Statistics turns lists of numbers into answers. In this chapter you collect and tabulate data, draw and read the standard diagrams, spot diagrams that mislead, find averages and spread (including quartiles and the standard deviation), use the cumulative frequency curve, and compare two data sets with the mean and the standard deviation.
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Chapter 17
Figure 1 · Cumulative frequency curve, drawn smooth. Read across from 10, 20 and 30 to the curve, then down to the axis.
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Maths in real life
Statistics is how we turn lists of numbers into decisions. Three real situations come first, so you can see what the chapter is for. Each is solved in full, with a Your Turn that has its own data. Come back to them when the ideas are new.
Collecting and tabulating
Tally first, then total.
Bar, line and pie
Read the scale and the key before the picture.
By the end of this chapter
Collect, classify and tabulate data, and read tables, bar graphs, pictograms, line graphs, pie charts, dot diagrams, histograms and stem-and-leaf diagrams.
Choose a diagram, draw inferences from it, and explain why a diagram can mislead.
Find the mean, median and mode, including the mean of grouped data, and say when each is the right average.
Find quartiles and percentiles, draw and read a cumulative frequency curve, and read a box-and-whisker plot.
Find the range, the interquartile range and the standard deviation, for grouped and ungrouped data.
Compare two data sets using the mean and the standard deviation.
Statistics is how we turn lists of numbers into decisions. Three real situations come first, so you can see what the chapter is for. Each is solved in full, with a Your Turn that has its own data. Come back to them when the ideas are new.
Waiting for a bus
When data are grouped, a histogram shows the shape, the modal class shows the most common wait, and the mid-values give an estimate of the mean.
Example 1.1
Waiting times at a bus stop
A bus company records how long, in minutes, 50 passengers waited at a stop. The results are grouped in classes of width 5 minutes: 0≤t<5:6 passengers; 5≤t<10:14 passengers; 10≤t<15:18 passengers; 15≤t<20:9 passengers; 20≤t<25:3 passengers.
(i)Which class is the modal class?
(ii)Estimate the mean waiting time.
(iii)What percentage of the passengers waited at least fifteen minutes?
Show solutionHide solution
Colour keyadd, subtract, multiply, divide or simplifyround, estimate or compare
(i)
largest frequency=18
the modal class is the class with the highest frequency (the tallest bar)
population standard deviation: the formula on the exam paper
=100.25
variance first, then the root
=2401≈10.0
three significant figures
(v)
The means are equal, so on average the classes did equally well.
compare the averages first
σA=1.50<σB=10.0
a smaller standard deviation means the marks are closer together
So Class A is more consistent; Class B has a wider spread of marks, with both weaker and stronger students.
answer in the context of the question
Final answer
(i)mean=60.5
(ii)mean=60.5
(iii)σ=1.5
(iv)σ=2401≈10.0
(v)The two classes have the same mean mark, but Class A has the smaller standard deviation, so its marks are more consistent. Class B's marks are more spread out.
A chart that exaggerates
A bar chart is honest only if the bar heights are in proportion to the values. If the vertical axis does not start at zero, the picture is misleading.
Example 1.3
Is the advert fair?
A shop's advert compares weekly sales (in hundreds of dollars) of two branches, 62 for the Orchard branch and 70 for the Tampines branch. The bar chart's vertical axis starts at 50, not at zero.
(i)How many times taller does the taller bar look than the shorter bar?
(ii)How many times larger are the taller branch's sales than the shorter branch's?
(iii)Explain why the chart is misleading.
Show solutionHide solution
Colour keyround, estimate or compare
(i)
visual ratio=62−5070−50=1220
bar heights are measured from the start of the axis
=35≈1.67
three significant figures
(ii)
actual ratio=6270
the sales themselves, measured from zero
=3135≈1.13
three significant figures
(iii)
The axis does not start at zero, so the bar heights are not in proportion to the sales.
a truncated axis
1.67(looks)≫1.13(actual)
the picture exaggerates the difference
The advert's chart. The vertical axis does not start at zero.
Final answer
(i)The taller bar looks about 1.67 times as tall.
(ii)The sales are about 1.13 times as large.
(iii)The vertical axis starts above zero, so the bars are cut off and the difference looks much bigger than it really is.
Think About It
Class A and Class B have the same mean mark. Does that mean the two classes are equally good at the subject?
Show the worked answerHide the worked answer
mean A=60.5,mean B=60.5
the same centre
range A=5,range B=31
but the spread is very different
Equal means only say the centres match. The range (and the standard deviation) show the groups are different.
a measure of centre and a measure of spread together
Final answerNot necessarily. The mean only gives the centre. Class B's marks are much more spread out, so it has some very weak and some very strong students, while Class A's students are all close to the mean. To compare the groups you need the spread as well as the mean.
