Sampling, Frequency Polygons and Time Series
Before you can draw conclusions from data, you need a fair sample. Then you need the right diagram to show it. This page covers sampling and bias, frequency polygons and time-series graphs, three GCSE topics that IGCSE textbooks often skip.
1Populations and samples
The population is everyone (or everything) you want to know about. A sample is the smaller group you actually ask or measure.
| Advantages of a sample | Disadvantages of a sample |
|---|---|
| Quicker and cheaper | May not represent the population |
| Practical when the population is huge | Results are estimates, not exact |
2Bias and how to avoid it
A sample is biased if some groups are more likely to be chosen than others.
- Most people at a train station at 8 am are commuters using the train, so they may not need parking.
- One place and one time misses people who drive, work from home or shop later in the day.
3Frequency polygons
- Find the midpoint of each class.
- Plot (midpoint, frequency) for each class.
- Join the points with straight lines. Don’t join the first point back to the last.
| Height h (cm) | 0 < h ≤ 10 | 10 < h ≤ 20 | 20 < h ≤ 30 | 30 < h ≤ 40 | 40 < h ≤ 50 |
|---|---|---|---|---|---|
| Midpoint | 5 | 15 | 25 | 35 | 45 |
| Class A | 4 | 9 | 14 | 8 | 5 |
| Class B | 2 | 6 | 10 | 15 | 7 |
Class B’s polygon is further to the right, so on average Class B’s plants are taller. The estimated means are 25.25 cm and 29.75 cm.
- Plotting at the end of the class (e.g. 10) instead of the midpoint (5).
- Joining the last point back to the first, or drawing a bar chart instead.
4Time-series graphs
A time-series graph shows how something changes over time. Look for the overall trend and any repeating seasonal pattern.
- Trend: sales increase slightly each year.
- Seasonal pattern: sales peak every Q3 (summer) and are lowest in Q1.
5Comparing distributions
When comparing two sets of data, always compare:
- an average (mean or median): which is bigger, in context;
- a measure of spread (range or IQR): which is more consistent.
- Saying a sample is biased without saying why it doesn’t represent the population.
- Plotting frequency polygons at class boundaries instead of midpoints.
- Comparing only averages and forgetting spread, or making comparisons without context.
- Describing individual values on a time series instead of the trend.
★Key Vocabulary Recap
- Population
- The whole group being studied.
- Sample
- Part of the population that is surveyed.
- Bias
- When a sample does not fairly represent the population.
- Random sample
- Every member has an equal chance of selection.
- Frequency polygon
- Points at class midpoints joined by straight lines.
- Time series
- Data recorded at regular intervals over time.
- S1: infer properties of populations from a sample, knowing the limitations of sampling.
- S2: interpret and construct tables, charts and diagrams, including frequency polygons and time-series graphs.
- S4: interpret, analyse and compare distributions through appropriate measures of central tendency and spread.
- S5: apply statistics to describe a population.
Practice questions
Sampling, Frequency Polygons and Time Series — Practice Questions
8 exam-style questions (17 marks), building from warm-up to grade 8–9. Show full working: Edexcel gives method marks even when the final answer is wrong.
- (1 mark)Grade 2Give one advantage of using a sample instead of the whole population.
- (2 marks)Grade 3Sam wants to know how often students in his school use the library. He asks 10 students who are in the library at lunchtime. Give two reasons why his sample is biased.
- (2 marks)Grade 3Describe how Sam could choose a random sample of 50 students from the 1200 students in his school.
- (3 marks)Grade 4The table shows the times, t minutes, taken by 40 people to finish a puzzle. Draw a frequency polygon.
Time t (min) 0 < t ≤ 20 20 < t ≤ 40 40 < t ≤ 60 60 < t ≤ 80 Frequency 3 11 16 10 - (3 marks)Grade 4Use the table in Question 4 to estimate the mean time.
- (2 marks)Grade 4Look at the time-series graph of quarterly ice-cream sales in the notes. Describe (a) the trend (b) the seasonal pattern.
- (2 marks)Grade 5Using the frequency polygons for Class A and Class B in the notes, compare the heights of the plants in the two classes.
- (2 marks)Grade 5In a random sample of 80 students from a school of 1200, 12 said they cycle to school. Estimate how many students in the whole school cycle, and state an assumption you have made.
Worked solutions
Show worked solutions
Sampling, Frequency Polygons and Time Series — Worked Solutions
Full worked solutions to all 8 questions (17 marks), set out the way an Edexcel examiner wants to see them.
- (1 mark)Grade 2Give one advantage of using a sample instead of the whole population.Solution
- A sample is quicker and cheaper to collect.
Quicker / cheaper - (2 marks)Grade 3Sam wants to know how often students in his school use the library. He asks 10 students who are in the library at lunchtime. Give two reasons why his sample is biased.Solution
- Students in the library use it more than average.
- 10 students is a very small sample from one time of day.
Only library users; sample too small - (2 marks)Grade 3Describe how Sam could choose a random sample of 50 students from the 1200 students in his school.Solution
- Number every student from 1 to 1200 using the school list.
- Use a random number generator to pick 50 different numbers, and survey those students.
Number the list; pick 50 random numbers
- (3 marks)Grade 4The table shows the times, t minutes, taken by 40 people to finish a puzzle. Draw a frequency polygon.
Time t (min) 0 < t ≤ 20 20 < t ≤ 40 40 < t ≤ 60 60 < t ≤ 80 Frequency 3 11 16 10 Solution- Midpoints: 10, 30, 50, 70.
- Plot (10, 3), (30, 11), (50, 16), (70, 10) and join with straight lines.
Points (10,3), (30,11), (50,16), (70,10) - (3 marks)Grade 4Use the table in Question 4 to estimate the mean time.Solution
- Σ(midpoint × frequency) = 10×3 + 30×11 + 50×16 + 70×10 = 30 + 330 + 800 + 700 = 1860.
- Mean ≈ 1860 ÷ 40 = 46.5.
46.5 minutes - (2 marks)Grade 4Look at the time-series graph of quarterly ice-cream sales in the notes. Describe (a) the trend (b) the seasonal pattern.Solution
- (a) Sales increase slightly from year to year.
- (b) Sales are highest every Q3 (summer) and lowest in Q1.
Rising trend; Q3 peak - (2 marks)Grade 5Using the frequency polygons for Class A and Class B in the notes, compare the heights of the plants in the two classes.Solution
- Average: Class B’s polygon is further right (estimated mean 29.75 cm vs 25.25 cm), so on average Class B’s plants were taller.
- Spread: both cover the same range of classes, 0–50 cm.
Class B taller on average - (2 marks)Grade 5In a random sample of 80 students from a school of 1200, 12 said they cycle to school. Estimate how many students in the whole school cycle, and state an assumption you have made.Solution
- Proportion = 12 ÷ 80 = 0.15.
- 0.15 × 1200 = 180.
- Assumption: the sample is representative of the whole school.
≈ 180 students
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