As it seems is the case with everything in education, there are two opposing schools of thought when it comes to teaching probability. You might not even be aware, but stats education has its own version of the ’trad vs prog’ debate: the classical and the frequentist approach to probability. While most teachers would agree that development of both calculation and empiricism are important in teaching probability, which comes up first or most often will have an impact on the student conception of this topic, and the two do contain potentially conflicting ideas.
Classical probability (Batanero et al, 2005) starts from the idea that the probability of an event can be defined mathematically for any given experiment if a complete set of equally likely outcomes can be established. This is a useful model and can be confined to situations easily reproduced in a classroom with dice and coins, but it has two major drawbacks. Firstly, it’s very difficult to relate to randomness and probability in the real world that students will have experienced, because it necessarily limits examples to highly artificial and simplistic situations. Secondly, it may reinforce some of the misconceptions exhibited in the “law of small numbers”: that probability can be thought of as deterministic in the short run. It can be very difficult to get students to let go of the idea that “I should throw a single two in every six rolls of a dice”.
Frequentist probability, on the other hand, begins with the idea of probability values emerging from some experiment in which the proportions of each outcome are recorded. This has the advantage that it can be applied to situations that would be far beyond student’s abilities to calculate with classical probabilities, and demonstrates with every additional trial the unpredictability of chance in the short run, and the enduring stability in the long run. Unfortunately, it is much harder to deal with a probability in which the relative frequency is 2796/5992, and while confident mathematicians will happily model this using a value of 1/2, this kind of thinking is challenging for students.
Clearly a balance between the two approaches is needed; and in particular tasks that relate the two ideas by drawing on the strengths and fundamental ideas of both. A simple activity that does this well involves flipping a coin multiple times and exploring the behaviour of the graph created by plotting the proportion of heads against the number of flips. For a small number of flips, the graph will be very spiky, but will stabilise around the value predicted by classical probability as the number of throws increases. Happily, while it always gets close to this value eventually, it is very easy to see that there is some variation even for large numbers of trials. Students could create their own graphs by conducting the experiment with a coin for a small number of throws, before moving on to looking at a simulation to allow very large numbers of trials to be undertaken almost instantly.
In Excel this can be done using the function =RANDBETWEEN(0,1) to generate either a 1 or a 0 which can be assigned to heads or tails respectively. With a bit of creative cell work (see below) the simulation can be set up and refreshed by simply hitting F9.
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)
Once set up, the number of trials can be easily increased by dragging the formulae down to fill more rows and re-inserting the chart for the new data. This will allow students to get a sense of the long-term behaviour, as well as a good idea of the minimal number of trials needed for the pattern of stability to emerge.
Reference: Batanero, C., et al (2005). The nature of chance and probability in Exploring Probability in School. Springer