I often have to make a decision when putting at the edge of the green during disc golf. Should I try to put the disc in the basket (choice 1) or should I just try to put the disc near the basket (choice 2)? If I try to put it in the basket and I miss, sometimes the disc will fly or roll so far way that I miss the next shot.
In order to answer this question, I created a simplified model. Assume:
- If I don’t try to put the disc in the basket (choice 2), I will land near the basket and get it in the basket on the next throw.
- If I do try to put it in the basket (choice 1), I will succeed with probability $p$, where $p$ depends only on distance to the basket.
- If I do try to put it in the basket and fail to get it in the basket (choice 1), the probability that I will succeed on the second try is $q$ where $q$ is constant which does not depend on distance.
- If I do try to put it in the basket (choice 1), fail to get it in the basket, and then fail again on my second try, then I will always succeed on the third try.
Using these assumptions, I can compute the average number of throws for each choice.
For choice 2, I will always use two throws to get the disc in the basket.
For choice 1, there are three possible outcomes:
- outcome 1.1: I get it the basket on the first throw!
- outcome 1.2: I miss the basket, but get the disc in the basket on the second throw.
- outcome 1.3: I miss twice, and get it on the third throw.
The probabilities for each of those outcomes are: $p$, $(1-p) q$, and $(1-p)(1-q)$ respectively.
Let $a$ be the average number of throws for choice 1. Then $$\begin{aligned}a &= p\cdot 1 +(1-p)q\cdot 2 + (1-p)(1-q)\cdot 3 \\&= p + 2 q – 2 p q + 3 – 3 p – 3 q + 3 p q\\&=3 -2 p – q + p q.\end{aligned}$$
I should choose choice 1 if $ 2>a$. This occurs when
$$\begin{aligned} 2 &> 3 -2 p – q + p q\\-1 &> -2 p – q + p q \\-1 &> (q-2) p – q \\q -1 &> (q-2) p\\ \frac{q -1}{q-2} &< p \\\frac{1-q}{2-q} &< p. \\ \end{aligned}$$
Now you can plug in various values for $q$ to find the lowest value for $p$ needed to go for it.
Probability of Success Required After Missing Probability of Success on the first try 100% 0% 99% 1% 95% 5% 90% 9% 85% 13% 80% 17% 75% 20% 50% 33% 0% 50%
So, if you are 100% certain that you will put it in the basket on the second try, then you should use choice 1 (going for it) if $p>0$ (i.e. always).
If you are 90% certain that you will put it in the basket on the second try, then you should use choice 1 (going for it) if $p>0.09=9\%$.
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a rule of thumb
A nice approximate rule of thumb is to go for it if the sum of $p$ and $q$ is more than 100%.
When I am 6 yards from the basket, I will get it in about 75% of the time (p=0.75), and if I miss, I will usually get it in 90% of the time. The sum of 70% and 90% is 160%, so obviously, I should go for it.
When I am 9 yards from the basket, I will get it in about 20% of the time (p=0.20), and if I miss, I will usually get it in 85% of the time. The sum of 20% and 85% is 105%, so it seems like I should go for it.
If the basket is on a hill or if it is windy, then the disc will sometimes roll a fair distance if I miss. In that case, $q$ might be only 75%. The rule of thumb is that $p+q$ should be at least 100% to go for it, so according to the rule of thumb, I would need $p$ to be at least 25% to go for it. On a windy day, that’s like 6 yards for me.