Table of contents
- 1. Intro to Stats and Collecting Data55m
- 2. Describing Data with Tables and Graphs1h 55m
- 3. Describing Data Numerically1h 45m
- 4. Probability2h 16m
- 5. Binomial Distribution & Discrete Random Variables2h 33m
- 6. Normal Distribution and Continuous Random Variables1h 38m
- 7. Sampling Distributions & Confidence Intervals: Mean1h 3m
- 8. Sampling Distributions & Confidence Intervals: Proportion1h 12m
- 9. Hypothesis Testing for One Sample1h 1m
- 10. Hypothesis Testing for Two Samples2h 8m
- 11. Correlation48m
- 12. Regression1h 4m
- 13. Chi-Square Tests & Goodness of Fit1h 20m
- 14. ANOVA1h 0m
4. Probability
Multiplication Rule: Independent Events
Problem 3.2.17
Textbook Question
Classifying Events Based on Studies In Exercises 15-18, identify the two events described in the study. Do the results indicate that the events are independent or dependent? Explain your reasoning.
17. A study found that there is no relationship between playing violent video games and aggressive or bullying behavior in teenagers. (Source: The Royal Society Publishing)

1
Identify the two events described in the study. In this case, the two events are: (1) playing violent video games and (2) exhibiting aggressive or bullying behavior in teenagers.
Understand the concept of independence in probability. Two events are independent if the occurrence of one event does not affect the probability of the occurrence of the other event.
Analyze the study's findings. The study states that there is no relationship between playing violent video games and aggressive or bullying behavior. This suggests that the probability of one event occurring is not influenced by the other.
Conclude that the events are independent based on the study's findings. Since the study explicitly states there is no relationship, the events do not affect each other.
Explain the reasoning. Independence is determined by the lack of a causal or statistical relationship between the two events, as indicated by the study's results.

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Key Concepts
Here are the essential concepts you must grasp in order to answer the question correctly.
Independent Events
Independent events are those whose occurrence does not affect the probability of the occurrence of another event. In probability theory, two events A and B are independent if the probability of both occurring together is equal to the product of their individual probabilities, P(A and B) = P(A) * P(B). Understanding this concept is crucial for determining whether the results of a study suggest a relationship between the events being analyzed.
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Dependent Events
Dependent events are events where the occurrence of one event affects the probability of the other event occurring. For example, if event A influences the likelihood of event B, then they are considered dependent. In the context of the study mentioned, if playing violent video games were found to influence aggressive behavior, the two events would be dependent, indicating a relationship between them.
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Statistical Significance
Statistical significance refers to the likelihood that a relationship between two or more variables is caused by something other than mere chance. In studies, researchers often use p-values to determine significance, with a common threshold being p < 0.05. In the context of the study on video games and aggression, finding no significant relationship suggests that any observed effects are likely due to random variation rather than a true causal link.
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