It is believed that the probability of a randomly chosen pregnant woman giving birth to a Down's Syndrome child is related to the women's age , in years. The table gives the observed values of for 5 different values of .
25 30 35 40 45 0.00067 0.00125 0.00333 0.01000 0.03330
| 25 | 30 | 35 | 40 | 45 | |
|---|---|---|---|---|---|
| 0.00067 | 0.00125 | 0.00333 | 0.01000 | 0.03330 |
- (i)
Sketch the scatter diagram representing the data and comment if is a good model for this set of data.
- (ii)
By finding the product-moment correlation coefficient for each of the following models, determine which of the following would be an appropriate model to represent the above data:
A: ,
B: ,
C: ,
where and are constants.
- (iii)
For the appropriate model, calculate the values of and .
- (iv)
Obtain an estimate of the probability of a 19-year-old woman giving birth to a Down's Syndrome child. Comment on the reliability of your answer.
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Worked solution
9(i)
1. Sketch the scatter diagram for the given data
[Sketch of a scatter diagram plotting the given points with on the horizontal axis and on the vertical axis. The points (25, 0.00067), (30, 0.00125), (35, 0.00333), (40, 0.01000) and (45, 0.03330) are plotted, clearly showing an upward-bending curve.]
2. Comment on the appropriateness of the linear model
Since the points on the scatter diagram exhibit a non-linear trend and follow a curve rather than a straight line, the linear model is not a good model for this set of data.
[Sketch of a scatter diagram with points curving upwards]
No, is not a good model as the points lie on a curve, not a straight line.
9(ii)
1. Calculate the product-moment correlation coefficient for Model A
For Model A (), the linear relationship is between and .
By entering the data pairs into a graphing calculator, we obtain the product-moment correlation coefficient:
2. Calculate the product-moment correlation coefficient for Model B
For Model B (), the linear relationship is between and .
Entering the data pairs into the graphing calculator gives:
3. Calculate the product-moment correlation coefficient for Model C
For Model C (), the relationship is directly linear between and .
Entering the data pairs into the graphing calculator yields:
4. Determine the most appropriate model based on the correlation coefficients
To determine the best fit, we compare the absolute values of the correlation coefficients ().
Model C has a correlation coefficient magnitude closest to (), which indicates the strongest linear correlation among the three models.
Thus, Model C is the most appropriate model.
- Model A:
- Model B:
- Model C:
Model C is the most appropriate model.
9(iii)
1. Identify the appropriate model to use based on the expected results from part (ii).
From part (ii), Model C () yields a product-moment correlation coefficient closest to (), making it the most appropriate model for the data.
2. Use a graphing calculator to compute the linear regression coefficients for the chosen model.
By entering the values of and into a graphing calculator and performing a linear regression of on :
(to 3 s.f.)
(to 3 s.f.)
,
9(iv)
1. Substitute $x = 19$ into the regression model for C to find the estimated probability.
From part (iii), the constants for Model C () are and .
Substituting ,
2. Comment on the reliability of the estimate.
The estimate is unreliable because is outside the range of given data values (), meaning this is an extrapolation.
The estimate is unreliable as lies outside the given data range (extrapolation).
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