02
Supports S1.1 · S1.2.a · S1.4
Collecting, classifying and tabulating data
Data are numbers or categories collected to answer a question. Before drawing anything, classify the data, because the type decides which diagram is sensible. Then tabulate them, so that you count every value exactly once.
Table 1: types of data
Type
What it is
Example
Categorical
labels or categories, not numbers
favourite kind of lunch
Discrete numerical
numbers you count, taking separate values
number of brothers and sisters
Continuous numerical
numbers you measure, taking any value in a range
height in centimetres, time in seconds
The Core Idea
Tally first, then total.
Go through the data once, tick each value, count the ticks to get the frequency, and then check that the frequencies add up to the number of values.
Example 2.1
From raw data to a frequency table
The number of brothers and sisters for 20 students is: 1, 0, 2, 1, 3, 1, 2, 0, 1, 2, 4, 1, 2, 1, 0, 3, 2, 1, 1, 2.
(i)Make a frequency table.
(ii)How many of them had at least 2?
(iii)Write down the mode.
Show solutionHide solution
Colour keyadd, subtract, multiply, divide or simplify
(i)
Go through the data once, tick each value, then count the ticks in each row.
a tally keeps the count tidy
x01234f38621
the frequency table
∑f=3+8+6+2+1=20
check: the frequencies must add up to the number of values
(ii)
values from 2 upwards: 6+2+1=9
add the frequencies of the rows you need
(iii)
The value 1 appears 8 times, more than any other.
mode = the most frequent value
Final answer
(i)x01234f38621
(ii)9
(iii)mode=1
Grouping data
For continuous data, or discrete data with many different values, we put the values into classes. Classes must not overlap and must leave no gaps, so each value belongs to exactly one class. We write a class as 10≤x<20: it includes its lower boundary and excludes its upper boundary.
Example 2.2
Grouping continuous data
The heights, in centimetres, of 24 plants, in the order measured, are: 25, 38, 47, 35, 15, 24, 43, 31, 30, 34, 52, 34, 21, 28, 44, 49, 12, 18, 36, 33, 22, 40, 41, 27. Use classes of width 10, starting at 10.
(i)Make a grouped frequency table.
(ii)Write down the width and the mid-value of the third class.
(iii)Write down the modal class.
Show solutionHide solution
Colour keyadd, subtract, multiply, divide or simplify
(i)
Put each value in the class that includes its lower boundary and excludes its upper boundary.
a value equal to an upper boundary goes in the next class
Why must a value of 20 go in only one class, and which one if the classes are 10≤x<20 and 20≤x<30?
Show the worked answerHide the worked answer
Colour keyadd, subtract, multiply, divide or simplify
20satisfies20≤x<30
the lower boundary is included
20does not satisfy10≤x<20
the upper boundary is excluded
So the value is counted once, in the second class.
exactly one class per value
Final answerIf a value could belong to two classes it would be counted twice and the total frequency would be wrong. With these classes, a value of 20 goes in the class that includes its lower boundary: 20≤x<30.
Reading tables
A table shows data in rows and columns. To interpret one, find the row and column you need, and add along a row or down a column to get a total.
Example 2.3
Reading a two-way table
A survey asks 70 students how they travel to school. Secondary Three: bus 12, MRT 15, walking 8. Secondary Four: bus 10, MRT 18, walking 7.
(i)Find the total number of students for each way of travelling.
(ii)What fraction of all the students walk to school? Give the fraction in its simplest form.
(iii)What percentage of the Secondary Four students take the MRT?
Show solutionHide solution
Colour keyadd, subtract, multiply, divide or simplify
(i)
bus=12+10=22,MRT=15+18=33,walking=8+7=15
add down each column
(ii)
7015
walkers over everybody
=143
simplify by dividing top and bottom by the same number
(iii)
3518×100
the Secondary Four row total is the denominator
=51.4
Final answer
(i)Bus 22, MRT 33, walking 15.
(ii)143
(iii)51.4%
03
Supports S1.2.b · S1.2.c · S1.2.d · S1.2.e · S1.2
Bar graphs, pictograms, line graphs and pie charts
Four diagrams show amounts by size. A bar graph uses bars of equal width. A pictogram uses symbols, each worth the same amount (see the key). A line graph joins points to show change over time. A pie chart splits a circle into sectors in proportion to the data.
The Core Idea
Read the scale and the key before the picture.
