Quiz: Data Analysis and Real-World Applications
Test your understanding of data analysis, scatterplots, correlation, lines of best fit, sequences, and applications with these questions.
1. What is a scatterplot used for?
- Displaying one variable over time
- Showing the relationship between two variables
- Calculating the mean of a dataset
- Finding the equation of a line
Show Answer
The correct answer is B. A scatterplot displays paired data as points on a coordinate plane, showing how two variables are related. Each point represents one data pair (x, y), allowing you to visualize patterns, trends, and correlations. Option A describes a time series graph. Option C is a calculation, not a visualization. Option D is done using the data, not the scatterplot itself.
Concept Tested: Scatterplot
2. What does positive correlation mean?
- As one variable increases, the other decreases
- As one variable increases, the other also increases
- The variables are unrelated
- The relationship forms a circle
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The correct answer is B. Positive correlation occurs when both variables tend to increase together. On a scatterplot, the points form a pattern rising from left to right. Option A describes negative correlation. Option C describes no correlation. Option D doesn't describe a correlation pattern.
Concept Tested: Positive Correlation / Correlation
See: Positive Correlation
3. In a linear regression equation ŷ = 5x + 20, what does the 5 represent?
- The y-intercept
- The slope
- The correlation coefficient
- The initial value only
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The correct answer is B. In the regression equation ŷ = mx + b, the coefficient of x (here, 5) is the slope. It represents the rate of change—for every 1-unit increase in x, y increases by 5 units. Option A is the constant term (20). Option C is represented by r, not part of the equation itself. Option D confuses slope with initial value.
Concept Tested: Linear Regression / Slope
4. What is the explicit formula for an arithmetic sequence?
- a_n = a₁ · r^(n-1)
- a_n = a₁ + (n-1)d
- a_n = a₁ + nd
- a_n = a₁ · d^n
Show Answer
The correct answer is B. The explicit formula for an arithmetic sequence is a_n = a₁ + (n-1)d, where a₁ is the first term, d is the common difference, and n is the term number. Option A is the geometric sequence formula. Option C forgets the -1. Option D incorrectly uses multiplication with an exponent.
Concept Tested: Arithmetic Sequence
5. Find the 10th term of the geometric sequence 3, 6, 12, 24, ...
- 768
- 1,536
- 384
- 3,072
Show Answer
The correct answer is B. The first term is a₁ = 3 and the common ratio is r = 2. Using a_n = a₁ · r^(n-1): a₁₀ = 3 · 2⁹ = 3 · 512 = 1,536. Option A uses 2⁸ instead of 2⁹. Option C uses 2⁷. Option D uses 2¹⁰.
Concept Tested: Geometric Sequence
6. Which correlation coefficient indicates the strongest relationship?
- r = 0.3
- r = -0.95
- r = 0.5
- r = 0
Show Answer
The correct answer is B. The correlation coefficient r ranges from -1 to 1. The strength is determined by the absolute value |r|. Since |-0.95| = 0.95 is closest to 1, it indicates the strongest relationship (even though it's negative correlation). Option A is weak. Option C is moderate. Option D indicates no linear relationship.
Concept Tested: Correlation / Linear Regression
7. Savings grow from $1,000 to $1,500 in 10 years with compound interest at 4% annually. Which formula applies?
- 1500 = 1000(1.04)^10
- 1500 = 1000 + 1000(0.04)(10)
- 1500 = 1000(1.4)^10
- 1500 = 1000(0.96)^10
Show Answer
The correct answer is A. Compound interest uses A = P(1 + r)^t, so 1500 = 1000(1.04)^10. The formula compounds the 4% growth each year. Option B is simple interest, not compound. Option C uses the wrong growth factor. Option D uses a decay factor instead of growth.
Concept Tested: Compound Interest
See: Compound Interest
8. What does the line of best fit represent?
- The exact relationship between all data points
- The average of all y-values
- A model that approximates the trend in the data
- The median value
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The correct answer is C. The line of best fit is a linear model that best represents the overall trend or pattern in a scatterplot. It minimizes the distances from the points to the line, providing a useful approximation for making predictions. Option A is impossible—data points rarely all lie on one line. Options B and D describe statistical measures, not trend lines.
Concept Tested: Line of Best Fit
See: Line of Best Fit
9. In the sequence 5, 10, 15, 20, ..., what is the common difference?
- 2
- 5
- 10
- 15
Show Answer
The correct answer is B. The common difference d is found by subtracting consecutive terms: 10 - 5 = 5, 15 - 10 = 5, 20 - 15 = 5. This arithmetic sequence adds 5 each time. Option A is incorrect. Options C and D give term values, not the difference.
Concept Tested: Arithmetic Sequence / Common Difference
10. Which statement best describes negative correlation?
- Both variables increase together
- As one variable increases, the other decreases
- Variables show no pattern
- Data points form a horizontal line
Show Answer
The correct answer is B. Negative correlation means that as one variable increases, the other tends to decrease. On a scatterplot, points form a pattern falling from left to right (negative slope). Option A describes positive correlation. Option C describes no correlation. Option D doesn't represent a typical correlation pattern.
Concept Tested: Negative Correlation / Correlation
See: Negative Correlation