A teacher conducts a survey on 7 students to investigate the relationship between the number of hours () of "screen-time" per week and the average scores () they obtained in a recently concluded examination. She records her findings as shown in the following table.
8.5 14 20 27 10.5 17 23 68 61 44 12 58 31
| 8.5 | 14 | 20 | 27 | 10.5 | 17 | 23 | |
|---|---|---|---|---|---|---|---|
| 68 | 61 | 44 | 12 | 58 | 31 |
- (a)
Given that the regression line of on is , show that .
- (b)
Draw a scatter diagram for the data.
- (c)
Explain why is the better model compared to the one in part (a), by giving appropriate reasons. State the values of and .
- (d)
Using the better model, estimate the score a student can expect to obtain if he spends 7 hours of screen-time a week. Comment on the reliability of the estimate obtained.
- (e)
The teacher observes a trend from her findings and concludes with a statement: Increased screen-time will cause the exam scores to decrease. Comment on the validity of the statement.
It won't just hand you the answer — it asks where you're stuck.How the checker works
Worked solution
9(a)
1. Find the sample mean of $h$ and express the sample mean of $s$ in terms of $\alpha$.
2. Substitute $(\bar{h}, \bar{s})$ into the given regression line equation and solve for $\alpha$.
The regression line must pass through the mean point .
Multiplying by throughout:
Rounding to 3 significant figures:
(shown)
9(b)
1. Set up axes and plot the data points.
Set up a Cartesian coordinate system with on the horizontal axis and on the vertical axis using appropriate scales (e.g., from to , from to ).
Plot the 7 data points from the table, using the value from part (a):
[A valid scatter diagram with on the horizontal axis, on the vertical axis, and 7 correct data points plotted]
9(c)
1. Evaluate and compare the product moment correlation coefficients for both models, and relate back to the scatter diagram.
For the linear model , the product moment correlation coefficient is .
By tabulating , the product moment correlation coefficient for against is .
Since is closer to than , there is a stronger negative linear correlation between and than between and .
Additionally, the scatter diagram from part (b) shows that the data points follow a curve downwards rather than a straight line.
Hence, is a better model for the data.
2. Find the values of $k$ and $c$ using the linear regression of $s$ on $h^2$.
Using a graphing calculator to find the regression line of on with data points :
Thus, (to 3 s.f.) and (to 3 s.f.).
The model is better because its correlation coefficient () is closer to than that of the linear model (), and the scatter diagram shows a curvilinear trend.
,
9(d)
1. Calculate the parameters of the model $s = kh^2 + c$ from the data, then estimate the score for $h = 7$.
From part (c), by performing a linear regression of on using a graphing calculator, we obtain:
and
Substitute into the model to find :
(to 3 s.f.)
2. Comment on the reliability of the estimate.
The recorded data values for range from to .
Since falls outside the given data range, the prediction requires extrapolation.
Therefore, the estimate is unreliable.
Estimated score is . The estimate is unreliable as it involves extrapolation.
9(e)
1. Evaluate the validity of the causal claim based on the statistical trend.
The teacher's statement is not valid. While the data shows a negative trend (or correlation) between screen-time and exam scores, correlation does not imply causation. There could be other underlying factors affecting the exam scores.
The statement is not valid. Correlation does not imply causation.
AI analysis — may contain mistakes.
Worked this one out on paper? Snap your steps and Gigle's AI math checker will circle the step where it went wrong.
More questions on this topic
- 1A teacher conducts a survey on 7 students to investigate the relationship between the number of hours () of "screen-t…
- 2The number of years () an employee has worked for the company and the corresponding salary increment, in dollars (…
- 3It is believed that the probability of a randomly chosen pregnant woman giving birth to a Down's Syndrome child is r…
- 4In an experiment, the time taken, minutes, for a 1-kg block of ice to melt completely under 7 pre-determined tempera…
- 5An electrical appliance supplier is investigating the potential impact of monthly advertisement expenditure, denoted as…