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Normal probabilities with the z-table

University Statistics ยท 20 problems, easy to harder

โ–ถ Watch the first one solved

How we do it

  1. Find z
  2. Draw and shade
  3. Read the table
  4. The area we want
  5. Check

The steps for Normal: P(X < 60), mean 50, sd 10. Every solution names its steps, so you always know what comes next.

Worked examples

Normal: P(X < 60), mean 50, sd 10 Easy

The question

Question: X is normal, with mean 50 and SD 10: what is the probability that X is less than 60?

P(X < 60): ฮผ = 50, ฯƒ = 10

ฮผ is the mean.

ฯƒ is the standard deviation, the SD.

ฮผ = the mean, ฯƒ = the SD

1 Find z

z counts how many SDs x is from the mean: x minus the mean, over the SD.

z = x โˆ’ ฮผฯƒ

60 minus 50 is 10.

Divided by 10, that is 1.

z = 60 โˆ’ 5010 = 1010 = 1

2 Draw and shade

The bell: the mean, 50, in the middle.

60 is right of it.

We want X less than 60.

We shade that part.

3 Read the table

The z-table gives the area to the left of z.

Row 1.0, column .00.

For z = 1: the row 1.0 and the column .00 meet at 0.8413.

4 The area we want

Careful!

The z-table always gives the area to the left of z.

Here that is what we want.

Careful: the table gives the area to the LEFT

Less than: the area to the left.

That is just the table number, 0.8413.

P(X < 60) = 0.8413

5 Check

Let's check another way.

The bell is the same on both sides.

So the area left of 1 is the area right of โˆ’1.

left of 1 = right of โˆ’1

1 minus the table at โˆ’1: 1 minus 0.1587 is 0.8413.

The same!

So it is right!

1 โˆ’ table at โˆ’1: 1 โˆ’ 0.1587 = 0.8413

Let's look back.

First: find z.

Then: draw and shade.

Then: read the table.

Then: the area we want.

Last: check.

Answer
P(X < 60) = 0.8413

โ–ถ Watch it solved

Normal: P(45 < X < 60), mean 50, sd 10 Medium

The question

Question: X is normal, with mean 50 and SD 10: what is the probability that X is between 45 and 60?

P(45 < X < 60): ฮผ = 50, ฯƒ = 10

ฮผ is the mean.

ฯƒ is the standard deviation, the SD.

ฮผ = the mean, ฯƒ = the SD

1 Find z

z counts how many SDs x is from the mean: x minus the mean, over the SD.

z = x โˆ’ ฮผฯƒ

45 minus 50 is โˆ’5.

Divided by 10, that is โˆ’0.5.

z = 45 โˆ’ 5010 = โˆ’510 = โˆ’0.5

And for 60: 60 minus 50 is 10.

Divided by 10, that is 1.

z = 60 โˆ’ 5010 = 1010 = 1

2 Draw and shade

The bell: the mean, 50, in the middle.

45 is left of it.

60 is right of it.

We want X between 45 and 60.

We shade that part.

3 Read the table

The z-table gives the area to the left of z.

For z = โˆ’0.5: 0.3085.

For z = 1: 0.8413.

4 The area we want

Careful!

Both table numbers start at the far left.

So we take away the smaller one.

Careful: between: big area โˆ’ small area

Between them: the bigger area minus the smaller one.

0.8413 minus 0.3085 is 0.5328.

P(45 < X < 60) = 0.8413 โˆ’ 0.3085 = 0.5328

5 Check

Let's check: the three parts of the bell.

Left of z = โˆ’0.5: 0.3085.

Right of z = 1: 1 minus 0.8413, 0.1587.

left 0.3085 + middle 0.5328 + right 0.1587

They add up to 1, the whole bell.

So it is right!

= 1.0000

Let's look back.

First: find z.

Then: draw and shade.

Then: read the table.

Then: the area we want.

Last: check.

Answer
P(45 < X < 60) = 0.8413 โˆ’ 0.3085 = 0.5328

โ–ถ Watch it solved

Normal: P(X < 63.5), mean 60, sd 2.5 Harder

The question

Question: X is normal, with mean 60 and SD 2.5: what is the probability that X is less than 63.5?

P(X < 63.5): ฮผ = 60, ฯƒ = 2.5

ฮผ is the mean.

ฯƒ is the standard deviation, the SD.

