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Transform PSI and recover an additional observation

A study comparing the number of hotspots detected in Indonesia each day and the average 24-hour PSI reading in Singapore was conducted. The results over 7 days were given below:

Number of hotspots (xx)5097128150170189215
Average 24-hour PSI reading (yy)4598160205263341400

(i) Draw a scatter diagram and find the value of the product moment correlation coefficient between xx and yy. Hence comment on the suitability of the linear model. marks

(ii) Can we conclude that an increase in the number of hotspots will lead to an increase in the PSI reading? Explain your answer. mark

(iii) A few alternative models, in the form of w=ax+bw=ax+b, were proposed to describe the relation between xx and yy. State, with a reason, which model is the most appropriate.

Model A: w=ln⁡yw=\ln y; Model B: w=yw=\sqrt y; Model C: w=y2w=y^2. marks

It was decided that the data for an additional day should be included in the study. After inserting the data for the additional day, it was found that the equation of the regression line of ww on xx is w=0.082742x+2.1735w=0.082742x+2.1735 and the equation of the regression line of xx on ww is x=12.004w−25.106x=12.004w-25.106 based on the most appropriate model in part (iii).

(iv) Find the product moment correlation coefficient between ww and xx. mark

(v) Find the average 24-hour PSI reading on this additional day, correct to the nearest integer. marks

In estimating the number of hotspots when the average 24-hour PSI reading was mm, where 100<m<200100<m<200, Tarzan used the regression line of ww on xx for the estimation and Jane used the regression line of xx on ww for the estimation. It was found that both of them had approximately the same answer. Explain why this was observed. mark

[2013/AJC/II/10]

CJC · Review problems · Question 4

The intersection of the two regression lines is the pair of sample means, not the new observation.

Read the worked solution