First, we arrange the volumes in ascending order: 23, 24, 34, 38, 53, 56. As we're looking at Standard Deviation, we must realize first that SD is always calculated from the mean. Now, the mean of the 6 numbers here - 228 / 6 is
38.Now, we know that the if we remove one of these volumes, it will impact not just the SD, but also the mean. Let's ensure we're calculating the mean with every change.
Currently, 38 is the mean, and 23, the farthest from it at the lower end, is 15 down, and 56, the farthest from it at the higher end, is 18 up. Now, to increase or decrease the SDs, let's remember, if there are a couple of numbers bunched up away from the mean, removing one of them will reduce the SD, as you can almost imagine the pull of the farther term is reducing. Similarly, to further spread it out, let's ensure this distance -
15 down and 18 up - is as imbalanced as possible. That can be helped a lot with readjusting the mean.
Now, if you want to reduce the SD the most - we can see that the two values in the 50s are, together, further away from 38 than the two values in the 20s - 18 and 15 more VS 14 and 15 less.
However, that's not enough to see. The mean will adjust too, afterall.
We can see the change when we remove each value, starting with 56.
We'll have 23 + 24 + 34 + 38 + 53 = 172 / 5 = mean of
34.4. We now see that the lower end, 23,
is 11.4 down, and the higher end, 53, is
18.6 up.
If we, similarly, remove 53, we'll have a 175 / 5 = mean of
35. At the lower end, that's
12 down; at the higher end, that's
21 up.
Removing 38, will keep the
mean at 38, - 15 down, and
18 up. No change.
Removing 34, will take the
mean up to 38.8. We now see that the lower end is now
15.8 down, and the higher end, 56, is
17.2 up.
Removing 23 will take the
mean up to 41, from which the lower end is now
18 down, and the higher end is now
15 up.
Removing 24, will take the
mean up to 40.8, from which the lower end is now 17.8 down, and the higher end is now
15.2 up.If you look at the deviation when you remove 56, then it's 11.4 + 10.4 + 0.4 + 3.4 + 18.6 or
44.2If you look at the deviation when you remove 53, then it's 12 + 11 + 1 + 3 + 18 or
45; Upon removing 38, the deviation is now 15 + 14 + 4 + 15 + 18 or 66 - a substantial increase.Upon removing 34, the deviation is now, 15.8, 14.8, 0.8, 14.2, 17.2 or
62.8Removing 23 gives us, 17 + 7 + 3 + 12 + 15 or 54, and we can tell removing 24 will only have a similar effect.Clearly, the most reduction in SD happens when you remove 56, and the highest addition happens when you remove 38.Bunuel
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A quality inspector recorded the fill volumes, in milliliters, of six bottles from a production run, with the following results:
{24, 38, 53, 23, 56, 34}
The inspector believes exactly one of the six measurements is erroneous and will discard that measurement. To evaluate the impact of the discard, he will calculate the standard deviation of the original six measurements and the standard deviation of the remaining five measurements.
Select for
Most decrease the measurement which, if discarded, would produce the greatest decrease in standard deviation, and select for
Most increase the measurement which, if discarded, would produce the greatest increase in standard deviation. Make only two selections, one in each column.