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v0.1.644
NotesMath AA SLTopic 4.10Prediction
Back to Math AA SL Topics
4.10.11 min read

Prediction

IB Mathematics: Analysis and Approaches • Unit 4

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Contents

  • Predicting with the regression line
  • Interpolation vs extrapolation
  • What makes a prediction reliable?
Substitute the known value into the line: Once you have the regression line y = ax + b, predict a value of y by substituting the given x (and vice versa with the x-on-y line). It's a one-step substitution.

IB-style question — predict y

The regression line of test score y on revision hours x is y = 2.5x + 8. Predict the score of a student who revises for 6 hours.

Step by step

  1. Substitute x = 6.
  2. Evaluate.

Final answer

A predicted score of about 23.

Use the right line for the direction: Predicting y from x → use y on x. Predicting x from y → use x on y.
Inside the data is safe; outside is risky: Interpolation = predicting inside the range of the original data — generally reliable. Extrapolation = predicting outside the range — unreliable, because the pattern may not continue.

IB-style question — judge the prediction

Data was collected for revision hours from 2 to 9. Comment on the reliability of predicting the score for (a) 5 hours and (b) 20 hours.

Step by step

  1. 5 hours is inside 2–9.
  2. 20 hours is far outside 2–9.

Final answer

(a) Reliable (interpolation, inside the data). (b) Unreliable (extrapolation, far outside the data).

Extrapolation assumes the trend continues: Outside the data the relationship may change, so an extrapolated prediction can be far off.

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Strong correlation + inside the data: A prediction is most reliable when the correlation is strong (|r| close to 1) and the x-value is within the data range. Weak correlation makes even interpolated predictions unreliable.

IB-style question — comment on reliability

A regression line is used to predict a value inside the data range, but the correlation coefficient is r = 0.32. Comment on the reliability.

Step by step

  1. Inside the data → interpolation (good).
  2. But the correlation is weak.

Final answer

Although it's interpolation, the weak correlation (r = 0.32) means the prediction is still unreliable.

Check BOTH things: Mention the range (interpolation/extrapolation) and the strength of r when asked to comment.

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The regression line of x on y is x = 0.6y − 4. Use it to estimate x when y = 30. [2 marks]

Related Math AA SL Topics

Continue learning with these related topics from the same unit:

4.1.1Populations & samples
4.1.2Sampling techniques
4.2.1Frequency & histograms
4.2.2Cumulative frequency
View all Math AA SL topics

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