Forty-nine percent of U.S. adults think that human activity such as burning fossil fuels contributes a great deal to climate change. You randomly select 25 U.S. adults. Find the probability that the number who think that human activity contributes a great deal to climate change is (b) between 8 and 11, inclusive,
Table of contents
- 1. Intro to Stats and Collecting Data1h 14m
- 2. Describing Data with Tables and Graphs1h 55m
- 3. Describing Data Numerically2h 5m
- 4. Probability2h 16m
- 5. Binomial Distribution & Discrete Random Variables3h 6m
- 6. Normal Distribution and Continuous Random Variables2h 11m
- 7. Sampling Distributions & Confidence Intervals: Mean3h 23m
- Sampling Distribution of the Sample Mean and Central Limit Theorem19m
- Distribution of Sample Mean - Excel23m
- Introduction to Confidence Intervals15m
- Confidence Intervals for Population Mean1h 18m
- Determining the Minimum Sample Size Required12m
- Finding Probabilities and T Critical Values - Excel28m
- Confidence Intervals for Population Means - Excel25m
- 8. Sampling Distributions & Confidence Intervals: Proportion1h 25m
- 9. Hypothesis Testing for One Sample3h 29m
- 10. Hypothesis Testing for Two Samples4h 50m
- Two Proportions1h 13m
- Two Proportions Hypothesis Test - Excel28m
- Two Means - Unknown, Unequal Variance1h 3m
- Two Means - Unknown Variances Hypothesis Test - Excel12m
- Two Means - Unknown, Equal Variance15m
- Two Means - Unknown, Equal Variances Hypothesis Test - Excel9m
- Two Means - Known Variance12m
- Two Means - Sigma Known Hypothesis Test - Excel21m
- Two Means - Matched Pairs (Dependent Samples)42m
- Matched Pairs Hypothesis Test - Excel12m
- 11. Correlation1h 24m
- 12. Regression1h 50m
- 13. Chi-Square Tests & Goodness of Fit2h 21m
- 14. ANOVA1h 57m
5. Binomial Distribution & Discrete Random Variables
Binomial Distribution
Problem 4.1.21b
Textbook Question
Finding Probabilities Use the probability distribution you made in Exercise 19 to find the probability of randomly selecting a household that has (b) two or more HD televisions
Verified step by step guidance1
Step 1: Recall the probability distribution created in Exercise 19. This distribution should list the number of HD televisions in a household (e.g., 0, 1, 2, etc.) along with their corresponding probabilities.
Step 2: Identify the probabilities associated with households that have two or more HD televisions. This means you need to consider the probabilities for 2, 3, and any higher numbers of HD televisions (if applicable).
Step 3: Add the probabilities for all these cases (e.g., P(X = 2), P(X = 3), etc.). Use the formula: \( P(X \geq 2) = P(X = 2) + P(X = 3) + \dots \).
Step 4: Ensure that the sum of all probabilities in the distribution equals 1. This is a good way to verify that the distribution is valid and that no probabilities are missing.
Step 5: The result of the summation from Step 3 gives the probability of randomly selecting a household with two or more HD televisions.
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Key Concepts
Here are the essential concepts you must grasp in order to answer the question correctly.
Probability Distribution
A probability distribution is a mathematical function that provides the probabilities of occurrence of different possible outcomes in an experiment. It can be discrete, where outcomes are distinct and countable, or continuous, where outcomes can take any value within a range. Understanding how to construct and interpret a probability distribution is essential for calculating probabilities related to specific events, such as selecting households with certain characteristics.
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Calculating Probabilities in a Binomial Distribution
Random Selection
Random selection refers to the process of choosing individuals or items from a larger population in such a way that each member has an equal chance of being selected. This concept is crucial in statistics as it helps ensure that the sample is representative of the population, allowing for valid inferences to be made. In the context of the question, it implies that the households are chosen without bias, which is important for accurate probability calculations.
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Cumulative Probability
Cumulative probability is the probability that a random variable takes on a value less than or equal to a specific value. In the context of the question, finding the probability of selecting a household with two or more HD televisions involves calculating the cumulative probability for that category. This concept helps in understanding how probabilities accumulate across different outcomes, which is essential for answering questions about ranges or groups of outcomes.
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