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- 4.4 Linear correlation and regression
4.4 Linear correlation and regression questions for IB Maths AA
31 questions on Linear correlation and regression, written by Augment in the style of IB exam papers. Six of them are below in full, to answer on paper.
- IB Mathematics: Analysis and Approaches
- Part of 4 Statistics and probability
- SL and HL
Questions by paper and level
SL and HL questions are for students at either level. HL only questions cover what only HL students study.
| Paper | SL and HL | HL only | All |
|---|---|---|---|
| Paper 1 | 10 | 0 | 10 |
| Paper 2 | 21 | 0 | 21 |
| Every paper | 31 | 0 | 31 |
Counted on
Questions to try
Written by Augment in the style of IB exams, not past papers. Answer them on paper, then check each one against its markscheme with a free account.
A librarian surveys a group of students. For each student, the number of hours spent reading each week, , and their score in a reading test, , are recorded.
For these data, the regression line of on is and the regression line of on is .
- (a)
One of the students reads for 8 hours each week. Use an appropriate regression line to estimate this student's score in the test.
2 marks
- (b)
Another student scored 70 in the test. Use an appropriate regression line to estimate the number of hours this student reads each week.
2 marks
- (c)
State whether Pearson's product-moment correlation coefficient for these data is positive or negative. Give a reason for your answer.
1 mark
A school has 570 students in three year groups, as shown in the following table.
Year group | 10 | 11 | 12 |
|---|---|---|---|
Number of students | 210 | 195 | 165 |
The school wants to investigate the relationship between screen time and sleep. It chooses a stratified sample of 40 students, proportional to the size of each year group.
- (a)(i)
Find the number of students from each year group in the sample, so that the total is exactly 40.
3 marks
- (a)(ii)
Suggest one reason why a stratified sample is suitable for this investigation.
1 mark
- (b)
Eight of the sampled students recorded their mean daily screen time, hours, and their mean nightly sleep, hours, over one week. The results are shown in the following table.
1.5
2.0
3.2
4.0
4.8
5.5
6.1
7.0
8.9
8.6
8.1
7.9
7.2
7.0
6.6
6.1
Find Pearson's product-moment correlation coefficient, , for these data.
2 marks
- (c)
The regression line of on is . Find the value of and the value of .
2 marks
- (d)
Use the regression line to estimate the mean nightly sleep of a student whose mean daily screen time is 3.5 hours.
2 marks
- (e)
A teacher claims that these results prove that more screen time causes students to sleep less. Comment on this claim.
1 mark
- (f)
Explain why the regression line should not be used to estimate the sleep of a student whose mean daily screen time is 11 hours.
1 mark
- (g)
Three of the 40 students selected did not return their questionnaires. Explain why this missing data could make the results less reliable.
1 mark
The members of a running club record their resting heart rate, beats per minute, and the time, minutes, that they take to run 1 km.
For these data, the regression line of on is and the regression line of on is .
- (a)
Find the mean resting heart rate and the mean time to run 1 km for the members of the club.
4 marks
- (b)
One member of the club has a resting heart rate of 52 beats per minute. Use an appropriate regression line to estimate the time this member takes to run 1 km.
2 marks
The following table shows the distance from the coast, km, and the annual rainfall, mm, at eight weather stations in a region.
Distance from coast ( km) | 5 | 18 | 32 | 47 | 60 | 78 | 95 | 120 |
|---|---|---|---|---|---|---|---|---|
Annual rainfall ( mm) | 1420 | 1310 | 1180 | 1120 | 980 | 890 | 760 | 640 |
- (a)
The regression line of on has equation . Find the value of and the value of .
2 marks
- (b)
A new weather station in the region records an annual rainfall of 1050 mm. Use your answer to part (a) to estimate the distance of this station from the coast.
2 marks
- (c)
Write down the value of , Pearson's product-moment correlation coefficient, for these data.
1 mark
For a set of bivariate data, the two regression lines have equations
One of these lines is the regression line of on , and the other is the regression line of on .
- (a)
Find the mean point of the data.
3 marks
- (b)
It is given that if is the regression line of on and is the regression line of on , then , where is Pearson's product-moment correlation coefficient.
Determine which of and is the regression line of on . Justify your answer.
3 marks
- (c)
Find the exact value of .
2 marks
At a river gauging station, a hydrologist records the depth of the water, metres, and the speed of the current, m s, on nine days. The results are shown in the following table.
Depth ( m) | 0.8 | 1.1 | 1.3 | 1.6 | 1.9 | 2.2 | 2.4 | 2.8 | 3.1 |
|---|---|---|---|---|---|---|---|---|---|
Speed ( m s) | 0.62 | 0.95 | 0.78 | 1.20 | 0.98 | 1.42 | 1.18 | 1.55 | 1.48 |
- (a)
The regression line of on has equation . Find the value of and the value of .
2 marks
- (b)
On another day, the depth gauge is broken. The speed of the current is 1.5 m s. The hydrologist estimates the depth by solving for , which gives m.
Explain why this method is not appropriate.
1 mark
- (c)
Use an appropriate regression line to estimate the depth of the water on this day.
3 marks
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More questions in Statistics and probability
- 4.1Populations, samples and sampling
- 4.2Presenting data
- 4.3Measures of central tendency and dispersion
- 4.4Linear correlation and regressionThis page
- 4.5Concepts of probability
- 4.6Venn diagrams, tree diagrams and combined events
- 4.7Discrete random variables
- 4.8The binomial distribution
- 4.9The normal distribution
- 4.10Regression of x on y
- 4.11Conditional probability and independence
- 4.12Standardising normal variables
- 4.13Bayes’ theoremHL only
- 4.14Continuous random variablesHL only
More on Linear correlation and regression
- 4.4 Linear correlation and regression notesWhat Linear correlation and regression covers, explained, with its key terms.
- IB Maths AA question bankEvery Maths AA topic counted, and one question from each with its markscheme.
- Maths AA exam formatEach Maths AA paper, how long it is and its share of the grade.
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