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Summary What are the characteristics of standard normal distribution

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What are the characteristics of standard normal distribution The HR department of an organization collects data on employees age, salary, level of education, gender, and ethnicity. Which data do you think is more likely to follow normal distribution? Explain why.ANSWER: The idea of standard norm...

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  • January 1, 2021
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What are the characteristics of standard normal distribution The HR department of

an organization collects data on employees age, salary, level of education,

gender, and ethnicity. Which data do you think is more likely to follow normal

distribution? Explain why.

ANSWER:



The idea of standard normal distribution is thought of the probability something will

happen along a curve that has a mean of zero and a standard deviation of 1

(“Wordiq”, 2010). This can be shown with what is known at a bell curve where the

majority of occurrences happen within a certain area and within each standard deviation

the occurrences will decrease along the probability scale.

Depending on the company many of the examples could be normally distributed within

one company and not normally distributed within another company. In fact looking at the

different categories of age, salary, education, gender, and ethnicity in most companies

none are actually normally distributed. To make age normally distributed the company

would have to achieve a very low turnover rate and many of the employees would have

to stay long enough to retire from the company and only have to hire new employees

when someone retires. Salary to be normally distributed would fit with the idea that age

is also normally distributed because many times the longer you work for a company the

more money you will make and the idea that the employees will all get promoted along

with his or her peers to keep it distributed normally. Education would be the easiest

especially in companies that use manual labor for the majority of their workforce. Gender

and ethnicity are usually ones that separate the groups to establish a normal distribution

curve and by itself is not normally distributed.

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