Need help in Mean, Probability & SD

In summary: What are you talking about?In summary, the conversation is about the placement data of a business school and the probability distribution, mean, and standard deviation of the number of students securing a job with a multinational. The conversation is old and it is recommended to show an attempt at a solution when posting questions.
  • #1
sumans
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The placement data of a business school suggest that the percentage of students securing a job with a multinational during the years 1996, 1997 and 1998 are 20%, 30% and 40% respectively. One student is chosen at random from the graduating batch of each year. Let X be the number of students, out of the three so selected who had secured a job with a multinational. Calculate the following:

a) The probability distribution of X
b) The Mean of X
c) The Standard Deviation of X
 
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  • #2
Can anyone post answer of this?

sumans said:
The placement data of a business school suggest that the percentage of students securing a job with a multinational during the years 1996, 1997 and 1998 are 20%, 30% and 40% respectively. One student is chosen at random from the graduating batch of each year. Let X be the number of students, out of the three so selected who had secured a job with a multinational. Calculate the following:

a) The probability distribution of X
b) The Mean of X
c) The Standard Deviation of X
 
  • #3
panky05 said:
Can anyone post answer of this?

Are you asking for sumans? Can't sumans speak for him/herself? In any case, his/her question is over 4 years old and if this was a homework question, it should have been posted in that forum. When posting questions, the poster should show an attempt at a solution.
 
Last edited:
  • #4
This thread is 4 years old.
 
  • #5


a) The probability distribution of X can be calculated by using the given percentages and the fact that one student is chosen at random from each year's graduating batch. The possible outcomes for X are 0, 1, 2, and 3, representing the number of students who secured a job with a multinational. The probabilities for each outcome can be calculated as follows:

P(X=0) = (1-0.2)(1-0.3)(1-0.4) = 0.42
P(X=1) = (1-0.2)(1-0.3)(0.4) + (1-0.2)(0.3)(1-0.4) + (0.2)(1-0.3)(1-0.4) = 0.42
P(X=2) = (1-0.2)(0.3)(0.4) + (0.2)(1-0.3)(0.4) + (0.2)(0.3)(1-0.4) = 0.24
P(X=3) = (0.2)(0.3)(0.4) = 0.024

Therefore, the probability distribution of X is:

X | 0 | 1 | 2 | 3
---|---|---|---|---
P(X) | 0.42 | 0.42 | 0.24 | 0.024

b) The mean of X can be calculated by multiplying each outcome by its corresponding probability and adding them together. This can also be represented as the expected value of X.

Mean of X = E(X) = (0)(0.42) + (1)(0.42) + (2)(0.24) + (3)(0.024) = 0.42 + 0.42 + 0.48 + 0.072 = 1.392

Therefore, the mean of X is 1.392.

c) The standard deviation of X can be calculated by first finding the variance, which is the average of the squared differences between each outcome and the mean. This can be represented as Var(X) = E[(X-E(X))^2]. The standard deviation is then the square root of the variance.

Var(X) = (0-1.392)^2(0.42)
 

Related to Need help in Mean, Probability & SD

What is the mean in statistics?

The mean is a measure of central tendency in statistics. It is calculated by adding all of the values in a dataset and dividing by the number of values. It represents the average value of the data.

How is probability used in statistics?

Probability is used in statistics to measure the likelihood of an event occurring. It is represented as a number between 0 and 1, where 0 indicates impossibility and 1 indicates certainty. It allows us to make predictions and draw conclusions from data.

What is standard deviation?

Standard deviation is a measure of variability in a dataset. It tells us how spread out the data is from the mean. A small standard deviation indicates that the data points are close to the mean, while a large standard deviation indicates that the data points are more spread out.

How is the mean affected by outliers?

Outliers are extreme values in a dataset that can greatly affect the mean. If there are outliers present, the mean may not accurately represent the average value of the data. It is important to identify and handle outliers appropriately in statistical analysis.

How can I improve my understanding of mean, probability, and standard deviation?

Practice and repetition is key to improving your understanding of these statistical concepts. You can also seek out additional resources, such as textbooks or online tutorials, to gain a deeper understanding. Collaborating with others and discussing these topics can also help improve your understanding.

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