Z-scores are going to be an important part of the upcoming test (well and the rest of the semester). The way I see it, there are three main types of z-score problems.
1. A "higher than" or "lower than" Problem: These types of problems give you an "x" and want you to find the percentage of something higher or lower than that value.
2. A "in between" problem: These type of problems want you to find the percentage or proportion between two x-values.
3. A "Give you to percentage/proportion" problem: These problems give you a proportion and would like you to work backwards to solve for x.
Using the examples in class (although the numbers may be slightly different), I'll give you a problem of each type. We talked about Jimmer's statistics with the kings according to ESPN.
Mu: 8.8 ppg (points per game)
Sigma: 1.4 ppg
Type 1: Find the proportion of games that Jimmer scores above 11 ppg.
Type 2: Fine the proportion of games that Jimmer scores between 7 and 11 ppg.
Type 3: Find the threshold ppg for the top 5% of all of Jimmer's games.
Solution:
Type 1. This question is asking us for a proportion
above. Thus, we plug in the numbers to our z-score equation: z= (11-8.8)/1.4 = 1.57
We take this z-score and look it up on the z-table. From the table, we read: 0.9418. But since we are asking for
above and we know the z-table only gives us the proportion to the left, or underneath, we subtract the proportion from one. Thus, our answer is 1-0.9418=
5.82% or .0582Type 2. This question is asking for us to find the proportion
between. This might seem difficult, but if you draw it out it will make more sense. The very first thing you need to do in between problems is do
two separate z-score equations for both x-values. In this case, our x-values are 7 and 11. Since we already did the problem for 11, all we need is to do it for 7. So, z=(7-8.8)/1.4 = -1.29. Looking this up on the z-table, we get the proportion of 0.0985.
Now think of the graph. We can get the area to the left of 7, and the area to the left of 11. Draw that out on a piece of paper on a normal graph. See what we have to do? It's clear from the graph we just need to subtract the smaller proportion from the larger proportion.
So, 0.9418-0.0985=
0.8433 = 84.33%Type 3: The last type is typically the hardest. They are giving us a proportion. Where do we find proportions? That's right, in the middle of the z-table. We must work backwards: we use the proportion to find a z-score, then solve our equation for x.
This one is even trickier though. Because we want the
top five percent, we have to remember to look up what the area to the LEFT is, since that is what the table tells us. Thus, we look 95% up in the table. The closest proportion I can find is .9505 (you could also use .9495, going above or below doesn't matter, as long as it's the closest). This corresponds to a z-score of 1.65.
Plugging it into my equation I get 1.65= (x-8.8)/1.4. x= 11.11 ppg.
Hopefully that helps with the concept. Here are some more practice questions below I'd try out (the numbers don't correspond with the type. Try to figure out what type they are for yourself). The answers are listed after with some tips if you got it wrong.
Let's look at average months dating to engagement time at BYU. Let's say the average is 5 months with a standard deviation of 2 months. Find the following. 1. The number of months until engaged that are in the bottom 10 percent of BYU students.
2. The percentage of students who get engaged at 3 months of dating or less.
3. The proportion of students who get engaged at 9 months or more.
4. The number of months that are in the top two percent of students.
5. The proportion of students who get engaged between 4 and 13 months.
Try these on your own! But here are the answers:1. Type 3 problem. -1.28 is the z-score from the table, so the x-value you get is :
2.44 months.
2. Type 1 problem. Since it is "or less" you keep the proportion from the table. Z-score= -1. Answer:
0.1587.3. Type 1 problem. This is an "or more" so you need to subtract the proportion from 1. Z-score= 2. Answer:
0.0228. 4. Type 3 problem: This is "in the top". So we look up 98% in the table. We get a z-score of: 2.5. Answer =
10 months. 5. Type 2 problem. Z-score for 4: -0.5, proportion: 0.3085. Z-score for 13: 4. Proportion:... Wait...what? four? But that isn't on our table!! That's okay. What is the proportion for four? It just means that EVERYTHING is under it on the graph. Meaning our proportion is 1 (the whole area). Similarly, if we got a z-score of -4, we would assume what? (no area, so = 0).
So, now we subtract. 1- 0.3085 =
0.6915 = 69.15%.Some things to remember:
NEVER. NEVER EVER. Subtract z-scores. Or add them.
ONLY SUBTRACT OR ADD PROPORTIONS. Be careful about "above" or "below". Know what the table shows you. Draw pictures if in doubt.
Good Luck!