Help on normal distribution question please

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Discussion Overview

The discussion revolves around calculating the mean and standard deviation of the probability distribution for the failure of bulldozers based on historical data. Participants explore the application of normal approximation to a binomial distribution in this context.

Discussion Character

  • Technical explanation
  • Mathematical reasoning

Main Points Raised

  • One participant states that the mean of the probability distribution is 0.3 and seeks clarification on how to find the standard deviation.
  • Another participant provides the formula for standard deviation but does not contextualize it to the problem at hand.
  • A third participant confirms the mean as 0.3 and specifies the values for the binomial distribution, noting that there are 35 instances of failure (0) and 15 instances of success (1).
  • A different participant argues that the problem is fundamentally a binomial distribution and questions the necessity of a normal approximation, suggesting that the mean is np and the standard deviation is calculated using the formula √(np(1-p)).
  • This participant reiterates that the probability of a bulldozer breaking down is p= 0.3 and provides the standard deviation as √(0.21).

Areas of Agreement / Disagreement

Participants generally agree on the mean being 0.3 and the interpretation of the problem as a binomial distribution. However, there is disagreement regarding the relevance of the normal approximation and the necessity of using it for the calculations.

Contextual Notes

The discussion does not resolve the appropriateness of the normal approximation for this scenario, nor does it clarify the assumptions underlying the use of the binomial distribution in this context.

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" A contractor has recently purchased a new bulldozer. On previous jobs, 15 out of a total of 50 bulldozers have broken down before the end of the job.

What is the mean and standard deviation of the probability distribution describing the probability of failure of a bulldozer?

Note: assume a normal approximation is applicable."

Mean of the probability distribution seems obvious (0.3), but how does one find the standard deviation?? :confused:

Thanks for any help that can be offered. :approve:
 
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[tex]\sqrt{\frac{1}{n-1}\sum_{i=1}^n ({x_i}-{\bar{x}})^2}[/tex]
Hope this helps.

Paden Roder
 
In the standard dev. expression, the mean is 0.3, as you noted. The xi are either 0 (35 terms) or 1 (15 terms), where n=50.
 
This is a binomial distribution (I'm not sure why they mention a "normal approximation"- if you were asked for specific probablities of, say, 17 breaking down, you might want to use an approximation but it isn't necessary just to find the mean and standard deviation).

In a binomial distribution with n occurances, probability p of "sucess" on anyone and (1-p) of "failure", the mean is np and the standard deviation is √(np(1-p)).

The probability of a single bulldozer breaking down, here, is p= 15/50= 0.3 and you are asked about 1 bulldozer so, yes, the mean is 0.3. The standard deviation is
√(0.3*0.7)= √(0.21).
 

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