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If X is a random variable and aa, bb are real numbers, then which of the following statements are true?

(A) Var(aX+b)=a2Var(X)Var(aX+b) = a^2 Var(X)

(B) E(aX+b)=aE(X)+bE(aX+b)= a E(X) + b

(C) E(aX+b)=aE(X)−E(b)E(aX+b)= a E(X) - E(b)

(D) Var(aX+b)=aVar(X)+bVar(aX+b)= a Var(X) + b

Choose the correct answer from the options given below:

Solution

✅ Correct Option: 1

For a random variable XX and real numbers aa, bb, the fundamental properties are:

E(aX+b)=aE(X)+bE(aX + b) = aE(X) + b

Var(aX+b)=a2Var(X)Var(aX + b) = a^2 Var(X)

The expected value is linear, so both multiplication and addition affect it. The variance is affected only by multiplication (squared), since adding a constant shifts all values equally without changing the spread.


Evaluating statement (A): Var(aX+b)=a2Var(X)Var(aX+b) = a^2 Var(X)

This matches the variance property exactly.

Statement (A) is true.


Evaluating statement (B): E(aX+b)=aE(X)+bE(aX+b) = a E(X) + b

This matches the expected value property exactly.

Statement (B) is true.


Evaluating statement (C): E(aX+b)=aE(X)−E(b)E(aX+b) = a E(X) - E(b)

Since bb is a constant, E(b)=bE(b) = b.

This would give E(aX+b)=aE(X)−bE(aX+b) = a E(X) - b, which has the wrong sign.

The correct formula has +b+b, not −b-b.

Statement (C) is false.


Evaluating statement (D): Var(aX+b)=aVar(X)+bVar(aX+b) = a Var(X) + b

The coefficient should be a2a^2, not aa.

Additionally, adding constant bb does not affect variance at all.

Statement (D) is false.


Only statements (A) and (B) are true.

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