Check what the vertical axis counts (or what one symbol is worth), and where the axis starts. Then read, then calculate.
Customers at a food stall on five days. The bar heights are the frequencies, read against the vertical scale.Example 3.1
Reading a bar graph
The bar chart shows the number of customers at a food stall on five days.
(i)Which day has the highest bar, and what is its value?
(ii)Find the total of all the bars.
(iii)How many more are there on the busiest day than on the quietest day?
Show solutionHide solution
Colour keyadd, subtract, multiply, divide or simplify
(i)
tallest bar: Thu=35
read the top of the bar against the vertical scale
(ii)
total=15+25+20+35+30=125
add every bar
(iii)
35−15=20
tallest minus shortest: Thu and Mon
Customers at a food stall on five days. The bar heights are the frequencies, read against the vertical scale.
Final answer
(i)Thu, with 35.
(ii)125
(iii)20
Books borrowed on four days. One symbol stands for 20 books, so a half symbol stands for half of that.Example 3.2
Reading a pictogram
In a pictogram, one symbol stands for 20 books. The number of symbols for each category is: Mon 3, Tue 4.5, Wed 2.5, Thu 3.5.
(i)How many books does Tue stand for?
(ii)Which category has the most, and how many is that?
(iii)Find the total of all the categories.
Show solutionHide solution
Colour keyadd, subtract, multiply, divide or simplify
(i)
4.5×20=90
number of symbols times the value of one symbol; a half symbol is half the key value
(ii)
4.5×20=90
work out the largest bar-equivalent
(iii)
total=60+90+50+70=270
add the values, not the symbols
Books borrowed on four days. One symbol stands for 20 books, so a half symbol stands for half of that.
Final answer
(i)90 books
(ii)Tue, with 90 books.
(iii)270 books
SGSchoolKaki Tip
In a pictogram, a half symbol is half of the key value. Count the whole symbols and the half symbols, then multiply by the key.
Monthly sales of a small shop. Joining the points shows the trend.Example 3.3
Reading a line graph
A line graph shows the monthly sales of a shop, in hundreds of dollars. The points are: Jan 12, Feb 15, Mar 14, Apr 19, May 23, Jun 21.
(i)In which month is the value highest?
(ii)Between which two consecutive months was the increase the greatest, and how big was it?
(iii)Is it correct to say the value rose every month? Give a reason.
Show solutionHide solution
Colour keyadd, subtract, multiply, divide or simplify
(i)
highest point: May=23
the highest point on the line
(ii)
increases: 3,−1,5,4,−2
subtract each value from the next
largest: 5from Mar to Apr
(iii)
changes: 3,−1,5,4,−2
look at the sign of each change
At least one change is negative, so the line goes down somewhere.
Monthly sales of a small shop. Joining the points shows the trend.
Final answer
(i)May, with 23.
(ii)From Mar to Apr, an increase of 5.
(iii)No: at least one month shows a fall.
SGSchoolKaki Tip
Do not read values between the points of a line graph as facts. The points are measured at fixed times; the line in between is a guide to the trend, not a measurement.
Favourite lunch among 50 students. Each slice is drawn with the angle (frequency÷total×360 degrees).
The Core Idea
Pie chart: angle =totalfrequency×360 degrees
All the angles add up to a full turn. The same fraction of the circle is the same fraction of the people, so you can go from angle to frequency, or back.
Example 3.4
Pie charts: angles and fractions
A survey of 50 students asks for their favourite kind of lunch: Rice 20, Noodles 15, Sandwich 10, Salad 5. The results are shown in a pie chart.
(i)Find the angle of each sector.
(ii)What fraction of the students chose Noodles? Give the fraction in its simplest form.
(iii)A sector of angle 108 degrees is drawn for one lunch type. How many students does it represent?
Show solutionHide solution
Colour keyadd, subtract, multiply, divide or simplify
(i)
total=20+15+10+5=50
add all the frequencies
angle=50frequency×360
each slice is its fraction of a full turn
angles: 144,108,72,36degrees
sum of angles=144+108+72+36=360
the angles must add up to a full turn
(ii)
360108=5015
an angle over a full turn, or the frequency over the total
=103
simplify
(iii)
360108×50=15
fraction of a full turn, times the total number of students
Favourite lunch among 50 students. Each slice is drawn with the angle (frequency÷total×360 degrees).
Final answer
(i)144,108,72,36 degrees
(ii)103
(iii)15 students
Think About It
A pie chart has a sector of 90 degrees. What fraction of the whole is that, in its simplest form?