ฮผ = the mean, ฯƒ = the SD

1 Find z

z counts how many SDs x is from the mean: x minus the mean, over the SD.

z = x โˆ’ ฮผฯƒ

63.5 minus 60 is 3.5.

Divided by 2.5, that is 1.4.

z = 63.5 โˆ’ 602.5 = 3.52.5 = 1.4

2 Draw and shade

The bell: the mean, 60, in the middle.

63.5 is right of it.

We want X less than 63.5.

We shade that part.

3 Read the table

The z-table gives the area to the left of z.

Row 1.4, column .00.

For z = 1.4: the row 1.4 and the column .00 meet at 0.9192.

4 The area we want

Careful!

The z-table always gives the area to the left of z.

Here that is what we want.

Careful: the table gives the area to the LEFT

Less than: the area to the left.

That is just the table number, 0.9192.

P(X < 63.5) = 0.9192

5 Check

Let's check another way.

The bell is the same on both sides.

So the area left of 1.4 is the area right of โˆ’1.4.

left of 1.4 = right of โˆ’1.4

1 minus the table at โˆ’1.4: 1 minus 0.0808 is 0.9192.

The same!

So it is right!

1 โˆ’ table at โˆ’1.4: 1 โˆ’ 0.0808 = 0.9192

Let's look back.

First: find z.

Then: draw and shade.

Then: read the table.

Then: the area we want.

Last: check.

Answer
P(X < 63.5) = 0.9192

โ–ถ Watch it solved

Practice

Try each one, then open the answer. Stuck? Open the problem to watch every step.

Easy

  1. normal: P(X < 60), mean 50, sd 10
    Answer
    P(X < 60) = 0.8413
  2. normal: P(X > 62), mean 50, sd 8
    Answer
    P(X > 62) = 1 โˆ’ 0.9332 = 0.0668
  3. normal: P(X < 45), mean 50, sd 5
    Answer
    P(X < 45) = 0.1587
  4. normal: P(X > 70), mean 60, sd 10
    Answer
    P(X > 70) = 1 โˆ’ 0.8413 = 0.1587
  5. normal: P(X < 112), mean 100, sd 8
    Answer
    P(X < 112) = 0.9332
  6. normal mean 70, sd 5: probability that x is more than 78
    Answer
    P(X > 78) = 1 โˆ’ 0.9452 = 0.0548
  7. normal: P(X > 40), mean 50, sd 10
    Answer
    P(X > 40) = 1 โˆ’ 0.1587 = 0.8413

Medium

  1. normal: P(45 < X < 60), mean 50, sd 10
    Answer
    P(45 < X < 60) = 0.8413 โˆ’ 0.3085 = 0.5328
  2. normal: P(40 < X < 65), mean 50, sd 10
    Answer
    P(40 < X < 65) = 0.9332 โˆ’ 0.1587 = 0.7745
  3. normal: P(X < 57), mean 50, sd 4
    Answer
    P(X < 57) = 0.9599
  4. normal: P(X > 83), mean 75, sd 6
    Answer
    P(X > 83) = 1 โˆ’ 0.9082 = 0.0918
  5. normal mean 100, sd 15: probability that x is between 85 and 115
    Answer
    P(85 < X < 115) = 0.8413 โˆ’ 0.1587 = 0.6826
  6. normal: P(X < 34), mean 40, sd 5
    Answer
    P(X < 34) = 0.1151
  7. normal: P(X > 31), mean 25, sd 4
    Answer
    P(X > 31) = 1 โˆ’ 0.9332 = 0.0668

Harder

  1. normal: P(X < 63.5), mean 60, sd 2.5
    Answer
    P(X < 63.5) = 0.9192
  2. normal: P(52 < X < 58), mean 50, sd 4
    Answer
    P(52 < X < 58) = 0.9772 โˆ’ 0.6915 = 0.2857
  3. normal: P(X > 71.2), mean 65, sd 4
    Answer
    P(X > 71.2) = 1 โˆ’ 0.9394 = 0.0606
  4. normal: P(18 < X < 22), mean 20, sd 3
    Answer
    P(18 < X < 22) = 0.7486 โˆ’ 0.2514 = 0.4972
  5. normal: P(X < 480), mean 500, sd 25
    Answer
    P(X < 480) = 0.2119
  6. normal mean 170, sd 8: probability that x is less than 150
    Answer
    P(X < 150) = 0.0062