Valid probability simulations
A simulation must preserve the experiment being studied, including what changes after each draw
- Define a complete trial A compound event may need two or more draws. Count successes and failures over complete trials
- Match individual outcomes For removal experiments use the actual population, not merely a scaled copy with the same starting proportions
- Separate reset rules Replacement within a trial and restoration between complete trials serve different purposes
- Run and compare Use repeated trials and several runs. Increasing a seeded run length extends the same sequence; a different run number selects a new sequence
- Evaluate assumptions More trials reduce random variation in a valid model; they cannot repair an incorrect model. An unknown real-world probability needs observed data
Worked example
A bag has two red and three blue counters. One trial draws a pair without replacement, then restores the bag. Success means both counters are red. A digital run has 23 successes in 200 trials
- \(\displaystyle \Pr(RR)=\frac25\times\frac14=\frac1{10}\)The second red branch uses the remaining one red among four counters
- \(\displaystyle \widehat p=\frac{23}{200}=0.115\)The observed estimate uses complete pairs
- \(\displaystyle 0.115-0.1=0.015\)The run is 0.015 above the exact model probability. This is possible finite-run variation; compare other runs
Common mistakes
Difficulty levels
Questions about this topic
Why does the same run number repeat the same results?+
The digital tool uses a seeded pseudo-random sequence so an investigation can be reproduced. Change the run number to explore another sequence
Does a larger run always get closer?+
No. Estimates can move away at individual updates. Longer valid runs generally have less random variation
When can I scale the population?+
Scaling proportions can model independent selections with replacement. With removal, retain the actual individual counts or prove that another method preserves every relevant conditional probability
What does a rejection mean for a random-number model?+
If an already removed individual is generated again, redraw without counting a completed selection or a new trial
Can I choose only favourable runs?+
No. Selecting which results to report distorts the evidence. Decide and report your run procedure and include the results obtained
Can I use a calculator?+
No. This topic is practised without a calculator
Which year level and chapter is this?+
Year 10 Mathematics, chapter 4: Probability