Steply

Poisson mean 4, 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 4: find the probability that X is at least 3.

Poisson, μ = 4: 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 4.

μ = 4

At least 3: x can be 3, 4, 5, and so on, with no end.

x = 3, 4, 5, ...

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 4 is about 0.0183.

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

e ≈ 2.718, e−4 ≈ 0.0183
x! = x × ... × 2 × 1, 0! = 1

Careful!

0 factorial is 1, not 0.

Careful: 0! = 1 (not 0)

3 Use the rest

x can go on with no end, so we cannot add them all.

All the probabilities add up to 1: so we take away the ones below 3.

P(X ≥ 3) = 1 − P(X < 3)

For 0: 4 to the power 0 is 1, and 0 factorial is 1.

1 times 0.0183, over 1, is about 0.0183.

P(X = 0) = 40 × e−40! = 1 × 0.01831 ≈ 0.0183

For 1: 4 to the power 1 is 4, and 1 factorial is 1.

4 times 0.0183, over 1, is about 0.0733.

P(X = 1) = 41 × e−41! = 4 × 0.01831 ≈ 0.0733

For 2: 4 to the power 2 is 16, and 2 factorial is 2.

16 times 0.0183, over 2, is about 0.1465.

P(X = 2) = 42 × e−42! = 16 × 0.01832 ≈ 0.1465

1 minus the sum 0.0183 plus 0.0733 plus 0.1465 is about 0.7619.

P(X ≥ 3) = 1 − (0.0183 + 0.0733 + 0.1465) ≈ 0.7619

4 Check

Let's check the key number another way: e to the power 4 is about 54.5982.

1 divided by it is about 0.0183: the same as e to the power minus 4.

e4 ≈ 54.5982, 1 ÷ 54.5982 ≈ 0.0183

And step up: each next P is the last one times 4, divided by the new x.

P of 1 is about 0.0733.

P(1) = P(0) × 4 ÷ 1 ≈ 0.0733

P of 2 is about 0.1465.

The same as above.

So it is right!

P(2) = P(1) × 4 ÷ 2 ≈ 0.1465

Let's look back.

First: name the numbers.

Then: write the formula.

Then: use the rest.

Last: check.

Answer
P(X ≥ 3) = 1 − (0.0183 + 0.0733 + 0.1465) ≈ 0.7619

Your turn

Try this one yourself, then check:

Poisson, μ = 3: P(X ≥ 3)?
Show the answer
P(X ≥ 3) ≈ 0.5768

More from The Poisson distribution

The whole lesson: The Poisson distribution →