Find the Variance of this distribution

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SUMMARY

The variance of the mean number of hours spent in a library by a sample of arts and science students is calculated using the formula Var(X) = Var((4X_A + 6X_S) / 10). The correct variance is determined to be 9.76, derived from the variances of the individual groups, where Var(X_A) is 25 and Var(X_S) is 16. The confusion arises from misapplying the variance properties, particularly in the context of combining multiple random variables. A critical point highlighted is the distinction between the variance of a sum of random variables and the variance of a scaled random variable.

PREREQUISITES
  • Understanding of normal distribution properties
  • Knowledge of variance and standard deviation calculations
  • Familiarity with random variables and their combinations
  • Basic statistical formulas for variance of sums and scaled variables
NEXT STEPS
  • Review the properties of variance in the context of independent random variables
  • Study the Central Limit Theorem and its implications for sample means
  • Learn about the implications of sample size on variance and standard deviation
  • Explore advanced statistical concepts such as confidence intervals and hypothesis testing
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Students in statistics, educators teaching statistical concepts, and professionals involved in data analysis who require a solid understanding of variance calculations in sample distributions.

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Homework Statement



The number of hours spent in a library per week by arts and science students in a college is normally distributed with mean 12 hours and standard deviation 5 hours for arts students and mean 15 hours and standard deviation 4 hours for science students. A random sample of four arts students and six science students is chosen. Assuming that X is the mean number if hours spent by these 10 students in a week. Calculate Var(X)


Homework Equations





The Attempt at a Solution



Let X_A and X_S be the random variable of number of hours spent by arts and science students respectively.

X=(4X_A+6X_S)/(10)

Var(X)=Var((4X_A+6X_S)/(10))

=1/100 (16 Var(X_A)+36 Var(X_s))

=1/100 (16 x 25 + 36 x 16)

=9.76

Am i correct?
 
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Does this pass the smell test? You are indicating that the standard deviation of the mean of the ten students is like 3.1 hrs.

But suppose we just took ten arts students (who have the higher standard deviation). You should know that the deviation of the group will be [itex]\frac{5}{\sqrt{10}} \approx 1.6[/itex]. So something is wrong!

What happened is that you got confused between two things:

Var(X + X) = 2 Var(X) (the sum of two random variables X)
Var(2X) = 4 Var(X) (a random variable X multiplied by 2)

When we pick four arts students, that's not one arts student multiplied by 4. Hence we don't get 16*Var(X_A), etc.
 

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