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A similar (or perhaps the same) question appears on OG 11th edition. The key here is the phrase "2.5 standard deviations away". Since SD is 2, you understand that phrase as 2.5 times SD, which is 5. So the answer is one where numbers fall outside the range of 15 to 25(i.e +/- 5 of the average 20. Choice C is where this happens.
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What does "2.5 Standard Deviations from the mean" mean?
A Standard Deviation is simply the amount by which a number in a given set differs from the average of that set. Say, on average, you make 20 dollars an hour waiting tables but sometimes you get a mean customer and make 18 an hour or get a generous one and make 22. In this case the amount you are making ranges between 18 and 22, which is plus minus 2 dollars from your average 20 per hour pay. Say, one day, you spilled water on your customer and he/she left you no tip whatsoever and that hour you only made $16 per hour. How off is 16 from your average pay of 20? 4 dollars. What's the normal amount (SD) it is usually off by? 2. So, you would say, you earned a sum that deviated 2 times what it normally deviates from the average. In other words, your pay was 2 Standard deviations from the mean. If you had only made 15 dollars that hour, your pay was 2.5 SD away from the mean of 20 dollars.

So "X standard deviations from the mean" just means, x many times more different than what it is normally different, or x times the SD.

Hope this helps!
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Bumping for review and further discussion.
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Hi All,

As a math subject, Standard Deviation comes from the broader category of statistics. It's essentially about how "spread out" a group of individual numbers is, relative to the average of that group. There's a lot of interesting ways that Standard Deviation can impact decision-making processes in big business, but that's something you'll learn about in Business School. In real life, calculating the Standard Deviation of a group of numbers involves a big calculation (and you probably would NOT want to do that calculation by hand). Thankfully, the GMAT will NEVER ask you to actually calculate the Standard Deviation of a group of numbers. You're likely to be tested on the CONCEPT though.

Any time you're given the average (arithmetic mean) of a group of numbers and the Standard Deviation, then you can easily calculate Standard Deviations "away" from the mean.

In this question, we're given an average of 20 and an S.D. of 2. Standard Deviations go in "BOTH directions" on a Number Line, so.....

1 Standard Deviation "up" = 20 + 2 = 22
1 Standard Deviation "down" = 20 - 2 = 18

2 Standard Deviations "up" = 20 + 2 + 2 = 24
2 Standard Deviations "down" = 20 - 2 - 2 = 16
Etc.

The above example is a common way for the GMAT to test you on the concept.

Another way to test you is to see if you understand how to "increase" or "decrease" an S.D. by adding in new numbers to an existing group of numbers.

Using this same prompt as an example, since we have an average of 20, if we were to include ANOTHER value that = 20 (or was really close to it), then the overall group of numbers would be LESS "spread out" and the S.D. would decrease. In that same way, if we were to include ANOTHER value that was FAR from 20, then the overall group of numbers would be MORE "spread out" and the S.D. would increase.

Standard Deviation is not a big part of the GMAT, but you'll likely see it in one question. As such, it's not a big "point gainer" or "point loser" on this Test. The ways in which the GMAT will Test you on the concept are relatively simple though, so this can be an easy pick up on Test Day as long as you're clear on the concepts.

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Rich
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enigma123
If a certain sample of data has a mean of 20.0 and a standard deviation of 2.0, which of the following pairs contain two values that are each at least 2.5 standard deviations from the mean?

(A) (14.0; 16.5)
(B) (14.5; 21.0)
(C) (14.0; 26.5)
(D) (16.5; 26.0)
(E) (21.0; 26.5)


2.5 standard deviations above mean is 2.5 x 2 + 20 = 25

2.5 standard deviations below the mean is 20 - 2.5 x 2 = 15

Of the answer choices, we see that 14 and 26.5 are both at least 2.5 standard deviations from the mean.

Answer: C
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Let's break this down step by step.

We're told the mean is 20.0 and the standard deviation is 2.0. We need to find two values that are each at least 2.5 standard deviations AWAY from the mean.

Step 1: Figure out what "2.5 standard deviations from the mean" actually means in real numbers.

2.5 standard deviations = 2.5 × 2.0 = 5.0

So we need values that are at least 5.0 away from 20.0.

Step 2: Find the boundaries.

- On the LOW side: 20.0 - 5.0 = 15.0 (value must be 15.0 or less)
- On the HIGH side: 20.0 + 5.0 = 25.0 (value must be 25.0 or more)

Step 3: Check BOTH values in each pair. Both must be outside these boundaries.

(A) 14.0 — yes, below 15.0 ✓ | 16.5 — no, between 15.0 and 25.0
(B) 14.5 — yes ✓ | 21.0 — no ✗
(C) 14.0 — yes, below 15.0 ✓ | 26.5 — yes, above 25.0 ✓ ← BOTH work!
(D) 16.5 — no ✗ | 26.0 — yes ✓
(E) 21.0 — no ✗ | 26.5 — yes ✓

Only in choice C do BOTH values satisfy the condition.

Answer: C

The most common mistake here is forgetting to check BOTH values. Many students see one qualifying number and pick that answer without verifying the second. Always check every value in the pair.

Key principle: "At least 2.5 standard deviations from the mean" means the value can be far away in EITHER direction — above or below.
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