Associations in data

Practice sheet

Fresh questions from the whole chapter, to do on paper.

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  1. A scatterplot of car age against resale value has r=−0.94r = -0.94. How would you describe the relationship?
    1. Strong, negative, linear: older cars tend to be worth less
    2. Weak, because r is negative
    3. Each extra year causes a fixed loss of value
  2. Heights (cm) and weights (kg) of students have r=0.58r = 0.58. Heights are converted to inches. What is the new correlation?
    1. Still 0.580.58: changing units does not change rr
    2. Smaller, since inches are bigger units
    3. It cannot be known without the data
  3. r=0.6r = 0.6, sx=15s_x = 15 and sy=16s_y = 16. Find the slope of the least-squares regression line of yy on xx.
  4. The least-squares line has slope 22, and xˉ=37\bar{x} = 37, yˉ=52\bar{y} = 52. Find its intercept.
  5. The regression line is y^=27+9x\hat{y} = 27 + 9x. Predict yy for x=7x = 7.
  6. y^=30+3x\hat{y} = 30 + 3x. A data point is (7,46)(7, 46). Find its residual.
  7. The residual plot of a linear model fitted to 56 points shows a clear U-shaped curve. What does that tell you?
    1. A straight line is not a good model: the relationship is curved
    2. The model is good, because residuals are both positive and negative
    3. There is one outlier
  8. A point has residual +8+8. Where is it relative to the regression line?
    1. 8 units above the line: the model underpredicts it
    2. 8 units below the line
    3. On the line
  9. For trees, height^=3+8 age\widehat{\text{height}} = 3 + 8\,\text{age} (feet, years). What does 88 mean?
    1. For each extra year of age, the predicted height increases by 8 feet
    2. Every tree grows exactly 8 feet each year
    3. A tree of age 0 is 8 feet tall
  10. A regression has r=0.2r = 0.2. What fraction of the variation in yy is explained by the linear model (r2r^2)?
  11. A model for children aged 2 to 6 predicts height from age. Is it reasonable to use it for a 40-year-old?
    1. No: 40 is far outside the ages used to fit the model (extrapolation)
    2. Yes, if r is close to 1
    3. Yes: a line can be extended forever
  12. A survey asked 145 people whether they exercise weekly. Under 30: 22 yes, 43 no. Age 30 or over: 27 yes, 53 no. What proportion of the under-30s exercise weekly?