Conduct chance experiments; observed vs expected
Theory
In a chance experiment each go is a trial. The expected number of times an outcome happens is its probability times the number of trials; the observed number is what actually happens. This Year 6 maths page shows how to work out expected results, compare them with observed results, and why more trials give a clearer picture.
A trial is one go of the experiment: one coin flip, one roll, one spin.
Expected number \(=\) probability \(\times\) number of trials. A die rolled \(120\) times: each number is expected \(\dfrac{1}{6} \times 120 = 20\) times.
Observed results are what really happens. They are usually close to, but not exactly, the expected results.
The more trials you do, the closer the observed fractions usually get to the expected probabilities.
Each trial is independent: a coin does not remember. After four tails in a row, the chance of a head is still \(\dfrac{1}{2}\).
Expected results:
| Experiment | Trials | Expected |
|---|---|---|
| coin: heads | \(50\) | \(25\) |
| die: a four | \(120\) | \(20\) |
| 3 equal sectors: red | \(45\) | \(15\) |
How to find an expected number
- Find the probability of the outcome.
- Multiply by the number of trials.
How to compare with observed results
- Record the results in a table (tally, then count).
- Subtract to see how far each count is from the expected number.
- Decide: small differences are normal; large differences over many trials suggest it is not fair.
| \(\dfrac{1}{2} \times 50\) | \(=\) | \(25\) |
\(25\) heads.
| \(\dfrac{1}{6} \times 120\) | \(=\) | \(20\) |
\(20\) fours.
| \(45 \div 3\) | \(=\) | \(15\) |
\(15\) times each.
| \(\dfrac{2}{5} \times 50\) | \(=\) | \(20\) |
\(20\) yellows (and \(30\) blues).
(i) How many more fives than expected came up?
(ii) How many fewer fours than expected?
| \(24 - 20\) | \(=\) | \(4\) |
| \(20 - 17\) | \(=\) | \(3\) |
(i) \(4\) more
(ii) \(3\) fewer
Yes. Every count is within \(4\) of the expected \(20\); small differences like these are normal.
| \(60 - 17 - 14 - 12\) | \(=\) | \(17\) |
\(17\) yellows.
| \(100 \div 5\) | \(=\) | \(20\) |
| \(47 - 20\) | \(=\) | \(27\) |
Red came up \(27\) more times than expected in many trials, so the spinner is probably not fair.
Noah’s: \(0.486\) is much closer to \(0.5\) than \(0.7\). More trials usually bring results closer to what is expected.
Each flip is independent. The chance of heads is still \(\dfrac{1}{2}\).
Common pitfalls
Frequently asked questions
What is an expected result?
The number of times an outcome should happen: probability times the number of trials.
What is an observed result?
What actually happens when you do the experiment.
Why are observed results different from expected results?
Chance varies from trial to trial, so the counts are rarely exact.
Why do more trials help?
With more trials, the observed fractions usually get closer to the true probabilities.
After 4 tails in a row, is a head more likely?
No. Each flip is independent; the chance is still \(\dfrac{1}{2}\).