What is the difference between univariate data and bivariate data?
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
11. Correlation
Scatterplots & Intro to Correlation
Problem 4.1.57
Textbook Question
Suppose you work a part-time job and earn \$15 per hour. Draw a scatter diagram that might represent the relation between your gross pay and hours worked. Is this a deterministic relation or a probabilistic relation?
Verified step by step guidance1
Identify the two variables involved: the number of hours worked (independent variable, usually on the x-axis) and the gross pay (dependent variable, usually on the y-axis).
Since you earn \$15 per hour, the gross pay can be calculated by the formula: \(\text{Gross Pay} = 15 \times \text{Hours Worked}\).
To draw the scatter diagram, plot points where the x-coordinate is the number of hours worked and the y-coordinate is the corresponding gross pay calculated using the formula above. For example, if you worked 1 hour, plot the point (1, 15); if you worked 2 hours, plot (2, 30), and so on.
Because the gross pay is exactly determined by the number of hours worked with no randomness, the points will lie perfectly on a straight line with slope 15 passing through the origin (0,0).
Conclude that this is a deterministic relation because the gross pay is completely determined by the hours worked without any variability or randomness.
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Key Concepts
Here are the essential concepts you must grasp in order to answer the question correctly.
Scatter Diagram
A scatter diagram is a graphical representation that shows the relationship between two quantitative variables by plotting data points on a coordinate plane. Each point represents an observation with values for both variables, helping to visualize patterns, trends, or correlations.
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Deterministic Relation
A deterministic relation means that one variable is exactly determined by another without any randomness. In this context, if gross pay is always calculated as hours worked multiplied by a fixed rate, the relationship is deterministic and predictable.
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Probabilistic Relation
A probabilistic relation involves some randomness or uncertainty, where the outcome variable is not perfectly predictable from the input variable. If factors like bonuses or unpaid breaks affect gross pay, the relation between hours worked and pay would be probabilistic.
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