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IB Mathematics: Applications and Interpretation SL · 13.3: Statistics · 13.3.8

Spearman's rank correlation and comparison with Pearson's r Problem set A Answers

Skills

  1. \(r_s = 0.810\)

  2. \(r_s = −0.607\)

  3. \(r_s = −0.833\)

  4. \(r_s = −0.715\)

  5. B: \(r = 0.90\), \(r_s = 1\)

In context

    1. (a) 2, 4.5, 1, 7, 3, 8, 4.5, 6
    2. (b) \(r_s = −0.994\)
    3. (c) \(r_s = −0.994\): a strong negative association. As distance increases, monthly rent tends to decrease. This does not show that one causes the other.
    1. (a) The points fall from left to right along a curve that flattens out.
    2. (b) The points always fall as x increases but lie on a curve, not near a straight line.
    3. (c) \(r_s = −1\), \(r = −0.928\)
    1. (a) \(r = 0.965\), \(r_s = 0.929\)
    2. (b) \(r_s = 0.929\): a strong positive association. As hours of sunshine increases, ice creams sold tends to increase. This does not show that one causes the other.

Stretch

    1. (a) \(r = 0.527\), \(r_s = 0.857\)
    2. (b) \(r = 0.998\), \(r_s = 1\)
    3. (c) Pearson's r changed more (by 0.472, against 0.143 for \(r_s\)). The outlier is one far-out value, which pulls r a long way. Its rank can only be 1 to 8, so it changes \(r_s\) less.

jmaths.xyz · AI SL · 13.3.8 Spearman's rank correlation and comparison with Pearson's r