Standard Deviation Word Problem

Click For Summary
SUMMARY

The discussion centers on a standard deviation word problem where the average time spent online is 14 hours, and the standard deviation is 17 hours. The participant highlights a critical issue: the standard deviation exceeds the mean, leading to a negative value when calculating one standard deviation below the mean. This scenario illustrates the limitations of assuming a normal distribution, as it cannot accommodate negative values in this context. The conversation emphasizes the importance of understanding the applicability of the normal distribution in real-world data.

PREREQUISITES
  • Understanding of basic statistics, including mean and standard deviation
  • Familiarity with the Empirical Rule in statistics
  • Knowledge of normal distribution characteristics
  • Ability to interpret statistical problems and their real-world implications
NEXT STEPS
  • Study the implications of non-normal distributions in statistical analysis
  • Learn about the Central Limit Theorem and its applications
  • Explore techniques for handling data that does not fit normal distribution assumptions
  • Investigate alternative statistical models for skewed data sets
USEFUL FOR

Students, educators, and professionals in statistics or data analysis who are looking to deepen their understanding of distribution assumptions and their implications in real-world scenarios.

kwikness
Messages
17
Reaction score
0

Homework Statement


It has been projected that the average and standard deviation of the amount of time spent online using the Internet are, respectively, 14 and 17 hours per person per year (approximately normally distributed). What value is exactly 1 standard deviation below the mean?

Homework Equations


Emiprical Rule
\mu \pm \sigma contains approximately 68% of the measurements.
\mu \pm 2\sigma contains approximately 95% of the measurements.
\mu \pm 3\sigma contains approximately almost all of the measurements.

The Attempt at a Solution


In similar problems, the mean is the larger number in the problem, so solving the problem is a simple matter of subtracting the standard deviation from the mean to find out the percentage of population.

In this case though, the standard deviation (17) is greater than the mean(14)? If I solve this like I do normal problems, this would leave me with a negative value for time spent on the Internet.

Is this an error in the textbook or is there something I'm missing here?
 
Physics news on Phys.org
My guess is that the problem is meant to emphasize the shortcomings of assuming a normal distribution, e.g. the normal distribution spans the entire real line while examples may have a restricted domain, as in this case only positive reals.
 
Thanks
 
It should be used to reinforce the idea that assuming things are normally distributed isn't always justified: the actual question as you describe it shows that the times can't be normal, for the reason you point out.
 

Similar threads

  • · Replies 42 ·
2
Replies
42
Views
5K
  • · Replies 5 ·
Replies
5
Views
8K
  • · Replies 1 ·
Replies
1
Views
2K
  • · Replies 2 ·
Replies
2
Views
2K
  • · Replies 7 ·
Replies
7
Views
6K
  • · Replies 2 ·
Replies
2
Views
1K
  • · Replies 2 ·
Replies
2
Views
2K
  • · Replies 4 ·
Replies
4
Views
3K
Replies
4
Views
2K
  • · Replies 5 ·
Replies
5
Views
3K