
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What does the subscript 'x' in μx indicate?
What does the subscript 'x' in μx indicate?
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How is the population mean (μ) calculated in the provided example?
How is the population mean (μ) calculated in the provided example?
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What is the purpose of developing the sampling distribution of the sample mean?
What is the purpose of developing the sampling distribution of the sample mean?
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What is a point estimate?
What is a point estimate?
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Why is it necessary to select all possible samples of 2 without replacement to arrive at the sampling distribution of the sample mean?
Why is it necessary to select all possible samples of 2 without replacement to arrive at the sampling distribution of the sample mean?
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What does the symbol '±' represent in the phrase '19.0 ± 3(1.2) hours' for the failed attempts?
What does the symbol '±' represent in the phrase '19.0 ± 3(1.2) hours' for the failed attempts?
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What is the key benefit of using sampling to understand a population?
What is the key benefit of using sampling to understand a population?
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Flashcards
Descriptive Statistics
Descriptive Statistics
Statistical methods used to summarize data and describe its main features.
Measures of Central Tendency
Measures of Central Tendency
Statistics that represent the center point of a dataset: mean, median, mode.
Mean
Mean
The average value of a dataset, calculated by dividing the sum of all data points by the number of points.
Median
Median
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Mode
Mode
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Measures of Variability
Measures of Variability
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Variance
Variance
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Standard Deviation
Standard Deviation
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Sampling
Sampling
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Population Mean (μ)
Population Mean (μ)
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Sampling Distribution
Sampling Distribution
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Sample Mean (x̄)
Sample Mean (x̄)
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Point Estimate
Point Estimate
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Mean of Sampling Distribution (μx)
Mean of Sampling Distribution (μx)
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Sampling Without Replacement
Sampling Without Replacement
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Possible Samples
Possible Samples
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Standard Normal Distribution
Standard Normal Distribution
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Z Score
Z Score
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Empirical Rule
Empirical Rule
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68% Rule
68% Rule
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95% Rule
95% Rule
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99.7% Rule
99.7% Rule
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Normal Distribution
Normal Distribution
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Null Hypothesis (H0)
Null Hypothesis (H0)
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Rejection of Null Hypothesis
Rejection of Null Hypothesis
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Alpha (α) Level
Alpha (α) Level
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Common Alpha Levels
Common Alpha Levels
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Significance Level Decision
Significance Level Decision
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Test Statistics
Test Statistics
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Decision Rule
Decision Rule
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Rejection Region
Rejection Region
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Critical Value
Critical Value
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Alternative Hypothesis (H1)
Alternative Hypothesis (H1)
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One-Tailed Test
One-Tailed Test
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Two-Tailed Test
Two-Tailed Test
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Level of Significance (α)
Level of Significance (α)
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Confidence Interval
Confidence Interval
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95% Confidence Interval
95% Confidence Interval
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Hypothesis Testing
Hypothesis Testing
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5-Step Procedure
5-Step Procedure
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Statistical Significance
Statistical Significance
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Study Notes
Econometrics Week 2: Review of Statistical Concepts
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This week reviews fundamental statistical concepts for econometrics
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Learning objectives include descriptive statistics (mean, variance, skewness), probability and sampling distributions, hypothesis testing, and confidence intervals.
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Descriptive statistics summarize and describe data, often visually or numerically.
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Common measures of central tendency include mean (average), median (middle value), and mode (most frequent value).
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Measures of variability (or dispersion) describe data spread: range (difference between highest and lowest values), variance (average squared difference from the mean), and standard deviation (square root of the variance).
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Probability distributions describe the likelihood of different outcomes. Probabilities range from 0 to 1 (or 0% to 100%). A probability closer to 0 means the event is less likely, closer to 1 means it's more likely.
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Normal distributions are bell-shaped, symmetrical, and have equal mean, median, and mode. Values cluster around the center, with data spread evenly in both directions away from the mean.
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The empirical rule states that for a normal distribution, approximately 68% of the data falls within one standard deviation of the mean, 95% within two, and 99.7% within three.
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Confidence intervals present a range of values where a population parameter (like the mean) is expected to fall, with a specified confidence level. e.g., 95% confidence interval.
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Hypothesis testing evaluates if a claim about a population (hypothesis) is reasonable based on sample data. It follows a 5-step procedure:
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State null and alternative hypotheses
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Select a significance level (alpha)
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Identify the test statistic
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Formulate a decision rule
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Take a sample, make a decision, and interpret the result. (reject or fail to reject the null hypothesis.)
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Sampling methods gather data (sample) from a population to draw inferences . Sampling distributions of sample means allow determining the accuracy of population estimates.
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Example: Autolite battery life follows a normal distribution with a mean of 19 hours and a standard deviation of 1.2 hours. Students can answer questions about the range of battery failures using the Empirical Rule.
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Description
Test your knowledge on measures of central tendency and variability in statistics. This quiz covers essential concepts such as mean, standard deviation, and z-scores. Perfect for students in statistics or anyone looking to refresh their understanding of descriptive statistics.