Show the worked answerHide the worked answer
Colour keyadd, subtract, multiply, divide or simplify
36090
angle over a full turn
=41
divide the top and the bottom by 90
Final answerA full circle is 360 degrees, so the fraction is 90 out of 360, which simplifies to 41 of the whole, one quarter.
04
Supports S1.2.f · S1.2.g · S1.2.h · S1.2 · S1.6
Dot diagrams, histograms and stem-and-leaf diagrams
These three diagrams show how the values of one variable are spread out. A dot diagram has one dot per value. A histogram shows grouped continuous data with bars that touch. A stem-and-leaf diagram keeps every value while showing the shape.
One dot for each student. A tall pile means many students scored that number of goals.Example 4.1
Reading a dot diagram
A dot diagram shows the number of goals scored by each of 16 students. The values, one dot each, are: 0, 1, 1, 2, 2, 2, 2, 3, 3, 3, 3, 3, 4, 4, 4, 5.
(i)What is the mode?
(ii)Find the range.
(iii)How many students scored at or below the value halfway between the lowest and highest scores?
Show solutionHide solution
Colour keyadd, subtract, multiply, divide or simplify
(i)
most dots: 3, with 5 dots
the tallest pile of dots
(ii)
range=5−0=5
largest minus smallest
(iii)
middle of range=20+5=2.5
halfway between the smallest and largest
dots at or below 2.5=7
count the dots
One dot for each student. A tall pile means many students scored that number of goals.
Final answer
(i)3
(ii)5
(iii)7 students
The Core Idea
Histogram with equal classes: height = frequency.
The bars touch, there are no gaps, and every class has the same width. Read the height against the vertical scale to get the frequency.
Equal class widths, so the height of each bar is its frequency. The bars touch, because the data are continuous.Example 4.2
Reading a histogram
The histogram shows the times taken to complete a puzzle for 30 students, in classes of equal width 10 minutes.
(i)Which class has the highest frequency?
(ii)How many students are in the classes 10≤x<30 together?
(iii)Check the total of the frequencies.
Show solutionHide solution
Colour keyadd, subtract, multiply, divide or simplify
(i)
tallest bar: 12
equal class widths, so the height of a bar is its frequency
20≤x<30
(ii)
10+12=22
add the two bars that make up that range
(iii)
∑f=6+10+12+2=30
the bars must add up to the number of items
Equal class widths, so the height of each bar is its frequency. The bars touch, because the data are continuous.
Final answer
(i)20≤x<30
(ii)22
(iii)30
SGSchoolKaki Tip
Do not read a bar height as a frequency unless the classes have equal widths. Every histogram in this chapter has equal widths; with unequal widths the heights would no longer be the frequencies, and the picture would mislead (see the section on misleading diagrams).
Stem-and-leaf diagram of quiz marks. Leaves are in order. The key tells you how to read it.Example 4.3
Reading a stem-and-leaf diagram
A stem-and-leaf diagram shows the quiz marks of fifteen students. The stems are tens and the leaves are units, so the key is 2∣3 means 23. The diagram: stem 2: leaves 1, 3, 3, 7; stem 3: leaves 1, 4, 4, 4, 8; stem 4: leaves 2, 5, 7; stem 5: leaves 2, 5; stem 6: leaves 1.
(i)How many values are there?
(ii)Write down the mode.
(iii)Find the median.
(iv)Find the range.
Show solutionHide solution
Colour keyadd, subtract, multiply, divide or simplify
(i)
count the leaves: 4+5+3+2+1=15
every leaf is one value
(ii)
The value 34 appears 3 times, more than any other.
an odd number of values: one value sits in the middle
(iv)
range=61−21=40
largest value minus smallest value, read from the first and last leaves
Stem-and-leaf diagram of quiz marks. Leaves are in order. The key tells you how to read it.
Final answer
(i)15
(ii)mode=34
(iii)median=34
(iv)40
SGSchoolKaki Tip
In a stem-and-leaf diagram, put the leaves in order and always write the key. Without the key, a reader cannot tell whether a stem of two means twenty or two.
Think About It
In a stem-and-leaf diagram with the key 2∣3 means 23, what does 5∣0 stand for?
Show the worked answerHide the worked answer
5∣0⇒5tens and0units
read the stem as tens, the leaf as units
5×10+0=50
Final answerThe stem is the tens digit and the leaf is the units digit, so 5∣0 stands for 50.
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Choosing and criticising diagrams
Mean, median and mode
Quartiles and the cumulative frequency curve
Range, IQR and standard deviation
Comparing data sets
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Notes version 1.0 · Last updated 3 Nov 2026 · Chapter 17 of 19