All worksheets topics

4.4 Correlation and regression of y on xIB Maths: Analysis and Approaches HL: Subtopic test

10 questions, 27 marks

IB Maths: Analysis and Approaches HL

4.4 Correlation and regression of y on x

Total 27 marks

Name

Class

Date

  1. 1
    A dealer records the age, xx years, and the selling price, yy dollars, of 20 used cars of the same model, aged between 1 and 8 years. The regression line of yy on xx is y=−1850x+21400y = -1850x + 21400. The mean age of the 20 cars is 4.2 years.
    (a)
    Use the regression line to estimate the selling price of a 5-year-old car.
    [1 mark]
    • A$19 550\$19\,550
    • B$30 650\$30\,650
    • C$12 150\$12\,150
    • D$9250\$9250
    (b)
    Which statement is the correct interpretation of the value −1850-1850 in the regression equation?
    [1 mark]
    • AA new car of this model costs about $1850\$1850.
    • BThe selling price falls by about $1850\$1850 for each additional year of age.
    • CThe selling price falls by a total of $1850\$1850 between ages 1 and 8 years.
    • DThe selling price rises by about $1850\$1850 for each additional year of age.
    (c)
    Find the mean selling price of the 20 cars.
    [2 marks]

    Total for question 1: 4 marks

  2. 2
    A teacher records the number of hours, xx, that each of 12 students spent revising and their test score, yy, out of 100. The numbers of hours range from 2 to 12. Pearson's product-moment correlation coefficient is r=0.81r = 0.81 and the regression line of yy on xx is y=4.6x+38.2y = 4.6x + 38.2.
    (a)
    Estimate the test score of a student who revised for 8 hours.
    [1 mark]
    • A42.842.8
    • B46.246.2
    • C1.41.4
    • D75.075.0
    (b)
    Which of these uses of the regression line is the most reliable?
    [1 mark]
    • AEstimating the score of a student who revised for 5 hours
    • BEstimating the score of a student who revised for 20 hours
    • CEstimating the hours revised by a student who scored 60, by rearranging the equation
    • DEstimating the score of a student who revised for half an hour
    (c)
    The teacher concludes that the data prove that revising for longer causes students to score higher. Comment on this conclusion.
    [2 marks]

    Total for question 2: 4 marks

  3. 3
    A kiosk records the maximum daily temperature, x ∘Cx\,^{\circ}\mathrm{C}, and the number of ice creams sold, yy, on eight days. The pairs (x,y)(x, y) are (18,72)(18, 72), (21,88)(21, 88), (23,93)(23, 93), (25,104)(25, 104), (26,106)(26, 106), (28,121)(28, 121), (30,127)(30, 127), (33,142)(33, 142). A calculator may be used in this question.
    (a)
    Find the value of Pearson's product-moment correlation coefficient, rr, and describe the correlation between temperature and ice cream sales.
    [3 marks]
    (b)
    Write down the equation of the regression line of yy on xx. Hence estimate the number of ice creams sold on a day when the maximum temperature is 27 ∘C27\,^{\circ}\mathrm{C}.
    [4 marks]

    Total for question 3: 7 marks

  4. 4
    An estate agent records the distance, xx km, from the city centre and the monthly rent, yy dollars, of ten similar flats. The pairs (x,y)(x, y) are (1.2,2150)(1.2, 2150), (2.0,2010)(2.0, 2010), (2.8,1890)(2.8, 1890), (3.5,1820)(3.5, 1820), (4.1,1700)(4.1, 1700), (5.0,1650)(5.0, 1650), (6.2,1480)(6.2, 1480), (7.0,1450)(7.0, 1450), (8.5,1300)(8.5, 1300), (9.4,1260)(9.4, 1260). A calculator may be used in this question.
    (a)
    (i) Find the value of rr and describe the correlation.
    (ii) Find the equation of the regression line of
    yy on xx.
    (iii) Interpret, in context, the gradient and the
    yy-intercept of your line.
    [6 marks]
    (b)
    (i) Use your line to estimate the monthly rent of a flat 4.5 km from the city centre, and justify that this estimate is reliable.
    (ii) The agent uses the line to estimate the monthly rent of a flat 15 km from the city centre. Find the value he obtains and comment on its reliability.

    (iii) A flat rents for
    $1600\$1600 a month. The agent rearranges the equation of the line to estimate its distance from the city centre. Explain why this is not appropriate.
    [6 marks]

    Total for question 4: 12 marks

End of questions