Steply

Poisson mean 1, P(X <= 3)

Step by step, with the reason for every step · The Poisson distribution · University Statistics

Step by step

The question

Question: X is Poisson with mean 1: find the probability that X is at most 3.

Poisson, μ = 1: P(X ≤ 3)?

Poisson counts how many times something happens in a fixed time, when we know the average.

Poisson: counts in a time or a space, with a known average

1 Name the numbers

μ, the average, is 1.

μ = 1

At most 3: x can be 0, 1, 2, 3.

x = 0, 1, 2, 3

2 Write the formula

The Poisson formula: μ to the power x, times e to the power minus μ, over x factorial.

P(X = x) = μx × e−μx!

e is a number, about 2.718.

e to the power minus 1 is about 0.3679.

x factorial multiplies down to 1, and 0 factorial is 1.

e ≈ 2.718, e−1 ≈ 0.3679
x! = x × ... × 2 × 1, 0! = 1

Careful!

0 factorial is 1, not 0.

Careful: 0! = 1 (not 0)

3 One P for each x

For 0: 1 to the power 0 is 1, and 0 factorial is 1.

1 times 0.3679, over 1, is about 0.3679.

P(X = 0) = 10 × e−10! = 1 × 0.36791 ≈ 0.3679

For 1: 1 to the power 1 is 1, and 1 factorial is 1.

1 times 0.3679, over 1, is about 0.3679.

P(X = 1) = 11 × e−11! = 1 × 0.36791 ≈ 0.3679

For 2: 1 to the power 2 is 1, and 2 factorial is 2.

1 times 0.3679, over 2, is about 0.1839.

P(X = 2) = 12 × e−12! = 1 × 0.36792 ≈ 0.1839

For 3: 1 to the power 3 is 1, and 3 factorial is 6.

1 times 0.3679, over 6, is about 0.0613.

P(X = 3) = 13 × e−13! = 1 × 0.36796 ≈ 0.0613

4 Add them

At most 3: we add them.

0.3679 plus 0.3679 plus 0.1839 plus 0.0613 is about 0.9810.

P(X ≤ 3) = 0.3679 + 0.3679 + 0.1839 + 0.0613 ≈ 0.9810

5 Check

Let's check another way: step up from P of 0.

P of 0 is e to the power minus 1: about 0.3679.

P(0) = e−1 ≈ 0.3679

Each next one is the last one times 1, divided by the new x.

P of 1 is about 0.3679.

P(1) = P(0) × 1 ÷ 1 ≈ 0.3679

P of 2 is about 0.1839.

P(2) = P(1) × 1 ÷ 2 ≈ 0.1839

P of 3 is about 0.0613.

P(3) = P(2) × 1 ÷ 3 ≈ 0.0613

The same numbers as above.

So it is right!

the same numbers as above

Let's look back.

First: name the numbers.

Then: write the formula.

Then: one P for each x.

Then: add them.

Last: check.

Answer
P(X ≤ 3) = 0.3679 + 0.3679 + 0.1839 + 0.0613 ≈ 0.9810

Your turn

Try this one yourself, then check:

Poisson, μ = 4: P(X ≤ 3)?
Show the answer
P(X ≤ 3) ≈ 0.4335

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The whole lesson: The Poisson distribution →