Theory of Expectation :: Problems on Profits, Business : Probability Distribution

Problem Back to Problems Page
 
Let "x" denote the profit that a man makes in a business. He may earn Rs. 2,800 with probability 0.5 he may lose Rs. 5,500 with a probability 0.3 and he may neither earn nor lose with a probability of 0.2. Calculate the mathematical expectation of "x".

Net Answers :
[Expectation: −250 ; Variance: Rs.1, 29,32,500 ; Standard Deviation:+ 3,596.18]

Solution  
 

"x" indicates the amount of profit made by the man

[Since you are required to find the man's expected profit, the variable would represent the man's expected profit]

The profit earned by the man would be

  • + Rs. 2,800 (when he makes a profit of Rs. 2000)
  • − 5,500 (when he makes a loss of Rs. 5,500)
  • 0 (when he neither makes a profit nor a loss)

⇒ The values carried by the variable ("x") would be either − 5,500 or 0 or + 2,800
⇒ "X" is a discrete random variable with range = {− 5,500, 0, + 2,800}

"X" represents the random variable and P(X = x) represents the probability that the value within the range of the random variable is a specified value of "x"

Probabilty that the man

  • Makes/Earns a profit of Rs. 2,800

    ⇒ P(+2,800) = 0.5

  • Makes a loss of Rs. 5,500

    ⇒ P(− 5,500) = 0.3

  • Makes neither a profit nor a loss

    ⇒ P(0) = 0.2

    Probability for the mans earnings to be

  • + Rs. 2,800 ⇒ P(X = + 2,800) = P(+ 2,800)
    = 0.5
  • − Rs. 5,500 ⇒ P(X = − 5,500) = P(− 5,500)
    = 0.3
  • 0 ⇒ P(X = 0) = P(0)
    = 0.2

    The probabilty distribution of "x" would be
    x − 5,500 0 + 2,800
    P(X = x) or P 0.3 0.2 0.5

    Calculations for Mean and Standard Deviations
    x P Px x2 Px2
    − 5,500 0.3 − 1,650 3,02,50,000 90,75,000
    0 0.2 0 0 0
    + 2,800 0.5 + 1,400 78,40,000 39,20,000
    Total 1 − 250 1,29,95,000

    The mans expected profit

    ⇒ Expectation of "x"
    ⇒ E (x) = Σ px
    = − 250
    The man can expect to make a loss of Rs. 250

    Variance of the mans profit

    ⇒ var (x) = E (x2) − (E(x))2
    = Σ px2 − (Σ px)2
    = 1,29,95,000 − (− 250)2
    = 1,29,95,000 − 62,500
    = 1,29,32,500
    Standard Deviation of the mans profit
    ⇒ SD (x) = + Var (x)
    = + 1,29,32,500
    = + Rs. 3,596.18

    Credit : Vijayalakshmi Desu

    ♣ Copyright © Krishbhavara. All rights reserved
    ♣ Site optimized for Internet Explorer 5.5 and above