In: Statistics and Probability
Part 1:
Suppose the mean score on the first exam is a 60 out of 100. I would like to curve the exam to force the mean score to be an 80 out of 100. If I added 20 to everyone’s score, would the SD of the exam scores change? How about if I multiplied 4/3 to everyone’s score? Explain.
Part 2: Continuing from Part 1, fill out the formulas put below that will always be true. Let a = constant (- or +) and X = random variable.
EV (a + X) =
SD (a + X) =
SD (aX) =
EV (aX) =
Variance (a + X) =
Variance (a + X) =
solution:
Part-1:
Let x1,x2,x3,......,Xn be the n observations
we know that
Mean = =
Standard Deviation =
Given that Before adding 20 to each observation
Mean = = = 60
Standard Deviation =
After adding '20' to each observation
Mean1 = 1 =
=
= + 20
1 = + 20
Standard Deviation =
=
=
SD remains same after adding 20 to each observation.
Now,
After multiplying 4/3 to each observation
Mean = = = 4/3 * = 4/3 *
Standard Deviation =
=
=
= 4/3 *
Standard Deviation increases by 4/3 times after multiplying
Part -2:
Let a be some constant and X be a random variable
Results from part-1:
1) If we add some K to each observation the mean increses by K and SD remains same
2)If we multiply each observation by K(constant) then mean and SD increases by K times
1) E(a+X) = E(a)+E(X) = a+E(X)
E(a+X) = a + E(X) |
2) SD(a+X) = SD(X)
3) E(aX) = a*E(X)
4) Var(a+X) = Var(a) + Var(X) = Var(X)
5) Var(a+X) = Var(X)
Note: Var (a*X) = a^2 * Var(X)