Math Problem Statement
Identify the type of correlation shown in the following scatter plots. Would the correlation coefficient for each plot be closer to -1, 1, or zero? Explain.
Solution
To analyze this question and its scatter plots:
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Plot (a):
- The data points in this plot show a clear downward trend, indicating a negative correlation.
- As one variable increases, the other decreases.
- The correlation coefficient would likely be closer to -1, reflecting a strong negative relationship.
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Plot (b):
- The points in this plot are scattered without any visible trend, indicating no correlation.
- There is no clear pattern of increase or decrease in one variable relative to the other.
- The correlation coefficient would be close to 0, as there is no apparent linear relationship.
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Plot (c):
- The points in this plot display a general upward trend, indicating a positive correlation.
- As one variable increases, the other also tends to increase.
- The correlation coefficient would be closer to 1, suggesting a positive linear relationship.
These descriptions explain the types of correlations and estimated correlation coefficients based on the scatter plot appearances.
Would you like further details on any part of this explanation?
Further Questions
- What are the implications of having a correlation coefficient close to 1, -1, or 0 in data analysis?
- How can one calculate the exact correlation coefficient for a set of data points?
- Can non-linear relationships be represented accurately by correlation coefficients?
- What are some real-life examples of datasets with positive, negative, and no correlation?
- How does outlier data affect the correlation coefficient?
Tip
Remember, correlation does not imply causation; a strong correlation does not mean one variable causes the other to change.
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Math Problem Analysis
Mathematical Concepts
Correlation
Scatter Plots
Correlation Coefficient
Formulas
Correlation Coefficient Formula (Pearson's r)
Theorems
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Suitable Grade Level
Grades 10-12